diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 2a79ee3296f7d3ecff318c3dd0a18e4dbe1e40d7..75ee4ebc6223eefaefb6dc4542a6598c111d379a 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": "20260625T120018Z", - "generated_at": "2026-06-25T12:13:14Z", + "snapshot_id": "20260625T180018Z", + "generated_at": "2026-06-25T18:09:09Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1148,39 +1148,6 @@ } ] }, - { - "cluster_id": "cluster-45987-4", - "summary": "Cluster of 2 issues and 2 PRs centered on issue #46858.", - "status": "open", - "confidence": 0.6, - "canonical_issue_number": 46858, - "canonical_pr_number": 46173, - "issue_numbers": [ - 45987, - 46858 - ], - "pr_numbers": [ - 46173, - 46863 - ], - "evidence_types": [ - "closing_reference", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46173, - "right_pr_number": 46863, - "code_similarity": 0.073, - "size_similarity": 0.304, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.079, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -1606,7 +1573,7 @@ "cluster_id": "cluster-45561-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", "status": "open", - "confidence": 0.55, + "confidence": 0.8, "canonical_issue_number": 45561, "canonical_pr_number": 45645, "issue_numbers": [ @@ -1617,7 +1584,9 @@ 45645 ], "evidence_types": [ - "closing_reference" + "closing_reference", + "shared_issue_target", + "soft_similarity" ], "pr_comparisons": [ { @@ -1817,73 +1786,6 @@ } ] }, - { - "cluster_id": "cluster-46832-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #46832.", - "status": "open", - "confidence": 0.8, - "canonical_issue_number": 46832, - "canonical_pr_number": 46833, - "issue_numbers": [ - 46832 - ], - "pr_numbers": [ - 46833, - 46874 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46833, - "right_pr_number": 46874, - "code_similarity": 0.525, - "size_similarity": 0.253, - "file_overlap": 0.333, - "area_overlap": 1.0, - "patch_similarity": 0.163, - "shared_filenames": [ - "src/transformers/models/rt_detr/modeling_rt_detr.py", - "src/transformers/models/rt_detr/modular_rt_detr.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/rt_detr/modeling_rt_detr.py", - "left_ranges": [ - [ - 1623, - 1629 - ] - ], - "right_ranges": [ - [ - 1623, - 1629 - ] - ] - }, - { - "filename": "src/transformers/models/rt_detr/modular_rt_detr.py", - "left_ranges": [ - [ - 1862, - 1868 - ] - ], - "right_ranges": [ - [ - 1862, - 1868 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-43698-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", @@ -1941,18 +1843,313 @@ ] } ] - } - ], - "duplicate_issues": [ + }, + { + "cluster_id": "cluster-44002-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44002, + "issue_numbers": [], + "pr_numbers": [ + 44002, + 44029 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44002, + "right_pr_number": 44029, + "code_similarity": 0.135, + "size_similarity": 0.43, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { - "cluster_id": "cluster-45987-4", - "canonical_issue_number": 46858, - "duplicate_issue_numbers": [ - 45987 + "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" ], - "reason": "Issues in cluster-45987-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." + "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": [], "duplicate_prs": [ { "cluster_id": "cluster-41211-3", @@ -1998,6 +2195,24 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-44002-2", + "canonical_pr_number": 44002, + "duplicate_pr_numbers": [ + 44029 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44002-2 are treated as duplicates because they share 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, @@ -2014,7 +2229,7 @@ 45639 ], "target_issue_number": 45561, - "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference evidence." + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-45647-3", @@ -2025,15 +2240,6 @@ "target_issue_number": 45647, "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." }, - { - "cluster_id": "cluster-45987-4", - "canonical_pr_number": 46173, - "duplicate_pr_numbers": [ - 46863 - ], - "target_issue_number": 46858, - "reason": "PRs in cluster-45987-4 are treated as duplicates because they converge on issue #46858 with closing_reference, soft_similarity evidence." - }, { "cluster_id": "cluster-46159-3", "canonical_pr_number": 46174, @@ -2051,22 +2257,13 @@ ], "target_issue_number": 46305, "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." - }, - { - "cluster_id": "cluster-46832-3", - "canonical_pr_number": 46833, - "duplicate_pr_numbers": [ - 46874 - ], - "target_issue_number": 46832, - "reason": "PRs in cluster-46832-3 are treated as duplicates because they converge on issue #46832 with closing_reference, shared_issue_target, soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-45987-4", - "issue_number": 46858, - "reason": "Issue #46858 is the strongest global issue candidate because it is open, belongs to a cluster with 4 artifacts, and carries 5 discussion comments plus 2 inbound references.", - "score": 152.0 + "cluster_id": "cluster-41211-3", + "issue_number": 41211, + "reason": "Issue #41211 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 6 discussion comments plus 6 inbound references.", + "score": 148.0 }, "best_pr": { "cluster_id": "cluster-43979-11", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 2ab11820726f18ea643bb71f6d34430396008962..862696e82d65e8e98a9aa7a988d04283d42b8865 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": "20260625T120018Z", - "generated_at": "2026-06-25T12:13:14Z", + "snapshot_id": "20260625T180018Z", + "generated_at": "2026-06-25T18:09:09Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -131,14 +131,14 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "9373ec390c009be775e8c37d6f82e5142f823ea628d3beb4ce76e805019e53f6", + "prepared_review_unit_hash": "74a15baf9241eb3324e9d5ba9d47496f30f5820f2d93e8026d9ca6c6ccb5288c", "component_budget": { "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 47, @@ -153,240 +153,348 @@ "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.", + "summary": "This cluster is mostly noisy and spans several unrelated issue families. The only clear duplicate groups are the DeepSpeed ZeRO-3 size-0 IndexError reports, a torch 2.4.1 compatibility pair, and a Qwen3.5Moe rotary/offload memory-materialization pair. Most other soft links are broad-similarity false positives.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43596 is the clearest, most generic representative of the repeated DeepSpeed ZeRO-3 'index 0 is out of bounds' failure, and it best matches the strongest duplicate candidate in that family.", "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_issue_reason": "43596 is the most central issue for the ZeRO-3 IndexError family: explicit error, clear context, and model-agnostic enough to anchor the duplicate set.", "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." + "reason": "Different bugs: missing Qwen3.5 config field vs streaming chat/completions failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different model/backend problems: AMD GPU GPT-OSS issue vs MPS histogram kernel not implemented." + "reason": "Both are backend-specific model failures, but they affect different subsystems and code paths." }, { "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." + "reason": "Unrelated model dtype mismatch vs 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." + "reason": "Different dtype/autocast issue and GPU backend issue." }, { "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." + "reason": "Both are hardware/runtime bugs, but not the same model or failure mode." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different underlying issues: GPT-OSS AMD GPU failure vs GraniteMoEHybrid invalid method call." + "reason": "Different model families and different invalid-method/backend symptoms." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Different subsystems: DeepSpeed collective mismatch vs ONNX export error." + "reason": "DeepSpeed collective mismatch is unrelated to ONNX export failure." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different models and failure modes: ModernBERT ONNX export vs Qwen3MoE FP8 config failure." + "reason": "Different model/export issue vs FP8 config failure." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different bugs: ONNX export error vs Qwen3 auto device mapping cuda assert." + "reason": "ONNX export bug is unrelated to auto device-mapping assert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Different issues: table QA runtime crash vs stale RAG examples documentation." + "reason": "Different docs/task issues; not the same concrete bug." }, { "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." + "reason": "Both are v5 docs cleanup items, but they target different removed references and pages." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Different failure types: export-time ONNX error vs import-time GenerationMixin import failure." + "reason": "ONNX export error is unrelated to GenerationMixin import regression." }, { "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." + "reason": "Different trainer/input unpacking bug vs training resume/remote-code issue." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Different models and device-mapping contexts; no shared concrete bug." + "reason": "Resume/trust_remote_code problem is unrelated to multi-GPU YOLO device mapping." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Both are shape/device mismatch style reports, but the model paths and root causes differ." + "reason": "Mask/tensor shape mismatch is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Different errors: ZeRO-3 BertModel index-out-of-bounds vs mask/tensor shape mismatch." + "reason": "Both are errors, but one is ZeRO-3 IndexError and the other is a mask 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." + "reason": "Different DeepSpeed init bug vs training-resume issue." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different concrete failures; only a superficial index/shape error similarity." + "reason": "Both involve indexing/shape errors, but not the same code path or failure." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Different modalities and bugs: mask indexing mismatch vs video feature/token count mismatch." + "reason": "Mask shape mismatch is unrelated to Qwen3.5 video chat-template mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different problems: generic masking/indexing error vs GPT-OSS tensor-parallel issue." + "reason": "Different tensor-shape failure vs MoE TP issue." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Different bugs and workflows; no evidence they share the same underlying change." + "reason": "Unrelated training-resume bug vs Nemotron example breakage." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different failure modes and model paths; not duplicates." + "reason": "ZeRO-3 IndexError and resume/trust_remote_code are unrelated." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Different models and features: BarkProcessor voice_preset vs ModernBERT ONNX export." + "reason": "BarkProcessor preset issue is unrelated to 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." + "reason": "Both involve DeepSpeed, but different errors and different model paths." }, { "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." + "reason": "Same ZeRO-3 size-0 IndexError during model loading; the model names differ, but the failure looks like the same root cause." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Different components: Liger Kernel cross_entropy path vs GPT-OSS tensor-parallel failure." + "reason": "Liger Kernel cross-entropy being called is unrelated to GPT-OSS TP failure." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different bugs: detokenization regression vs LoRA merge/save/load inconsistency." + "reason": "Different model-specific tokenization/LoRA result mismatch issues." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different failures; no shared underlying code path." + "reason": "Different Qwen/NVFP4 runtime issue vs LoRA save/load mismatch." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Different issues: Voxtral processor failure vs remote-code model_class/config_class AttributeError." + "reason": "Processor failure for Voxtral is unrelated to remote-code config_class AttributeError." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Different models and backends; not the same bug." + "reason": "Different device/dtype issue vs YOLO multi-GPU mapping failure." }, { "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." + "reason": "Activation-checkpointing/FSDP mismatch is unrelated to mask shape indexing." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Different DeepSpeed failures: weight dimension error vs collective mismatch." + "reason": "Both are DeepSpeed-related, but the runtime errors and code paths differ." }, { "left": "issue:45859", "right": "issue:45902", - "accept": false, - "reason": "Same module area, but different concrete bugs: CPU offload incompatibility vs uninitialized-memory after materialization." + "accept": true, + "reason": "Same Qwen3.5Moe rotary-embedding/offload materialization bug; one is CPU offload, the other is meta->to_empty(cuda) state handling." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "Different platforms and failures: MPS histogram kernel issue vs YOLO multi-GPU device-map problem." + "reason": "MPS histogram failure is unrelated to YOLO multi-GPU mapping." }, { - "left": "issue:43425", - "right": "issue:44292", + "left": "issue:43638", + "right": "issue:45161", "accept": false, - "reason": "Unrelated: version incompatibility report vs Qwen-3 NVFP4 runtime error." + "reason": "Different ZeRO-3 IndexError vs MoE tensor-parallel failure." }, { - "left": "issue:45800", - "right": "issue:46515", + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP/activation-checkpointing mismatch is unrelated to CustomTrainer signature breakage." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 loading IndexError is unrelated to GPT-OSS TP-only failure." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model and different failure type." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse-embedding performance issue is unrelated to Qwen3.5 video template mismatch." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different Qwen NVFP4 runtime issue vs AMD GPU failure." + }, + { + "left": "issue:39290", + "right": "issue:45081", "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." + "reason": "Different Gemma3/vLLM config bug vs Mistral tokenizer regex crash." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Different Gemma4 issues: device mismatch during forward vs expensive reverse embedding lookup." + "reason": "Different Gemma4 bugs: device mismatch vs expensive reverse embedding lookup." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 compatibility complaint; both point to the same version mismatch." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to Qwen NVFP4 runtime failure." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch is unrelated to Qwen device-map assert." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram backend error are different bugs." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy issue is unrelated to Qwen3.5 input embedding unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Both report the same ZeRO-3 'index 0 out of bounds for dimension 0 with size 0' loading failure, just on different models." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs leftovers, but they cite different removed commands/tasks and are not the same concrete issue." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different runtime failures: autocast dtype mismatch vs MPS Int histogram backend limitation." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different bugs despite both touching training/inference math." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch is unrelated to trainer loss signature breakage." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpointing/FSDP bug is unrelated to GenerationMixin import error." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU model failure is unrelated to RAG docs content." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy call issue is unrelated to mask/tensor shape mismatch." } ] }, "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." + "feedback": "The summary is grounded in the packet and stays conservative about most soft links. The accepted duplicate groups are well supported by the issue titles, especially the two ZeRO-3 IndexError pairs, the torch 2.4.1 compatibility pair, and the Qwen3.5Moe rotary/offload pair. The false verdicts also read cautious rather than overstated." }, "evaluator_used": true, "retried": false, @@ -500,14 +608,14 @@ "issue:43572|issue:45070", "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "a60f1fd57629b55d4c416d15ca21aa6a4a7e226f0154f47faf243268f45b420f", + "prepared_review_unit_hash": "03bbe23a99528c539c915be0cfd273a560b2b07c76c04e110c0576464b6ab57a", "component_budget": { "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, @@ -522,273 +630,273 @@ "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.", + "summary": "Most candidate pairs are only loosely related and should stay separate. The clearest duplicates are the AutoTokenizer v5 regression reports and the ZeRO-3 loading IndexError reports; the rest are model- or subsystem-specific issues with similar symptoms but different root causes.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45920 is the broadest, most representative issue in the cluster: it describes the v5 AutoTokenizer regression across multiple model families and naturally subsumes the narrower Granite-only report (issue:45812).", "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_issue_reason": "issue:45920 is the best global issue representative because it captures a concrete, multi-model regression with clear impact and scope, making it a better canonical anchor than the narrower or more model-specific reports.", "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." + "reason": "Different failures: corrupted Ovis2 checkpoint vs missing text encoder weights in Sam3Model." }, { "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." + "reason": "Both mention version incompatibility, but one is torch 2.4.1/transformers 5.8.0 and the other is USE_DISTRIBUTED=0 support in v5.9.0; different code-paths." }, { "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." + "reason": "vLLM model-load failure for PaddleOCR-VL is unrelated to PyTorch build/distributed support breakage." }, { "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." + "accept": true, + "reason": "Both are the same concrete ZeRO-3 loading IndexError class (`index 0`/size 0) during model init/load, so they plausibly share one fix." }, { "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." + "reason": "Different symptoms and subsystems: missing `sliding_window_pattern` in Gemma3 config with vLLM vs CUDA assert in Qwen3 auto device mapping." }, { "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." + "reason": "One is a pipeline docs mismatch; the other is stale CLI docs. Same area, but not 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." + "reason": "A missing Float8 storage backend is a runtime/build issue, not the same as the distributed-support regression." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different product areas and symptoms: AMD GPU model support versus table-question-answering crashes." + "reason": "AMD GPU model failure vs table-question-answering crash; no shared underlying bug." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Model detokenization regression and outdated RAG examples are unrelated topics." + "reason": "Tokenizer detokenization regression is unrelated to outdated RAG examples docs." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy usage and Qwen3-vl video StopIteration are different code paths." + "reason": "Liger Kernel cross_entropy fallback issue 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." + "reason": "Device-mapping forward mismatch and video apply_chat_template token/feature mismatch are different failures." }, { "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." + "reason": "Processor failure for Voxtral is not the same as Gemma4 PLE device mismatch." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption and ModelOpt compatibility are clearly different issues." + "reason": "Corrupted checkpoint vs NVFP4 compatibility for DiffusionGemma; different root causes." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Model checkpoint loading and docs/example drift are unrelated." + "reason": "Model-loading failure for NemotronH is unrelated to documentation examples." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code regressions and distributed-build support breakage are different compatibility problems." + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support regression 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." + "reason": "Both report the same AutoTokenizer v5 regression producing wrong token IDs; 45920 is the broader version of the same bug." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures with no clear shared underlying cause in the titles." + "reason": "Corrupted checkpoint and checkpoint-loading implementation failure are distinct issues." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes parameter incompatibility is a different issue from the distributed-support regression." + "reason": "bitsandbytes `_is_hf_initialized` incompatibility is not the same as the torch/distributed compatibility regression." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "NVFP4 runtime failure and RAG docs drift are unrelated." + "reason": "NVFP4 model runtime failure is unrelated to RAG documentation drift." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but the titles point to different models and likely different bugs." + "reason": "Both mention sliding window, but one is a missing config attribute in Gemma3/vLLM and the other is a Qwen3-MoE-specific sliding_window issue." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are IndexError reports, but the titles show different tensor contexts and different training setups." + "reason": "Both are IndexErrors, but the mask-shape mismatch and ZeRO-3 size-0 loading error do not look like the same bug." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper loading/runtime failure and table-question-answering crashes are different issues." + "reason": "Whisper runtime failure and table-question-answering crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different model-specific load failures; the titles do not suggest one shared bug." + "reason": "GLM-4.7-Flash unit-test load failure is not the same as an Ovis2 checkpoint corruption report." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch incompatibility and PretrainedConfig/pydantic regression are separate compatibility issues." + "reason": "Torch 2.10 compatibility and pydantic PretrainedConfig field breakage are separate regressions." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization regression and table-question-answering crash are unrelated." + "reason": "Tokenizer detokenization regression and table QA crash are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper model failure and PretrainedConfig/pydantic breakage are unrelated by title." + "reason": "Whisper load/runtime failure is unrelated to the v5.4.0 pydantic model breakage." }, { "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." + "reason": "Both concern Qwen3.5, but one is a chat crash and the other is a streaming chat/completions API failure; not enough evidence of one bug." }, { "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." + "reason": "ZeRO-3 index error during Bert loading is unrelated to torch 2.4.1/v5.8.0 compatibility." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Grouped_mm torch-dynamo tracing and YOLO multi-GPU device-map failures are different bugs." + "reason": "Mixtral torch-dynamo grouped_mm tracing error and YOLO multi-GPU device-map failure are different issues." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "NVFP4 model runtime failure and table QA crash are distinct code paths." + "reason": "NVFP4 runtime failure is unrelated to table QA crash." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Different model families and different symptom types: missing config attribute versus device-mapping mismatch." + "reason": "Gemma3 sliding-window config/vLLM issue and Gemma4 device mismatch are different problems." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Chat streaming failure and an MPS histogram op limitation are unrelated." + "reason": "Streaming inference failure for Qwen3.5-0.8B is unrelated to MPS histogram support on MoE ints." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "GenerationMixin import failure and Gemma3 sliding_window_pattern missing attribute are different issues." + "reason": "Importing GenerationMixin and Gemma3 sliding-window config are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Different backend/runtime problems: torch-dynamo grouped_mm tracing versus MPS histogram support." + "reason": "Grouped_mm tracing failure and MPS histogram not implemented are different MoE/runtime bugs." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different runtime errors." + "reason": "Both involve dtype/tracing on MoE models, but the concrete failures and code paths differ." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral and non-template-node compilation errors are unrelated." + "reason": "Voxtral processor failure and non-template node compilation error are unrelated." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Weight-tying bug in Mistral3 and Ovis2 checkpoint corruption are different problems." + "reason": "Untied lm_head weights in Mistral3 and corrupted Ovis2 checkpoint are different bugs." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "Invalid-method call in GraniteMoEHybrid and YOLO multi-GPU mapping are not the same bug." + "reason": "Invalid method in GraniteMoEHybrid and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are index errors, but the titles indicate different shapes and different failure contexts." + "reason": "Both are IndexErrors, but the mask/index-size mismatch is not the same as the ZeRO-3 size-0 loading bug." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn fallback gating and remote-code config_class errors are separate issues." + "reason": "Flash-attn2 fallback gating and remote-code model_class config_class AttributeError are unrelated." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and a PretrainedConfig pydantic regression are different configuration bugs." + "reason": "StableLmConfig pad_token_idx missing after v5 update is unrelated to the pydantic PretrainedConfig field regression." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "A torch/version compatibility report and a Gemma4 device-placement mismatch are different problems." + "reason": "Torch/transformers compatibility and Gemma4 device mismatch are different issues." } ] }, "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." + "accept": true, + "feedback": "The canonical issue choice is well grounded: issue:45920 is clearly broader than issue:45812 and both describe the same AutoTokenizer v5 wrong-token-ID regression. The soft-edge calls are mostly conservative and stay within the evidence in the packet. The ZeRO-3 pair (41762/43596) is framed as plausible rather than certain, which is appropriately cautious." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -886,14 +994,14 @@ "issue:45183|issue:46463", "issue:46489|issue:46491" ], - "prepared_review_unit_hash": "58fc3897474639edec8b4bed03a8241baff6de8912d7ee3027b55d2dd42b1c26", + "prepared_review_unit_hash": "1fda5823aff3688061bbf42c929787cfe1c94044c1ee39f949ac3076fefda981", "component_budget": { "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 47, @@ -908,30 +1016,30 @@ "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.", + "summary": "The cluster is still mostly heterogeneous. The strongest true duplicates are the Qwen video-input regression pair, the custom-module/cache-path loading pair, and the input-validation/XOR logic pair. The Mistral-3 image-preprocessor dtype mismatch should not be merged with the Qwen3.5 video regression; that pair is too different in model family and failure mode.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45005 is still the closest umbrella-like representative, but only loosely: it is the broadest regression-style node and sits near several tied-weights/model-behavior reports, while most other items remain unrelated.", "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_issue_reason": "issue:45005 is the best single anchor available for this noisy cluster, even though it only meaningfully covers a minority of the items.", "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." + "reason": "Different problems: PaddleOCR-VL loading in vLLM vs gpt-oss GGUF 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." + "reason": "Int4 quantization/OOM is a different failure mode from 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." + "reason": "Both are shape/index errors, but the model context and likely code path differ; not enough evidence of the same bug." }, { "left": "issue:43541", @@ -943,166 +1051,166 @@ "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." + "reason": "Autocast dtype mismatch on 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." + "reason": "GPT-OSS GGUF support and Qwen3.5 streaming inference are unrelated." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "`init_empty_weights` argument compatibility and pydantic `PretrainedConfig` breakage are distinct API regressions." + "reason": "init_empty_weights argument handling and pydantic PretrainedConfig breakage are distinct regressions." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to the `PretrainedConfig` pydantic issue." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the pydantic field regression." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are index errors, but on different tensors and setup paths; not the same bug." + "reason": "Both are indexing errors, but one is a mask-length mismatch and the other is a zero-sized index under deepspeed zero3/BERT; different underlying issues." }, { "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." + "reason": "Reject: issue:43716 is a Mistral-3 image-preprocessor dtype mismatch, not the Qwen3.5 video-token/template regression described in issue:46294." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code model breakage and torch/transformers version incompatibility are different causes." + "reason": "Remote-code model breakage and torch/transformers version incompatibility are different root 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." + "reason": "Same model family, but one is a text-embedding quality regression and the other is incorrect AutoModel/pipeline output; no clear shared code path." }, { "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." + "reason": "Both describe the same Qwen3.5/Qwen3.x video-input regression; 46294 looks like a specific manifestation of the broader 44479 bug." }, { "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 and YOLO multi-GPU device-map auto failure are unrelated." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite-config unwrapping and uninitialized-memory after `to_empty(cuda)` are different bugs." + "reason": "Composite config unwrapping and uninitialized rotary embedding memory after to_empty 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." + "reason": "Flash Attention 2 issue and remote-code config_class AttributeError do not share the same concrete bug." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight requirement is unrelated to Qwen3.5/TRl SFT unpacking input embeddings." + "reason": "FSDP weight-dimension RuntimeError and Qwen3.5/TRL embedding unpacking failure are unrelated." }, { "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." + "reason": "Different failures and model families; one is multimodal dtype mismatch, the other is SFT trainer input-embedding unpacking." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on GPT-OSS and GLM5 are unrelated model-evaluation reports." + "reason": "High perplexity on gpt-oss-20b and GLM5 are unrelated model-specific reports." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization and Flash-Attn2 fallback gating are separate issues." + "reason": "Jupyter custom-model initialization breakage 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." + "reason": "Both are custom-code/loading-path problems and plausibly the same cache-path/module-resolution bug affecting trust_remote_code/from_pretrained behavior." }, { "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." + "reason": "Both mention tied weights, but one is a Mistral3 image-text model issue and the other is a broader translation-model v5 regression; not the same concrete bug." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to Flash-Attn2 fallback blocking." + "reason": "Qwen3Moe FP8 config 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." + "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is a different code path from tied-weights regressions." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Offloading/quantization behavior is not the same as tied-weight handling." + "reason": "Offloading/quantization behavior is not the same concrete bug as tied-weights handling." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer ReLU discussion and a docs typo are unrelated." + "reason": "A DSA indexer discussion and a docs typo are not duplicates." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategy typo and removed CLI docs are unrelated documentation issues." + "reason": "These are both minor text issues, but they are unrelated and do not describe the same change." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading and translation-model tied weights are separate model-family problems." + "reason": "NemotronH checkpoint loading failure is unrelated to translation-model tied-weights regression." }, { "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." + "reason": "Both point to the same input_ids/inputs_embeds validation/XOR logic bug; 46463 looks like a model-specific instance of the broader validation-message issue." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but for different models and different symptoms; not the same fix." + "reason": "Both are tokenizer regressions, but they affect different model families and different round-trip behaviors; no shared concrete fix is evident." } ] }, "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)." + "accept": false, + "feedback": "Reject: at least one accepted soft-edge verdict is not grounded in the packet. `issue:43716` is a Mistral-3 image-preprocessor dtype mismatch, not a Qwen3.5/Qwen3.x multimodal regression, so accepting it with `issue:46294` overstates the evidence. The cluster summary should stay more conservative about that pair; the rest of the summary is broadly plausible, but this incorrect acceptance is enough to reject." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1202,20 +1310,20 @@ "issue:43782|issue:44960", "issue:45685|issue:45823" ], - "prepared_review_unit_hash": "a7cdb0063a2f8ba20ea7aeb2177efc9d751cdcaf0ffac57d187a5546ead6b6d2", + "prepared_review_unit_hash": "64b40281bdd7edfce8dafab451f7febbed2c65e2e6c85b4bd20fe59434c63149", "component_budget": { "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37029, + "serialized_chars": 37031, "estimated_input_tokens": 9258, "estimated_eval_tokens": 18772 }, @@ -1224,204 +1332,204 @@ "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.", + "summary": "This cluster is mostly a mix of unrelated Hugging Face/Transformers bug reports. I only see a few true duplicate pairs: non-persistent buffer corruption, cache seq-length returning a tensor instead of an int, and the tokenizer regression affecting DeepSeek-Coder/related models.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43950 is the best canonical issue because it is the clearest, broadest report of a concrete Transformers 5.x regression and has the strongest duplicate-like overlap with another buffer-corruption report.", "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_issue_reason": "issue:43950 is the best global issue anchor: its title describes a specific regression, and it matches the most clearly duplicate neighboring report (44534) plus a closely related buffer-materialization report (45902).", "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." + "reason": "Different models and different failure modes; both involve tokenization/loading, but not the same concrete bug." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Unrelated model/trainer bug vs an invalid-method call in a different model class." + "reason": "Unrelated model-specific training bug vs invalid method call; no shared underlying code-path." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying transformers 5.x non-persistent buffer corruption/junk-on-load regression." + "reason": "Same underlying Transformers 5.x regression about non-persistent buffers being filled/corrupted with junk." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2 but describe different problems: example/doc errors vs embedding quality discrepancy." + "reason": "Both mention SigLIP2, but one is a docs example mismatch/quantization failure and the other is a model-quality discrepancy." }, { "left": "issue:43644", "right": "issue:43950", - "accept": true, - "reason": "Same regression around non-persistent buffers being corrupted during loading/materialization." + "accept": false, + "reason": "AutoConfig remote-code field loss is a different bug from non-persistent buffer corruption." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different code paths: custom Trainer signature breakage vs DeepSpeed ZeRO-3 model loading crash." + "reason": "Different trainer/API incompatibility and DeepSpeed loading crash; no same concrete fix." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Separate compatibility issues involving different quantization/storage classes." + "reason": "Both are quantization/storage-related, but they are different compatibility failures and not the same bug." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different bugs: autocast dtype mismatch vs RLHF NaNs from Qwen3.5 position_ids/SDPA behavior." + "reason": "Different models and different symptoms; not the same code-path problem." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same underlying `cache.get_seq_length()` contract breakage returning a tensor instead of an int." + "reason": "Same underlying cache API bug: get_seq_length() returns a tensor instead of an int, with 46858 being a backend-specific manifestation." }, { "left": "issue:45920", "right": "issue:46489", "accept": true, - "reason": "Same tokenizer regression family; 46489 is a specific gap in the broader v5 tokenization bug." + "reason": "Both describe the v5 tokenizer regression producing wrong tokenization/IDs, with 46489 being a model-specific gap in the broader issue." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "Different symptoms: SigLIP2 embedding quality vs a broad tokenization-change report." + "reason": "Tokenizer-version change is not the same as SigLIP2 embedding quality regression." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both are SigLIP2-related but not the same bug or code path." + "reason": "Both concern SigLIP2, but zero probabilities and worse text embeddings are different concrete problems." }, { "left": "issue:43950", "right": "issue:45902", "accept": true, - "reason": "Same non-persistent-buffer materialization bug, with 45902 showing a concrete uninitialized-buffer instance." + "reason": "Both point to non-persistent buffer materialization corruption/uninitialized values in Transformers 5.x; 45902 is a specific instance of the same regression class." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Unrelated: Voxtral tokenizer error message vs Molmo missing attribute during save/load." + "reason": "Different model-loading failures with different root causes." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Different SigLIP2 issues: embedding quality discrepancy vs HF/JAX implementation mismatch." + "reason": "SigLIP2 embedding quality issue vs HF/JAX implementation discrepancy; related topic but not the same bug." }, { "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." + "reason": "Both involve Qwen3.5, but FlashAttention packed-sequence misinterpretation and CPU-offload incompatibility are different issues." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Different problems: LoRA gradient checkpointing vs int4 memory regression." + "reason": "Gradient checkpointing/LoRA behavior is unrelated to int4 quantization memory growth." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different mechanisms: Gemma4 FSDP2 keyerror vs non-persistent buffer initialization." + "reason": "Gemma4 FSDP2 KeyError is unrelated to the Qwen3_5Moe buffer initialization bug." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different loading failures with no shared concrete bug." + "reason": "Different model import/loading failures; no same underlying bug." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise vs a specific model load failure." + "reason": "One is about noisy loading messages, the other is an actual model-loading failure." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization bug vs flash_attn import key error." + "reason": "Tokenizer/detokenization bug is unrelated to a flash_attn import error on Python 3.13." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Different loading complaints; one is noise, the other is an actual model load failure." + "reason": "Both are loading-related, but one is noise and the other is a load failure for a different model." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "Training DeepSpeed weight-shape error vs early-stopping metric lookup issue." + "reason": "DeepSpeed weight-dimension runtime error is unrelated to early stopping metric selection." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both are training/memory related but not the same code-path bug." + "reason": "Gradient checkpointing inefficiency and MoE memory usage are different performance issues." }, { "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." + "reason": "Remote-code field loss may be related in theme, but the reports describe different concrete failures and are too broad to merge." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different model/configuration failures with no concrete shared bug." + "reason": "Different models and different loading/configuration failures." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading bug vs flash-attn fallback gating problem." + "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Completely different errors: missing Qwen2.5-VL export vs bitsandbytes parameter incompatibility." + "reason": "ImportError for a model class and a bitsandbytes parameter incompatibility are unrelated." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different model-loading failures affecting unrelated classes." + "reason": "Different model load-time bugs with different failure signatures." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different models and failure modes; not the same underlying change." + "reason": "Different models and different error classes; not the same bug." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different device/backend errors in separate model implementations." + "reason": "MPS histogram/int issue is unrelated to Gemma4 device-mismatch during forward." } ] }, "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." + "feedback": "The analysis is grounded in the packet and stays conservative: the three accepted soft pairs are plausible duplicates, the rejected pairs are appropriately cautious, and the summary does not overclaim beyond the titles/evidence available. Canonical choice of issue:43950 is defensible as the clearest anchor for the non-persistent-buffer regression." }, "evaluator_used": true, "retried": false, @@ -1521,14 +1629,14 @@ "issue:44863|issue:46402", "issue:43366|issue:43828" ], - "prepared_review_unit_hash": "715f2cccf442008daddc53dd4e6b9d17f982b6fe19215a7c2d1b5612ea115a02", + "prepared_review_unit_hash": "d04e26f502d9f3fc368e3cb676a7326f95191215bfc782dccc3e4037c3c09e92", "component_budget": { "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 47, @@ -1543,195 +1651,195 @@ "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.", + "summary": "Mostly a heterogeneous set of Transformers issues, with a recurring theme of v5-era loading/tokenizer/model-compatibility regressions (remote code, DeepSpeed, Qwen, tokenizer behavior, docs cleanup). Only a small number of soft pairs look like true duplicates; most are related at the subsystem level but not the same concrete bug.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45020 is the broadest representative of the cluster\u2019s dominant theme: recent v5 regressions breaking model loading, especially for remote_code models.", "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_issue_reason": "issue:45020 is the most central and reusable issue to anchor this cluster, since it captures the widest shared regression pattern among the loading-related reports.", "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." + "reason": "Different bugs: tokenizer regex patch crash vs flash-attention fallback gating/check ordering." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Broad remote-code loading breakage is unrelated to Gemma4 PLE device-mapping mismatch." + "reason": "Both are v5 regressions, but one is remote_code loading and the other is a Gemma4 PLE device_map forward 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." + "reason": "Different concrete failures: `add-new-model-like` handling of tokenizer mappings vs a broad remote_code loading 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." + "reason": "Related to Qwen/LoRA, but one is cross-version LoRA compatibility and the other is a gradient-checkpointing warning/config issue." }, { "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." + "reason": "Different model/runtime problems: autocast dtype mismatch vs device placement mismatch." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "General remote-code breakage and Kimi tokenizer regression are different underlying problems." + "reason": "Both concern tokenizer/model regressions, but they affect different tokenizer code paths and different concrete failures." }, { "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." + "reason": "Both are tokenizer performance regressions, but they hit different APIs (`convert_ids_to_tokens` vs `convert_tokens_to_ids`) and are not the same bug." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both are the same docs cleanup issue: stale summarization/translation pipeline references after pipeline removals." + "reason": "Same documentation cleanup for v5 pipeline removals; both describe outdated docs still referencing removed pipeline tasks." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Tokenizer regressions affect different model families and failure mechanisms." + "reason": "Different tokenizer regressions for different model families and causes; too broad to treat as one bug." }, { "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." + "reason": "Unrelated failures: bitsandbytes `_is_hf_initialized` incompatibility vs YOLO multi-GPU device_map auto loading." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Composite-config unwrapping is different from remote-code models missing `config_class`." + "reason": "Both are AutoModel loader issues, but one is `from_config` text_config unwrapping and the other is a remote-code `config_class` AttributeError." }, { "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." + "reason": "Different problems: untied lm_head weights vs silent corruption of non-persistent buffers on load." }, { "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." + "reason": "Same underlying `_is_hf_initialized` loading regression: both report a TypeError from the new kwarg during model/parameter initialization." }, { "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." + "reason": "`46661` is a specific remote-code AttributeError, but it is not clearly the same concrete bug as the broader remote_code regression in `45020`." }, { "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." + "reason": "`43792` is a broad Whisper load/run failure; `44220` is a specific `_torch_extract_fbank_features()` issue, not clearly the same bug." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Bad Voxtral tokenizer messaging and est-roberta tokenizer loading failure are different problems." + "reason": "Different tokenizer-loading issues for different models; one is a bad error message, the other is a hard tokenizer load failure." }, { "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." + "reason": "Both involve DeepSpeed, but one is missing weight conversion on load and the other is gradient averaging behavior under GAS." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing being ineffective is different from a missing `supports_gradient_checkpointing` flag." + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is a missing `supports_gradient_checkpointing` flag on a remote-code model." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unexpected `num_items_in_batch` kwarg and mask/tensor shape mismatch are unrelated failures." + "reason": "Different error classes and code paths: custom trainer loss signature vs mask/tensor shape mismatch." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "GLM-4.7-Flash loading issues are unrelated to NemotronH checkpoint loading." + "reason": "Different model-loading failures for different architectures; not the same underlying bug." }, { "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." + "reason": "Both are Qwen DeepSpeed ZeRO-3 load failures, but the model families and failure modes 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." + "reason": "Both are tokenizer/model loading reports, but the affected models and failure modes are different." }, { "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." + "reason": "Different runtime issues: RLHF gradient explosion vs flash_attention attribute crash on sink-less models." }, { "left": "issue:41093", "right": "issue:44805", - "accept": true, - "reason": "These are the same mask-shape mismatch IndexError, just with different example dimensions." + "accept": false, + "reason": "Same error shape family, but the reported contexts are distinct enough that this is not confidently the same bug." }, { "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." + "accept": true, + "reason": "`44560` is a specific Qwen3-VL video `StopIteration` manifestation of the broader v5 video-input regression described in `44479`." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training `weight` dimensionality error and void segmentation-map preprocessing failure are unrelated." + "reason": "Completely unrelated: DeepSpeed training weight-shape error vs image processor void-segmentation handling." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttention linear-attention crash is unrelated to NemotronH checkpoint loading." + "reason": "Different issues in different model families: PagedAttentionCache linear_attention crash vs 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." + "reason": "Different model-loading failures for unrelated architectures." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF support for gpt-oss is unrelated to Phi-tiny-MoE autocast dtype mismatch." + "reason": "Unrelated topics: GGUF gpt-oss support vs autocast dtype mismatch on Phi-tiny-MoE." } ] }, "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." + "accept": true, + "feedback": "The cluster summary stays grounded in the packet: it identifies a broad v5-era loading/tokenizer/model-compatibility theme without overclaiming exact duplicates. The accepted soft pairs are conservative and well supported, and the rejected pairs are phrased cautiously rather than as strong duplicates." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1835,244 +1943,256 @@ "issue:41720|issue:42915", "issue:42915|issue:44756" ], - "prepared_review_unit_hash": "17695eca6c12fa3571f1b96da66d939e51ab9977c7132d49b0bc0c0621648dc0", + "prepared_review_unit_hash": "8d5ec1fa793b4dfadeec160003cbcb7580c1e565455f2a7c0f0d151d42e11b73", "component_budget": { "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 36, - "serialized_chars": 38015, - "estimated_input_tokens": 9504, - "estimated_eval_tokens": 19264 + "serialized_chars": 38017, + "estimated_input_tokens": 9505, + "estimated_eval_tokens": 19266 }, "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.", + "summary": "This cluster is mostly a loose similarity bucket around Transformers v5 regressions, model loading/initialization, and model-specific inference bugs. Only a few pairs are true duplicates; most are related only at the subsystem or version level.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43646 is the broadest and most representative Transformers v5 regression here: it captures the generic custom-model initialization breakage, and it subsumes the narrower notebook-specific report in 43645.", "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_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it is the most general, least environment-specific duplicate theme among the issues present.", "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." + "reason": "Different bugs: a Deepspeed/Bert zero-shard index error versus a general torch version incompatibility." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Different Qwen-family rotary/position-id bugs with unrelated failure modes." + "reason": "Both are Qwen-related, but they describe different failures and code paths: rope/temporal position scaling vs uninitialized memory after meta-to-empty materialization." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Unrelated topics: GGUF support request vs Qwen3-MoE sliding_window issue." + "reason": "Different requests: GGUF support for gpt-oss versus a sliding_window bug in Qwen3-MoE." }, { "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." + "reason": "Same model family, but distinct failures: per-layer shared_kv_states rebuild in FSDP2 versus a device_map='auto' forward device mismatch." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Different bugs: DeepSpeed zero3/BertModel indexing vs torch-version incompatibility." + "reason": "A Deepspeed/Bert zero3 index error is not the same as a torch 2.4.1 compatibility issue." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different audio/Whisper code paths and failure mechanisms." + "reason": "Different audio bugs: track-to-track embedding leakage versus empty-transcription handling after align_special_tokens." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Completely different problems: GGUF gpt-oss support vs float8 storage lookup failure." + "reason": "Unrelated: GGUF architecture support request versus a Float8 storage/runtime TypeError." }, { "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)." + "reason": "An import/export symbol issue is not the same as meta-device loading breaking some models." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Different bugs: non-persistent buffer corruption vs long-OCR index error in Kosmos2.5." + "reason": "Non-persistent buffer corruption and a Kosmos2.5 long-input index error are different concrete bugs." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different failures: Qwen3MoE FineGrainedFP8 vs meta-device loading on assorted models." + "reason": "Different failure modes and subsystems: Qwen3-MoE FP8 config versus meta-device model loading." }, { "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." + "reason": "Both involve attention/cache mechanics, but the concrete bugs differ: packed-sequence misinterpretation on Qwen3.5 versus device-tensor seq-length arithmetic on non-CUDA backends." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different model families and distinct inference bugs." + "reason": "Different multimodal problems: image preprocessor dtype mismatch versus video input StopIteration." }, { "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." + "reason": "Same underlying Transformers v5 custom model initialization regression; 43645 is just the notebook-specific framing of 43646." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Different model/runtime issues: Qwen3-vl video StopIteration vs MPS histogram Int op support." + "reason": "Unrelated: Qwen3-vl video inference StopIteration versus an MPS histogram op missing for Int." }, { "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." + "reason": "Different model/code-path failures: Bamba SDPA torch.compile crash versus Qwen3.5 flash-attention illegal memory access from 3D position_ids handling." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Unrelated: 3d_parallel.py runtime failure vs GGUF architecture support request." + "reason": "A runtime failure running 3d_parallel.py is not the same as GGUF gpt-oss support." }, { "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." + "reason": "Different torch-version problems in different contexts; not the same underlying bug." }, { "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." + "reason": "Different Qwen3.5/Qwen3-vl issues: video StopIteration versus TRL SFT embedding unpacking." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Different bugs: GenerationMixin import failure vs Qwen3MoE FP8 failure." + "reason": "An import error for GenerationMixin is unrelated to a Qwen3-MoE FineGrainedFP8Config 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." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths; too broad to treat as duplicates." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Different failures: Gemma4 PLE device mismatch vs torch-version incompatibility." + "reason": "Gemma4 device mismatch during forward is not the same as a general torch version incompatibility report." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Different problems: TOKENIZER_MAPPING_NAMES model registration bug vs Gemma4 device mismatch." + "reason": "A tokenizer-mapping registration bug is unrelated to a Gemma4 PLE device mismatch during forward." }, { "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." + "reason": "Same SigLIP2 base-patch16-224 wrong-output bug, described with different symptoms (zero probabilities vs nonsensical outputs) on the same model/processor path." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different symptoms and model paths: video StopIteration vs mask/index shape mismatch." + "reason": "Different failures: video StopIteration versus a mask/tensor shape mismatch." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Different regressions: _is_hf_initialized flag breakage vs Kosmos2.5 long OCR indexing." + "reason": "Different regressions: `_is_hf_initialized` handling versus a Kosmos2.5 long-input index error." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both involve config validation, but they target different models and distinct loading failures." + "reason": "Different config-validation issues affecting different models." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Different bugs: Bert zero3 indexing vs add-new-model-like / tokenizer mapping failure." + "reason": "A Deepspeed zero3 Bert loading bug is unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." }, { "left": "issue:43596", - "right": "issue:44661", + "right": "issue:44805", "accept": false, - "reason": "Different issues: DeepSpeed zero3/BertModel index error vs tokenizer mapping registration bug." + "reason": "Different error sites and causes: zero3/Bert initialization versus mask-index shape mismatch." }, { "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." + "reason": "Different subsystems and bugs: Qwen3-MoE LoRA compatibility across hf4.x/hf5.x versus 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." + "reason": "Tokenizer-mapping registration failure and a mask-shape IndexError are not the same bug." }, { "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." + "reason": "Different loading/placement problems: dequantized model offload failure versus mmap-induced 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." + "reason": "Related SigLIP2 surface area, but 39692 is a broader docs-example issue with multiple errors, not the same concrete failure as the zero-probability symptom in 38175." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same underlying Transformers v5 regression: non-persistent buffers are being filled with junk on load." + "reason": "Same Transformers v5 non-persistent buffer corruption regression; the titles are effectively the same bug phrased differently." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different model-specific regressions: Qwen3_MoE LoRA compatibility versus Gemma4 resize_token_embeddings not updating tied structures." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen3-family failures with different triggers: auto device mapping cudaErrorAssert versus FineGrainedFP8Config." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Unrelated bugs: Qwen3MoE FP8 failure vs mmap OOM on a specific platform." + "reason": "Unrelated: Qwen3-MoE FP8 failure versus Strix Halo mmap OOM." } ] }, "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." + "feedback": "The cluster summary is grounded in the packet and stays conservative: it identifies a loose similarity bucket rather than claiming broad duplication. The accepted pairs are well-supported by the titles/descriptions (43645\u219443646, 38175\u219443994, 43644\u219444534), and the rejected soft edges are generally cautious and consistent with the evidence. No obvious overstatement or mergeability problem stands out." }, "evaluator_used": true, "retried": false, @@ -2088,8 +2208,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-493", "nodes": [ @@ -2176,9 +2296,9 @@ "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 47, @@ -2388,8 +2508,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-493", "nodes": [ @@ -2481,9 +2601,9 @@ "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, @@ -2806,14 +2926,14 @@ "issue:43716|issue:45084", "issue:44737|issue:45859" ], - "prepared_review_unit_hash": "82049ad6813308c7fc5069e9a5f49a97749b9fdca9840fc99f1b81df89279e5a", + "prepared_review_unit_hash": "7e464c19c29c1ef82ee4988fc3893a1d43d516b1c95e3244dcc86bc23b305e31", "component_budget": { "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, @@ -2828,210 +2948,210 @@ "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.", + "summary": "This cluster is mostly a heterogeneous set of Transformers v5 regression reports, especially around model/tokenizer loading and model-specific compatibility issues. The broadest anchor is the base_model_prefix loading regression, but most proposed pairs are not true duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43611 is the broadest, most central loading-regression report in the set and best represents the general v5 breakage theme.", "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_issue_reason": "issue:43611 is the best global issue anchor because it describes a general load-path regression rather than a single-model symptom.", "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." + "reason": "Different failures: Qwen3.5 PagedAttentionCache linear_attention crash vs a tokenizer/template compilation 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." + "reason": "Whisper pipeline return_language regression and from_pretrained behavior inside Python classes are unrelated." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Torch>=2.9 compiled flex_attention failure is unrelated to Gemma4 PLE device-map mismatch." + "reason": "torch>=2.9 flex_attention compile failure is a different code path from Gemma4 device-mismatch during forward." }, { "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." + "reason": "Torch version incompatibility is not the same bug 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." + "reason": "Torch compatibility issue and Mistral-3 image preprocessor dtype mismatch are unrelated." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "These are different bugs: torch version incompatibility vs Gemma4 forward device mismatch." + "reason": "A global torch incompatibility does not match the Gemma4 PLE auto-device forward 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." + "reason": "Isolated reproduction of a prior issue and a Qwen3.5 cache crash are not the same underlying bug." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression in Qwen VL models is unrelated to a mask shape IndexError." + "reason": "Video-input regression in Qwen VL models is unrelated to a generic mask shape IndexError." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs problems, but they cover different removed/renamed pipeline behaviors." + "reason": "Both are docs-related, but they cover different pipeline task deprecations and should not be merged." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Missing Float8 storage and Mistral tokenizer compile error are unrelated." + "reason": "Missing Float8 storage object and non-template-node compilation are different failure modes." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT MLM output regression is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + "reason": "CamemBERT masked-LM prediction errors and EST-Roberta tokenizer loading failures are unrelated." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Siglip2 nonsensical outputs and ModelOutput key assignment are different layers and symptoms." + "reason": "SigLIP2 output quality issue and ModelOutput key assignment bug affect different components." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export with torch_compilable_check and Perceiver interpolation failure are separate export/model bugs." + "reason": "torch.export export failure for torch_compilable_check is unrelated to Perceiver interpolation failure." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer add_special_tokens conflict is unrelated to gguf_file breaking from_pretrained." + "reason": "T5Tokenizer add_special_tokens conflict and gguf_file loading breakage are different tokenizer/loading issues." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline return_language and MXFP4 quantization fallback do not share a concrete code path." + "reason": "Whisper return_language pipeline regression is unrelated to MXFP4 quantization fallback." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load corruption and mistral_common continue_final_message are unrelated bugs." + "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are different 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." + "reason": "extra_state serialization and composite-config unwrapping are distinct save/load behaviors." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "These concern different tokenizer behaviors and different failure modes." + "reason": "A reproduction of issue 38071 and a mistral_common tokenizer bug do not share the same code path." }, { "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." + "reason": "Both mention Qwen3-VL loading, but one is a broad v5 regression and the other is a specific weight-shape mismatch; not enough to merge." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer families and different failure points: repository tokenizer loading vs Mistral regex patch crash." + "reason": "EST-Roberta tokenizer loading and Mistral regex patch crashes are different tokenizer bugs." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory inefficiency is unrelated to Strix Halo mmap OOM." + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are unrelated performance issues." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed ZeRO3/BertModel index error is unrelated to compiled flex_attention on newer torch." + "reason": "Deepspeed ZeRO3/BertModel IndexError is unrelated to compiled flex_attention on torch>=2.9." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "extra_state persistence and TimesFM window_size AttributeError are unrelated." + "reason": "save/from_pretrained extra_state handling 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." + "reason": "Loading cjvt/sleng-bert and Mistral regex patch failures are different tokenizer bugs." }, { "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." + "reason": "Both are v5 load regressions, but one is base_model_prefix handling and the other is non-persistent buffer initialization; not the same bug." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Different model/tokenizer load failures with no shared concrete mechanism." + "reason": "Tokenizer loading failure for cjvt/sleng-bert is unrelated to the physical-intelligence/fast model loading regression." }, { "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." + "reason": "Ignoring tokenizer.json and DeepSeek-Coder v1 incorrect output are both tokenizer issues but not the same concrete bug." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Ministral tokenizer BPE markers and Mistral3 lm_head weight tying are unrelated." + "reason": "Ministral tokenizer BPE marker handling and Mistral3 lm_head weight tying are different subsystems." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP text-model structure inconsistency and Sam3Model text-encoder loading are different model-specific regressions." + "reason": "CLIP text model structure inconsistency and Sam3 text encoder weights not loading are separate model-loading regressions." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer method conflict and Qwen3Moe FP8 config failure are unrelated." + "reason": "T5Tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper return_language and CamemBERT masked LM predictions are unrelated." + "reason": "Whisper pipeline behavior 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." + "reason": "Mistral-3 image dtype mismatch and tokenizer/template compilation failure are unrelated." }, { "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." + "reason": "XLNet CPU arange placement bug and Qwen3_5Moe CPU-offload incompatibility are different device-placement issues in different models." } ] }, @@ -3137,14 +3257,14 @@ "issue:44464|issue:45987", "issue:43404|issue:44466" ], - "prepared_review_unit_hash": "5ffb8b7a9350fa107555fe655b1dface7aa74a6069845fccee778d5cf2fcc882", + "prepared_review_unit_hash": "fb3546f89fc9c112ea888253bc2b7187f77f03e9a2c97ac7f77487803167b2de", "component_budget": { "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, @@ -3159,207 +3279,204 @@ "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.", + "summary": "These reports are mostly unrelated model/tokenizer/runtime regressions; I would not merge any of the soft pairs. There are no PRs in the set.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43646 is the broadest representative regression here: a core v5 custom-model initialization break that sits in the middle of the v5-related reports.", "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_issue_reason": "issue:43646 is the clearest umbrella issue for the cluster; it is general enough to summarize the v5 init regressions without being as model-specific as the others.", "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." + "reason": "Different bugs: tokenizer mapping/model registration failure vs torch>=2.9 flex_attention compilation error." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Different code paths and symptoms: trust_remote_code config fields vs a PagedAttentionCache crash." + "reason": "Different code paths: AutoConfig trust_remote_code field loss vs PagedAttentionCache linear_attention crash." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression and special-token/post-processor update behavior are unrelated." + "reason": "Perplexity regression and runtime special-token mutation are unrelated symptoms." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Both mention Qwen, but they describe different model-specific failures." + "reason": "Qwen3Moe FineGrainedFP8 failure is unrelated to the cache/attention crash." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are loading failures, but for different models and likely different causes." + "reason": "Both are loading failures, but for different models and different loader paths; not the same concrete bug." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch tracing/grouped_mm error is unrelated to non-template-node compilation failure." + "reason": "Grouped_mm tracing failure vs non-template-node compile error are different compiler issues." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Shared v5 context, but different concrete bugs: buffer corruption vs custom model initialization." + "reason": "Both are v5 regressions, but one is non-persistent buffer initialization and the other is custom model initialization; not the same bug." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator TypeError is unrelated to the _is_hf_initialized flag breakage." + "reason": "AppleSilicon allocator TypeError and _is_hf_initialized flag regression are unrelated." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Token-counting state bug and multimodal IterableDataset failure are different issues." + "reason": "Trainer input-token counting bug vs multimodal iterable-dataset failure are unrelated." }, { "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." + "reason": "Whisper decode skip_special_tokens handling and empty-transcription failure after align_special_tokens are different bugs." }, { "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." + "reason": "Missing tied-weights attribute in one model and a separate model-loading failure in another are not the same issue." }, { "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." + "reason": "Both are audio feature-extraction related, but the titles do not show the same underlying code-path or fix." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Packaging/backend mapping issues, but they concern different backends and failure modes." + "reason": "Backend packaging/install issue vs BACKENDS_MAPPING registration error are distinct." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Multimodal finetuning failure vs mistral_common continue_final_message tokenizer behavior are unrelated." + "reason": "Multimodal iterable dataset failure and mistral_common continue_final_message bug are unrelated." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer special-method conflict is unrelated to custom model initialization in notebooks." + "reason": "Tokenizer method conflict and Jupyter custom-model initialization break are different problems." }, { "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." + "reason": "Both involve GGUF loading, but one is a generic from_pretrained/gguf_file regression and the other is a model-specific report; not enough evidence they are the same concrete bug." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Dequantized model offload failure is a different loading path than GGUF v5 loading." + "reason": "device_map/offload dequantized-model failure is separate from GGUF loading failure." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are version-related loading regressions, but for different models and likely different root causes." + "reason": "Both are v5 loading regressions, but for different models and different loader symptoms; too broad to merge." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template-node compilation error is unrelated to GraniteMoEHybrid calling an invalid method." + "reason": "Template compilation error and GraniteMoEHybrid invalid method call are unrelated." }, { "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." + "reason": "Sampling-rate defaulting in apply_chat_template and MIMI batching/padding-mask mismatch are different audio bugs." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT checkpoint loading for GraniteSpeech is unrelated to mistral_common continue_final_message behavior." + "reason": "PEFT local-checkpoint loading and mistral_common continue_final_message are unrelated." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Different failures: tied-weights attribute missing vs tokenizer loading regression for a specific model." + "reason": "Model tied-weights attribute error and tokenizer loading failure are not the same bug." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization and non-persistent-buffer junk are different concrete bugs." + "reason": "Both are v5 regressions, but one is custom-model init and the other is non-persistent buffer serialization; different underlying fixes." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "General loading noise and Mistral regex patch crash are different issues." + "reason": "Loading-noise report and Mistral regex/backend_tokenizer crash are unrelated." }, { "left": "issue:45084", "right": "issue:46869", "accept": false, - "reason": "Template compilation error is unrelated to YOLO multi-GPU device-map loading failure." + "reason": "Non-template compile error and YOLO multi-GPU device-map failure are separate." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Whisper runtime failure and YOLO device-map failure are unrelated." + "reason": "Whisper runtime failure and YOLO multi-GPU offload failure are unrelated model-specific bugs." }, { "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." + "reason": "Custom-model definition in notebooks and junk non-persistent buffers are different regressions." }, { "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." + "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope-index scaling bug are different model issues." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Missing padding-mask support in MIMI is unrelated to DAC from_latents vs forward mismatch." + "reason": "MIMI padding-mask batching bug and DAC latents/forward mismatch are different audio-model bugs." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked-generation inconsistency and StaticCache seq-length type mismatch are different runtime bugs." + "reason": "Chunked-generation inconsistency with compiled forward and StaticCache return-type contract violation are unrelated." }, { "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." + "reason": "Both mention tied lm_head weights, but one is a missing tie in a specific model class and the other is a device-dependent serialization bug; not the same concrete change." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -3372,8 +3489,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-493", "nodes": [ @@ -3464,9 +3581,9 @@ "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, @@ -3691,8 +3808,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-493", "nodes": [ @@ -3783,9 +3900,9 @@ "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, @@ -4013,8 +4130,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-493", "nodes": [ @@ -4104,9 +4221,9 @@ "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, @@ -4413,20 +4530,20 @@ "issue:36010|issue:42617", "issue:46821|issue:46869" ], - "prepared_review_unit_hash": "dd19d7d3ea53d8a75ec4b530de6f28ba2020d1da06bcf19ef17d3224dce39673", + "prepared_review_unit_hash": "3c66a660337b5e2bbbd1cf95732a9e2652d2c57a14d33be5eb19e6867dabf828", "component_budget": { "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37477, + "serialized_chars": 37479, "estimated_input_tokens": 9370, "estimated_eval_tokens": 18996 }, @@ -4435,214 +4552,211 @@ "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.", + "summary": "This cluster is a grab-bag of superficially similar Transformers bugs. The soft pairs mostly share broad keywords like loading, quantization, processors, or generation, but they do not describe the same concrete defect and should stay separate.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43873 is the broadest and most central open issue in the set, covering offloading/quantization behavior that overlaps the general resource-loading theme seen in several others.", "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_issue_reason": "issue:43873 is the best representative anchor for this cluster because it is broad, active, and closest to the recurring loading/offloading/quantization theme, though it is not a duplicate of the others.", "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." + "reason": "Both concern model loading failures, but one is a Llava Next segfault and the other is sinq quantization 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." + "reason": "Unrelated failures: glm-4v-9b loading vs tokenizer loading for est-roberta." }, { "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." + "reason": "Both are model-loading crashes, but one is Qwen3 device-map cuda assert and the other is Llava Next segfault; not the same underlying issue." }, { "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." + "reason": "Trainer compute_loss signature breakage and a 3d_parallel.py runtime failure are unrelated." }, { "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." + "reason": "Int4 quantization OOM and T5 apex RMSNorm memory leak are different problems in different code paths." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "CUDA assert under device mapping and flash-attention generation corruption are different failures." + "reason": "Both mention Qwen models, but one is a device-map loading assert and the other is flash-attention generation failure." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "CustomTrainer kwarg mismatch and Qwen3Moe FineGrainedFP8Config failure are unrelated." + "reason": "Different areas: custom Trainer loss API vs Qwen3Moe FP8 loading/config issue." }, { "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." + "reason": "Both involve save/serialization, but one is tied-weight serialization by device and the other is incorrect visual encoder keys for Qwen3.5." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Batched video processor shape bug vs version-dependent tokenization changes; not the same issue." + "reason": "Video processor batch-shape bug and tokenization-version behavior are unrelated." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to Sam3Model text encoder weights not loading." + "reason": "Sam3PixelDecoder dummy conv and Sam3Model text-encoder weights not loading are different model bugs." }, { "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." + "reason": "High perplexity on a specific model/dataset is not the same as tokenization changes across versions." }, { "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." + "reason": "Strict config loading for granite_speech and tokenizer loading for est-roberta are separate failures." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "LayoutLMv2Tokenizer crash and dtype mismatch in SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "Tokenizer crash on NER/batched padding and dtype mismatch in inference 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." + "reason": "Both are Trainer-related, but checkpoint resumption failure and early-stopping metric validation are distinct bugs." }, { "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." + "reason": "Qwen3 device-map loading crash and 3d_parallel.py failure are unrelated." }, { "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." + "reason": "torch.compile with SDPA and packed-weight unpacking during accelerate loading are different concrete problems." }, { "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." + "reason": "Both touch offloading/memory, but one is quantization offload behavior and the other is Strix Halo mmap OOM; not the same bug." }, { "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." + "reason": "Both involve cache internals, but one is skipped beam-search cache reorder and the other is static-cache seq_length tensor arithmetic on non-CUDA backends." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "BLIP2 dtype loading bug and resume_from_checkpoint max_steps miscalculation are unrelated." + "reason": "Model dtype loading issue and Trainer max_steps recomputation on resume 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." + "reason": "Processor.tokenizer regression and tokenization version changes are not the same concrete defect." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "MPS histogram int support issue and TimesFM window_size AttributeError are different model/backend problems." + "reason": "MPS integer histogram failure and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and Bark CPU-offload device mismatch are different failures." + "reason": "One is a Bamba SDPA/compile bug; the other is a CPU offload device mismatch for bark-small." }, { "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." + "reason": "Both are preprocessing-related, but LayoutLMv2 tokenizer crashes and OmDet-Turbo resolution 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." + "accept": false, + "reason": "Both concern custom model/from_pretrained behavior, but one is a Transformers 5.0 initialization breakage and the other is inconsistent behavior inside Python classes; not clearly the same code-path defect." }, { "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." + "reason": "Both involve generation cache handling, but they are different failures in different execution paths." }, { "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." + "reason": "Both are multimodal save/load-related, but tied lm_head weights in Mistral3 and wrong visual encoder keys in Qwen3.5 are separate issues." }, { "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." + "reason": "Both are image input size/resolution problems, but they affect different models and mechanisms; not the same underlying 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." + "reason": "Different load failures: Qwen3Moe FP8 config vs dequantized model offload on gpu+cpu." }, { "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." + "reason": "Both hit serve/multimodal processor code, but one is continuous-batching string-to-device conversion and the other is a missing _tokenizer attribute." }, { "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." + "reason": "Different Gemma model bugs: variable-name collision in forward vs device mismatch under device_map=auto." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import error and 3d_parallel.py runtime failure are unrelated." + "reason": "GenerationMixin import error and a 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." + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failure are unrelated." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -4737,196 +4851,196 @@ "issue:41720|issue:43746", "issue:42490|issue:43329" ], - "prepared_review_unit_hash": "9b9aa56557706664718a166e26e04675d7621dfb4d0c0f68218d34e849be1609", + "prepared_review_unit_hash": "d905c9e7ddb85c205adbac490ec4b816914e6d762e8b86d2a3b19177b3d6b8eb", "component_budget": { "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35664, - "estimated_input_tokens": 8916, - "estimated_eval_tokens": 18088 + "serialized_chars": 35666, + "estimated_input_tokens": 8917, + "estimated_eval_tokens": 18090 }, "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.", + "summary": "The cluster is very noisy: the suggested soft edges mostly connect unrelated bugs across tokenization, multimodal loading, quantization/offloading, cache behavior, and docs. No pair looks like the same concrete fixable change, so I would not merge any of them.", + "confidence": 0.19, + "canonical_issue_reason": "issue:44534 is the broadest, most central v5 regression in the set; it describes a framework-level behavior change rather than a model-specific symptom, so it is the best candidate to stand in as the cluster anchor.", "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_issue_reason": "issue:44534 is the best overall representative because it is high-level and impacts core loading/runtime behavior, while the other issues are mostly narrow model- or component-specific reports.", "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." + "reason": "Different bugs: cache-path collision for local models vs permission propagation in save_pretrained." }, { "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." + "reason": "Both involve generation/cache math, but one is inconsistent outputs under compiled forward and the other is a device-tensor slice-arithmetic bug in static cache prefill; not the same fix." }, { "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." + "reason": "Different model/runtime failures: CUDA assert on Qwen3 device mapping vs GPT-OSS MoE tensor-parallel behavior." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping/eval metric selection is unrelated to Qwen2-VL multi-GPU training." + "reason": "Early stopping metric resolution vs Qwen2-VL multi-GPU training are unrelated." }, { "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." + "reason": "Different model-specific regressions: CamemBERT masked-LM outputs vs Qwen3.5 modular cache state resetting." }, { "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." + "reason": "Qwen3-MoE sliding-window behavior and StableLmConfig pad_token_idx are separate issues." }, { "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." + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to pipelines import failure caused by kernels version/revision requirements." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BEiT fast image processor label reduction bug is unrelated to glm-4v-9b loading failure." + "reason": "BeitImageProcessorFast 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." + "reason": "Trainer API signature change vs CUDA assert on model loading are different failure modes." }, { "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)." + "reason": "Both are tokenizer problems, but they affect different tokenizers and different code paths; not one underlying bug." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API inconsistency is not the same as GPTNeoX rotary_pct silently reverting on reload." + "reason": "Config API discrepancy for Gemma3TextConfig is not the same as GPTNeoX rotary_pct not persisting 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." + "reason": "Torch 2.10 compatibility and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Llava Next segfault are different model-loading/runtime problems." + "reason": "Qwen3Moe FP8 config failure and Llava Next segmentation fault are separate model-loading bugs." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping metric handling is unrelated to image processor void segmentation map processing." + "reason": "Early stopping/eval metric handling is unrelated to 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." + "reason": "MacOS CLIP bus error and inputs_embeds/past_key_values generation bug do not share the same code path." }, { "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." + "reason": "Video-input processing error and Qwen3VL weight_only load error are distinct multimodal issues." }, { "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." + "reason": "Slow/fast tokenizer inconsistency is not the same as the T5Tokenizer add_special_tokens load-time 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." + "reason": "Bamba torch.compile+SDPA failure and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Image processor segmentation-map handling is unrelated to BarkProcessor voice_preset parsing/usage." + "reason": "Image processor void-segmentation bug vs BarkProcessor voice_preset issue are different components and symptoms." }, { "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." + "reason": "CUDA memory increase under int4 quantization is unrelated to 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." + "reason": "Quantization offloading behavior and T5 apex.FusedRMSNorm memory leak are different bugs." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A cache-strategy typo is unrelated to outdated docs mentioning removed pipeline tasks." + "reason": "Cache-strategy typo and stale docs for removed pipeline tasks are documentation-level but not the same change." }, { "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." + "reason": "CPU offload device mismatch in bark-small is unrelated to packed-weight unpacking in BitNet 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." + "reason": "Both touch v5 behavior, but one is a low-level buffer regression and the other is from_pretrained behavior inside Python classes; not the same bug." }, { "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." + "reason": "Qwen3-MoE sliding_window bug and composite Qwen multimodal from_config unwrapping are separate configuration issues." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert is unrelated to GraniteSpeech PEFT-adapter local checkpoint loading." + "reason": "Qwen3 device-mapping CUDA assert and GraniteSpeech PEFT checkpoint loading are unrelated." }, { "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." + "reason": "Local-path slash import warning and undefined video-branch variables in multimodal token counting are not the same issue." } ] }, @@ -5029,208 +5143,208 @@ "issue:42886|issue:44843", "issue:44514|issue:44545" ], - "prepared_review_unit_hash": "6695a36e2b4b44da01430bdb6e4ed67692352f201e4a3bf71420655c17f5da58", + "prepared_review_unit_hash": "050f0dc9acdff78bb1e53d7d0ad1310541757c64595a0e954c1f58bce6afdcc5", "component_budget": { "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36428, - "estimated_input_tokens": 9107, - "estimated_eval_tokens": 18470 + "serialized_chars": 36430, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 }, "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.", + "summary": "This cluster is mostly heterogeneous Transformer issues across tokenizers, multimodal processors, generation, and config/loading edge cases. Only one pair is a clear duplicate: the Qwen2_5_VLProcessor batched apply_chat_template crash report (44514/44545).", + "confidence": 0.87, + "canonical_issue_reason": "issue:44545 is the clearest representative of the only exact duplicate pair in the set (44514/44545), with the same bug, same title, and slightly more complete metadata; the rest of the cluster is too mixed to form a strong single canonical issue.", "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_issue_reason": "As a cluster-wide representative, none is ideal because the items span many unrelated bugs; issue:44545 is still the best anchor only because it is part of the sole unambiguous duplicate pair.", "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." + "reason": "Both mention processing edge cases, but one is a metric/gathering bug and the other is a SAM3 text+boxes behavior issue; different code paths and symptoms." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Unrelated failures: Gemma4Processor serve crash vs. Qwen3.5 streaming inference issue." + "reason": "Different failures in different components: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming/chat completions crash." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Different subsystems: CPU offload device mismatch vs. tokenizer special-token registration." + "reason": "Both are CI/model-specific bugs, but one is CPU offload device mismatch for Bark and the other is BigBirdTokenizer special-token registration; not the same underlying bug." }, { "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." + "reason": "TrainerState token counter update vs progressive generation with inputs_embeds/past_key_values are unrelated issues." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Different failure modes in different stages of generation/video handling." + "reason": "Both involve generation internals, but one is Qwen3OmniMoe video input validation and the other is static-cache sequence length tensor arithmetic." }, { "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)." + "reason": "Both mention window sizing, but Qwen3-MoE sliding_window and TimesFM window_size AttributeError are different model families and bugs." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "Bark voice preset bug and Qwen3 device-mapping CUDA assert are unrelated." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping/cudaErrorAssert 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." + "reason": "Both are Qwen 3.5/3.6 multimodal-related, but one is from_config text_config unwrapping and the other is CPU-offload rotary embedding behavior; different fixes." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Different model families and different load-time bugs." + "reason": "Both concern Qwen3.5/SAM3 config-loading, but one is incorrect visual encoder keys on save_pretrained and the other is text encoder weights not loading." }, { "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." + "reason": "Both are tokenizer/model loading regressions, but they affect different repositories and likely different tokenizer code paths." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding-window logic is unrelated to the Float8 storage lookup error." + "reason": "Qwen3-MoE sliding_window and Float8 storage lookup are unrelated failures." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Different issues: post_init policy vs. num_labels propagation in Qwen3.5." + "reason": "patchtsmixer post_init validation vs Qwen3.5 num_labels propagation are different config issues." }, { "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." + "reason": "Non-persistent buffer initialization junk vs inconsistent from_pretrained-in-class behavior are distinct problems." }, { "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." + "reason": "AddedToken duplicate special-argument error and ScandiBERT loading failure do not describe the same bug." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Different model backends and failures: image resolution handling vs. dtype mismatch in inference." + "reason": "Perceiver interpolation at non-default resolution vs dtype mismatch in SwitchTransformers/TimmWrapperModel are unrelated model-specific bugs." }, { "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." + "reason": "Both are classification/config related, but one is config propagation for Qwen3.5 and the other is zero-loss behavior with num_labels=1 across sequence-classification models." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Unrelated regressions in model loading vs. image-processor dependency requirements." + "reason": "Physical-intelligence/fast loading failure and PIL image processors requiring torchvision are different loading regressions." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is unrelated to ZeRO-3 gradient growth." + "reason": "Gradient checkpointing eval-mode restriction and ZeRO-3 gradient growth are different training issues." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both involve processor/model mismatches, but they are different models and different bugs." + "reason": "SigLIP2 doc example errors and OmDet-Turbo processor/model resolution mismatch are separate documentation/model-size bugs." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A training warning about tie_word_embeddings is unrelated to visual-encoder key serialization." + "reason": "Tie-word-embeddings warning during ms-swift LoRA fine-tuning is unrelated to Qwen3.5 save_pretrained visual encoder key regression." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Video padding bug and long-context FA2 performance regression are separate issues." + "reason": "Video processor padding calculation and FA2 long-context performance regression are different issues." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Different serialization paths: PEFT checkpoint loading vs. quantized save/load breakage." + "reason": "GraniteSpeech local checkpoint loading with PEFT adapters and quantized model save/load breakage are unrelated loading paths." }, { "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." + "reason": "Runtime special-token post-processor updates vs DiaConfig losing custom token IDs are different tokenizer/config persistence bugs." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Completely unrelated: CUDA assert on A800 vs. T5 RMSNorm memory leak." + "reason": "Qwen3 auto device-mapping CUDA assert and T5 apex.FusedRMSNorm memory leak are unrelated." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "No overlap in underlying bug." + "reason": "Gradient checkpointing eval-mode restriction and T5 fused RMSNorm memory leak are different bugs." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "Memory leak in apex RMSNorm is unrelated to missing gradient-checkpointing support." + "reason": "T5 Apex RMSNorm leak and missing supports_gradient_checkpointing flag on Nemotron-3-Nano-Omni are unrelated implementation issues." }, { "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`." + "accept": false, + "reason": "Both involve HF_HUB_OFFLINE, but one is tokenizer cache loading and the other is an unconditional model_info() call in _patch_mistral_regex; related theme, not the same concrete code path." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Identical Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False." + "reason": "Near-verbatim duplicate reports of the same Qwen2_5_VLProcessor.apply_chat_template batched-input crash when 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." + "feedback": "The summary is grounded in the packet and stays conservative. It correctly treats the cluster as mostly heterogeneous, and the only accepted duplicate pair (44514/44545) is well supported by the identical titles and closely matching issue descriptions. The rejected soft pairs are framed cautiously and do not overclaim duplication." }, "evaluator_used": true, "retried": false, @@ -5332,220 +5446,214 @@ "issue:43653|issue:43819", "issue:44220|issue:44661" ], - "prepared_review_unit_hash": "b15632b3a197eef72a82e9d230ba6a32cf4767e1b72bc0b916f05e3ef90c72ac", + "prepared_review_unit_hash": "4a4d1129bcbec9e52479b33fcf9a6d979d0c6f8666091e4cfa299d7d5c06a801", "component_budget": { "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37048, - "estimated_input_tokens": 9262, - "estimated_eval_tokens": 18780 + "serialized_chars": 37050, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "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.", + "summary": "This cluster is a grab-bag of unrelated Transformers issues spanning tokenizers, multimodal inputs, cache behavior, model loading, and performance regressions. The soft-similarity pairs mostly share a subsystem or pattern, but they do not look like the same underlying bug, so none are safe duplicate merges.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43873 is the broadest, most actively discussed open bug in the set and is the best representative of the cluster\u2019s runtime-regression theme.", "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_issue_reason": "issue:43873 has the strongest combination of scope, activity, and cross-cutting impact among the issues here.", "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()." + "reason": "Both involve trainer workflows, but one is a Qwen3.5 embedding unpacking failure and the other is a generic train/evaluate lifecycle issue; different code paths and symptoms." }, { "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "Different areas: multimodal config unwrapping vs missing trust_remote_code gradient flag." + "reason": "One is about unwrapping composite multimodal configs in AutoModelForCausalLM.from_config, the other is a missing supports_gradient_checkpointing flag on a trust_remote_code model; unrelated bugs." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Different code paths: Mamba2 cache logic vs T5 decoder-input validation/error wording." + "reason": "Mamba cache correctness and a T5 decoder-input validation error are different model families and different failure modes." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Docs/example mismatch plus quantization failure is unrelated to quantization offloading behavior." + "reason": "SigLIP2 documentation/model example problems are not the same as a quantization/offloading runtime bug." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT local checkpoint loading and quantization offloading are different failures." + "reason": "PEFT checkpoint loading for GraniteSpeech is a model-loading issue, but not the same as the offloading/quantization behavior reported in 43873." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Same broad model-family theme, but different models and different root causes." + "reason": "Both report bad outputs, but they affect different models and likely different regressions; too broad to treat as one bug." }, { "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." + "reason": "Both touch tokenizer special-token handling, but one is runtime post-processor refresh logic and the other is BigBirdTokenizer registration/empty decode behavior." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different models and failures: weight_only load error vs video position-id bug." + "reason": "Different Qwen VL issues: one is a from_pretrained weight_only loading error, the other is video vision_position_ids being wrong." }, { "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." + "reason": "Both mention cache behavior, but one is a stale indexer cache on a second forward pass and the other is a get_seq_length device-tensor arithmetic bug in static cache under torch.compile." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Tokenizer backend refresh bug is unrelated to LayoutLMv2 NER padding/truncation crash." + "reason": "Tokenizer special-token post-processing and LayoutLMv2 NER/padding crashes are distinct tokenizer bugs." }, { "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." + "reason": "Both involve tokenizer regex/fix_mistral_regex paths, but one is an attribute error loading Mistral and the other is a Kimi tokenizer regression with codec handling/warnings." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Completely unrelated: segmentation-map processing vs GenerationMixin import error." + "reason": "Image segmentation-map processing and a GenerationMixin import error are completely unrelated." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "Different RT-DETR/VideoPrism issues with different failure modes." + "reason": "Both are RT-DETR related, but one is a bad output field in VideoPrism and the other is a forward TypeError when backbone feature levels are insufficient." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression is unrelated to forwarding `revision` in `list_repo_files`." + "reason": "Tokenizer regression/warning handling and list_repo_files revision forwarding are different subsystems and bugs." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "Cache-length API bug is unrelated to VideoPrism output-field misassignment." + "reason": "StaticCache get_seq_length returning the wrong type and VideoPrism output-field misassignment are unrelated." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Packed-weight loading bug and DAC latent reconstruction mismatch are unrelated." + "reason": "BitNet packed-weight loading and DAC forward/from_latents mismatch are separate model/backend issues." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration and BitNet packed-weight loading are different bugs." + "reason": "BigBird special-token registration and BitNet packed-weight unpacking are unrelated tokenizer vs. model-loading failures." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer regression and Kosmos2.5 OCR index error are different multimodal issues." + "reason": "Processor/tokenizer API regression and Kosmos2.5 long-OCR index error are different multimodal bugs." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "torch.compile SDPA failure and MLukeTokenizer AttributeError are unrelated." + "reason": "A Bamba torch.compile/SDPA failure and an 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." + "reason": "Both are inference/runtime regressions, but one is a compile+SDPA failure and the other is a bfloat16 dtype mismatch in different models." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken constructor error does not match the model-loading failure described in 44488." + "reason": "AddedToken special-argument duplication and failure to load cjvt/sleng-bert are not the same concrete bug." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed/BERT index error is unrelated to `_torch_extract_fbank_features()`." + "reason": "A deepspeed zero3/BertModel index error and an fbank feature extraction issue are unrelated." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both are video-input related, but they fail in different Qwen models and different stages." + "reason": "Both are video-input Qwen issues, but one is Qwen3OmniMoe processing failure and the other is chat-template feature/token count mismatch in Qwen3.5-9B." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Video position-id correctness bug is unrelated to FA2 long-context performance regression." + "reason": "Qwen2.5-VL video position IDs and FA2 long-context performance regression are different problems." }, { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "Gemma3n variable collision is unrelated to the static-cache `get_seq_length()` bug." + "reason": "Gemma3n variable-name collision in forward and a cache length tensor/type bug are unrelated." }, { "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." + "reason": "Sliding-window behavior in Qwen3-MoE and missing fields from AutoConfig with trust_remote_code are different bugs." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Base_model_prefix loading regression and from_pretrained-in-classes inconsistency are different issues." + "reason": "Both are loading-related, but one concerns base_model_prefix handling in Transformers 5.0 and the other inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to RTDetrV2 output divergence." + "reason": "CLIPOutput attentions assignment and RTDetrV2 output divergence are different model-specific regressions." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration bug and DAC reconstruction mismatch are unrelated." + "reason": "Tokenizer special-token decode behavior and DAC latent/forward mismatch do not share an underlying code path." }, { "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." + "reason": "Audio feature extraction and add-new-model-like failure inside TOKENIZER_MAPPING_NAMES are different subsystems." } ] }, @@ -5564,8 +5672,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-493", "nodes": [ @@ -5651,9 +5759,9 @@ "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, @@ -5848,8 +5956,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-493", "nodes": [ @@ -5935,9 +6043,9 @@ "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, @@ -6132,8 +6240,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-493", "nodes": [ @@ -6222,9 +6330,9 @@ "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, @@ -6522,14 +6630,14 @@ "issue:42175|issue:43824", "issue:28282|issue:29127" ], - "prepared_review_unit_hash": "ee8c7f7a58820868f5b2f295bd6129d94eb27e9241364a78b7a4c5d35e94942a", + "prepared_review_unit_hash": "2b4c8f7807899ee7273c4116dfa0b04514d843850545c406d979546930d4cc8e", "component_budget": { "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, @@ -6544,198 +6652,174 @@ "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.", + "summary": "This cluster is mostly heterogeneous: model-loading, tokenizer, video-processing, cache, and offload issues that do not describe the same underlying bug. I rejected all soft-edge duplicate candidates.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43749 has the strongest signal in the set (high discussion and inbound references) and is a substantive infrastructure bug, but the cluster as a whole is not a clean duplicate group.", "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_issue_reason": "issue:43749 is the most central and impactful issue in this mixed cluster, with the most evidence of downstream attention and a broadly relevant failure mode.", "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." + "reason": "Both are cache-related, but one is about lazy init causing recompilation and the other about max_cache_length semantics; different bugs." }, { "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." + "reason": "Both involve video processors, but one is an undefined-variable bug in multimodal token counting and the other is an input-shape bug." }, { "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." + "reason": "44479 is a broad video-input regression across several models; 43329 is a specific undefined-variable issue. Related area, not the same concrete 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." + "reason": "Different models and failure modes: FineGrainedFP8Config handling vs a key error while 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." + "reason": "Unrelated: a nonsensical 'ADD THE DATA' issue versus an isolated reproduction report." }, { "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." + "reason": "Different memory/loading problems in different environments; one is FSDP CPU RAM efficient loading, the other is Strix Halo mmap OOM." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Training-state token accounting is unrelated to perplexity quality on a specific model/dataset." + "reason": "TrainerState token accounting is unrelated to a perplexity regression on gpt-oss-20b." }, { "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." + "reason": "Different subsystems: init_empty_weights argument handling versus image processor dependency requirements." }, { "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." + "reason": "Separate pipelines/models and different failure types; both are multimodal but not the same bug." }, { "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." + "reason": "Both mention CPU offload, but they affect different models and code paths, so they are not the same defect." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Unrelated loading/import problems: FP8 config failure versus AutoImageProcessor URL loading." + "reason": "Different issues: model loading for Qwen3Moe FP8 versus loading AutoImageProcessor from URL." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is not the same as a trainer-state counter not updating." + "reason": "Tokenizer inconsistency and token-count tracking are unrelated." }, { "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." + "reason": "Custom token IDs being lost on save/load is unrelated to MXFP4 quantization fallback." }, { "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." + "reason": "PyTorch import error versus Bart generate() unbound local error; no shared bug." }, { "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." + "reason": "Both are RT-DETR family, but one is an AMP/CUDA loss crash and the other is a feature-level mismatch in forward." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Weight-tying failure in AyaVision is a different bug from BLIP2 dtype propagation staying float32." + "reason": "Both involve model loading/state, but one is untied lm_head weights and the other is dtype propagation in BLIP2." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different tokenization behaviors and different root causes." + "reason": "Different tokenizer regressions affecting different models and code paths." }, { "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." + "reason": "Missing pad_token_id on Llama4Config is unrelated to kernels package version/revision requirements in transformers.pipelines." }, { "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." + "reason": "A model-loading regression and a tokenizer max_length constant issue are not the same bug." }, { "left": "issue:45538", "right": "issue:46869", "accept": false, - "reason": "Tokenizer max-length behavior is unrelated to multi-GPU device-map loading for YOLO." + "reason": "Tokenizer configuration bug versus YOLO multi-GPU device-map failure." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Missing PyTorch import error is unrelated to model loading regression for Llama 3.2 Vision." + "reason": "Different model-loading failures with different root causes and affected models." }, { "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." + "reason": "RT-DETR output differences and Qwen3.5 save_pretrained key issues are separate problems." }, { "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." + "reason": "MacOS CLIP bus error and trainer token counting are unrelated." }, { "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." + "reason": "Both mention tied embeddings, but one is a specific untied lm_head bug in Mistral3 and the other is LoRA merge collapse after vocab extension." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch compatibility/version concerns do not match a kernels package import requirement failure." + "reason": "Torch version incompatibility and kernels version/revision requirements are different dependency issues." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "Runtime ZeRO3 error and dependency version bump are unrelated." + "reason": "ZeRO3 deque error is unrelated to an unreleased PEFT version bump." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Missing PyTorch ImportError is unrelated to an unclear error message for bad LayoutLMv3 input boxes." + "reason": "TensorFlow backend packaging and missing Qwen2_5_VL import are unrelated." } ] }, @@ -6754,8 +6838,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-493", "nodes": [ @@ -6844,9 +6928,9 @@ "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 47, @@ -7068,8 +7152,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-493", "nodes": [ @@ -7157,9 +7241,9 @@ "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, @@ -7363,8 +7447,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-493", "nodes": [ @@ -7451,9 +7535,9 @@ "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 47, @@ -7660,8 +7744,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-493", "nodes": [ @@ -7750,9 +7834,9 @@ "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 47, @@ -8057,14 +8141,14 @@ "issue:43334|issue:43572", "issue:43504|issue:43653" ], - "prepared_review_unit_hash": "e58b0a6a667b4e1aab2f371bbf3fdcaf37a9bd559bce757ce827fcf495d5fb57", + "prepared_review_unit_hash": "7dfeae1685a6a31433dd1c8ac2c9b60b575d9ef08e5d405e2cd995ec7003d779", "component_budget": { "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, @@ -8079,192 +8163,198 @@ "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.", + "summary": "These issues are a loose similarity bucket, not a true duplicate cluster: they span many unrelated models and root causes (tokenizers, multimodal loading, dtype/offload, TP plans, configs, CI, docs). I found no pair that should be merged as the same underlying bug/change.", "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_issue_reason": null, "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_issue_reason": null, "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." + "reason": "Different bug classes: SigLIP2 model/pipeline correctness vs silently ignored return_tensors in text_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." + "reason": "Both involve Qwen-related models, but one is a tokenizer BPE-marker bug and the other is a flash-attention generation issue with different code paths." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "Unrelated: SigLIP2 implementation discrepancy vs ZeRO-3 gradient growth in DeepSpeed training." + "reason": "SigLIP2 implementation mismatch vs DeepSpeed ZeRO-3 gradient anomaly; unrelated symptoms and fixes." }, { "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." + "reason": "Doc example errors for SigLIP2 are unrelated to the regression in processor.tokenizer/image-to-tokenizer behavior." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Different underlying problems: dtype change in evaluation vs gradient anomaly under HfDeepSpeedConfig + ZeRO-3." + "reason": "Embedding dtype mismatch during eval is not the same as the ZeRO-3 gradient growth issue." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Different models and failures: Qwen3.5 hidden-states bug vs FP8 inference failure on B200." + "reason": "Qwen3.5 hidden-states bug is separate from FP8 inference failure on B200 hardware." }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "Different issues: FP8 runtime support on B200 vs an accuracy regression after version upgrade." + "reason": "Hardware-specific FP8 inference failure is unrelated to a general 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." + "reason": "MacOS bus error on CLIP model load is unrelated to 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." + "reason": "Custom model initialization breakage is broader and different from 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." + "reason": "mDeBERTa special-token behavior is not the same root cause as DeepSeek-Coder tokenizer output differences." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Different problem domains: evaluation dtype mismatch vs resume_from_checkpoint key mismatch." + "reason": "BF16-to-FP32 eval dtype drift and resume_from_checkpoint key mismatch are different training-state bugs." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5 regressions: hidden-states output bug vs incorrect visual encoder keys on save." + "reason": "Hidden-states output bug and incorrect visual encoder save_pretrained keys affect different Qwen3.5 code paths." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Unrelated: janus image-generation test failure vs a dependency version bump issue." + "reason": "janus image-generation test failure is unrelated to an unreleased PEFT version bump." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Different tokenizers and failure modes: DiaConfig save/load token IDs vs MLukeTokenizer AttributeError." + "reason": "DiaConfig token-ID persistence bug and MLukeTokenizer AttributeError are separate config/tokenizer failures." }, { "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." + "reason": "Model load failure for a specific checkpoint is not the same as HF_HUB_OFFLINE breakage in tokenizer regex patching." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both tokenizer regressions, but different models and symptoms; not the same concrete bug." + "reason": "mDeBERTa add_special_tokens regression and Granite token-ID regression are both tokenizer bugs but in different implementations and failure modes." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Different bugs: tensor-parallel OOM on Qwen2-57B vs an unreleased PEFT version requirement." + "reason": "TP OOM when loading a large Qwen2 model is unrelated to a dependency version constraint issue." }, { "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." + "reason": "BEiT legacy-field loading failure and bark-small CPU-offload device mismatch are different loading/runtime problems." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Different errors: missing Qwen2_5_VL import vs Float8 storage lookup failure." + "reason": "Missing Qwen2.5-VL import and Float8 storage lookup failure are unrelated API/runtime issues." }, { "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." + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is not the same as Qwen3VL model loading regression." }, { "left": "issue:46821", "right": "issue:46832", "accept": false, - "reason": "Different models and runtime paths: TimesFM window_size AttributeError vs RT-DETR feature-level mismatch." + "reason": "TimesFM window_size AttributeError and RT-DETR feature-level mismatch are different model-specific bugs." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "Distinct inference issues in different architectures; no shared underlying bug." + "reason": "dtype mismatch in SwitchTransformers/TimmWrapperModel is unrelated to RT-DETR forward shape/feature-level error." }, { "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." + "reason": "Qwen3.5 rotary-pos-emb registration failure and missing linear_attn TP plan entries are distinct Qwen3.5 issues." }, { "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." + "reason": "Both are CI/device-related, but one is a CPU-offload mismatch in bark-small and the other is a stale GraniteSpeech test." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "Unrelated: category cardinality runtime limit vs accuracy regression after upgrade." + "reason": "Category-cardinality runtime limit and a post-upgrade accuracy regression are not the same bug." }, { "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." + "reason": "Qwen3-VL pad_token_id attribute error and composite-config unwrapping for AutoModelForCausalLM are different config-loading paths." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Different regressions: unexpected position-id keys vs CLIP text-model structure inconsistency." + "reason": "Generic position-id key warnings are not the same as the CLIP text-model structure inconsistency." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy field preset loading bug is unrelated to BigBirdTokenizer mask-token registration." + }, + { + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Different failure classes: float8 storage resolution vs flash_attn import-utils KeyError on Python 3.13." + "reason": "Import error for Qwen2.5-VL and missing Float8 storage are unrelated failure modes." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Different models and config fields: Qwen3-VL pad_token_id vs StableLmConfig pad_token_idx." + "reason": "Qwen3-VL pad_token_id error is unrelated to StableLmConfig missing pad_token_idx after v5 update." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "No shared bug: Beit pretrained loading issue vs BigBirdTokenizer special-token registration problem." + "reason": "BEiT pretrained loading and BigBird tokenizer special-token registration are unrelated bugs." } ] }, @@ -8364,190 +8454,190 @@ "issue:45406|issue:46121", "issue:44977|issue:46710" ], - "prepared_review_unit_hash": "cec2377c2a94a1068ca59ecbbc52e97f14914ad6bd5ee40f2c2759f41b5d3b47", + "prepared_review_unit_hash": "42edecd9f43289283c5d38cf1876adac607567959377f3dc4992f44f7974d4bb", "component_budget": { "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35047, - "estimated_input_tokens": 8762, - "estimated_eval_tokens": 17780 + "serialized_chars": 35049, + "estimated_input_tokens": 8763, + "estimated_eval_tokens": 17782 }, "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.", + "summary": "The cluster is highly heterogeneous: the soft pairs mostly share only broad subsystems or model families, not the same concrete bug/change. None of the issues is a safe duplicate hub or canonical representative, and there are no PRs here.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, "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." + "reason": "Both mention cache/generation behavior, but one is about compiled forward output inconsistency and the other about cache length handling for quantized cache; different bugs and code paths." }, { "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." + "reason": "One is a StableLmConfig field regression, the other is an init_empty_weights argument error; unrelated failures." }, { "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." + "reason": "RT-DETR feature-level mismatch and a static-cache slice arithmetic bug are separate model/runtime issues." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "Unrelated: invalid GenerationConfig for GLM-5 vs. image-text-to-text pipeline failure for DiffusionGemma." + "reason": "GenerationConfig validation for GLM-5 is unrelated to a DiffusionGemma pipeline output issue." }, { "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." + "reason": "Both are Gemma 4, but one is a missing default token-type input for fine-tuning and the other is a multi-GPU OOM; not the same bug." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "Different defects: gradient instability under ZeRO-3 vs. loading Phi-4 multimodal models." + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading failure are unrelated." }, { "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." + "reason": "Both involve quantization, but one is offloading behavior and the other is save/load corruption after sinq quantization." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Unrelated tokenizer issues: Whisper timestamp decoding crash vs. chat template crash on an empty list." + "reason": "Whisper timestamp decoding crash and empty chat-template input crash are unrelated." }, { "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." + "reason": "Same model family, but one is CUDA OOM and the other is a device-mapping forward mismatch; different concrete bugs." }, { "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." + "reason": "Flash Attention 2 test failures and MLflow job-state reporting are unrelated." }, { "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." + "reason": "SigLIP2 wrong outputs and unexpected position-id keys are not the same issue." }, { "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." + "reason": "One is a flash-attention crash on sink-less models; the other is broken quantized save/load. Different paths." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Different components: slow/fast tokenizer inconsistency vs. Trainer GPU broadcast rejecting NoneType." + "reason": "Tokenizer slow/fast inconsistency and a Trainer broadcast TypeError are unrelated." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "No shared root cause: import warning for local paths vs. GPT-oss-20b CUDA OOM." + "reason": "Trailing-slash import warning and GPT-oss OOM are unrelated." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Different models and failures: Qwen3.5 flash-attention generation issue vs. DiffusionGemma pipeline failure." + "reason": "Qwen3.5 flash-attention generation bug and DiffusionGemma pipeline failure are different models and code paths." }, { "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." + "reason": "Template-node compilation error and Python 3.13 flash_attn import KeyError are unrelated." }, { "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." + "reason": "Tokenizer spacing behavior and TrainerState token-count tracking are unrelated." }, { "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." + "reason": "A dummy Conv2d in Sam3PixelDecoder and a Sam3-litetext memory overflow are not the same bug." }, { "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." + "reason": "Zero-loss classification regression and wrong hidden_states output are different model-output bugs." }, { "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." + "reason": "Both are transformers serve crashes, but one is continuous-batching multimodal input handling and the other is KV-cache continuation indexing." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "Completely different issues: TorchScript GeneratorExp export failure vs. SigLIP2 producing zero probabilities." + "reason": "TorchScript GeneratorExp export error and SigLIP2 zero-probability outputs are unrelated." }, { "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." + "reason": "MPS attention correctness and a flex_attention import version check are distinct issues." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "Unrelated: SigLIP2 HF-vs-JAX numerical discrepancy vs. checkpoint resume key mismatch." + "reason": "SigLIP2 HF-vs-JAX discrepancy and checkpoint key mismatch are unrelated." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Different defects: device-mapping CUDA assert on A800 vs. accuracy regression after a transformers upgrade." + "reason": "CUDA assert under auto device mapping and a DeepSeek accuracy regression after upgrade are different bugs." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Unrelated: Gemma4Processor missing _tokenizer in serve vs. rope-validation TypeError on JSON-loaded lists." + "reason": "Gemma4 processor missing _tokenizer and rope validation TypeError are unrelated." }, { "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." + "reason": "Qwen3.5 flash-attention generation failure and DeepSeek accuracy regression are unrelated." } ] }, @@ -8566,8 +8656,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-493", "nodes": [ @@ -8655,9 +8745,9 @@ "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 47, @@ -8955,214 +9045,217 @@ "issue:43550|issue:44112", "issue:37428|issue:43425" ], - "prepared_review_unit_hash": "692d5db9d9dd54dc1aeeb687cbc288ba646e2306beb295199fb7bf8fe9b2c015", + "prepared_review_unit_hash": "6c91a494d28b822eec60e3d52432cf223ff6b95b1b89fe73fda5130f8aecab36", "component_budget": { "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36751, - "estimated_input_tokens": 9188, - "estimated_eval_tokens": 18632 + "serialized_chars": 36753, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 }, "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.", + "summary": "The cluster does not contain a grounded duplicate pair. Most items are unrelated or only share broad subsystem/theme overlap; the import-utils pair (45520, 46170) should be rejected because they describe different platform-specific failures.", + "confidence": 0.93, + "canonical_issue_reason": null, "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_issue_reason": "issue:45520 is the closest representative only because it is the clearest import_utils-specific regression in the set, but it is not a proven duplicate of issue:46170.", "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." + "reason": "Different bugs: non-persistent buffer corruption in from_pretrained vs CLIP text-model structural inconsistency." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Completely different failures: missing Qwen2.5-VL export vs incorrect detokenization for DeepSeek Coder." + "reason": "Different failures: missing Qwen2.5-VL symbol import vs DeepSeek coder detokenization regression." }, { "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." + "reason": "Different code paths: gguf_file handling in from_pretrained vs dtype/config staleness in from_config." }, { "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." + "reason": "Same symptom class, but different model families and likely different fixes." }, { "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." + "reason": "Unrelated bugs: audio chat-template sampling-rate default vs batched video processor shape issue." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer/processor failures in different models; not the same underlying defect." + "reason": "Both are tokenizer/speech related, but one is loading failure and the other is save_pretrained/tokenization failure." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Janus image-generation test failure and stale paged-generate warning are unrelated." + "reason": "Model image-generation test failure vs stale num_return_sequences warning; not the same bug." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent/STE mismatch is unrelated to a stale GraniteSpeech device-override CI test." + "reason": "Different problem classes: latent/forward mismatch vs stale CI device-override test." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "reduce_labels collapsing labels and return_tensors being ignored are separate processor API bugs." + "reason": "Different preprocessing bugs: label reduction vs return_tensors being ignored with text_kwargs." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory release are different model behaviors." + "reason": "Perceiver non-default-resolution failure and RT-DETR memory cleanup are unrelated." }, { "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." + "reason": "Both multimodal, but one is mm_token_type_ids defaulting and the other is rope position scaling." }, { "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." + "reason": "Both docs issues, but they target different pipeline APIs and deprecations." }, { "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." + "reason": "Tuple-label metric gathering vs BeitImageProcessorFast label reduction are distinct 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." + "reason": "Different runtime problems: CUDA assert in device mapping vs FP8 inference on B200." }, { "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." + "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile SDPA failure are unrelated." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Both concern removed/missing utility helpers, but the specific symbols and breakages are different." + "reason": "Both import-utils regressions, but they concern different helpers and different affected behaviors." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "Different audio/model helper issues with no evidence of a shared implementation bug." + "reason": "Different helpers and model families: DAC latent mismatch vs qwen3_omni_moe feature-length calculation." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Feature-extractor center-arg crash and Whisper empty-transcription failure are unrelated." + "reason": "Different audio bugs: unsupported center argument vs Whisper empty-transcription failure after token alignment." }, { "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." + "reason": "LwDetr AMP crash and D-FINE auxiliary-loss omission are separate 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." + "reason": "Both cache-related, but one is max_cache_length configuration and the other is device tensors breaking slice arithmetic." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "OmDet-Turbo input-size mismatch and LwDETR AMP crash are different problems." + "reason": "Processor image-size mismatch and image-loss AMP crash are unrelated." }, { "left": "issue:46512", "right": "issue:46821", "accept": false, - "reason": "Stale config.dtype after from_config and TimesFM window_size AttributeError are unrelated config issues." + "reason": "Different APIs and failures: from_config dtype staleness vs TimesFM window_size AttributeError." }, { "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." + "reason": "Qwen multimodal text_config unwrapping and CLIP text-model structure inconsistency are not the same bug." }, { "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." + "reason": "Different platform-specific import failures: Python 3.13 KeyError for flash_attn in import_utils vs Windows AMD ROCm torch.distributed dependency ImportError/TypeError." }, { "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." + "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe feature-length computation." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Zero probabilities in SigLIP2 and RT-DETR memory cleanup are clearly unrelated." + "reason": "Unexpected zero probabilities in SigLIP2 and RT-DETR memory cleanup are different model bugs." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are different subsystems and failure modes." + "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are unrelated." }, { "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." + "reason": "Bamba SDPA/torch.compile failure and GraniteSpeech stale device-override test are different issues." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "ImportError for _flash_supports_window_size and Torch 2.10 incompatibility are different compatibility issues." + "reason": "Missing flash-attention helper import and generic Torch 2.10 incompatibility are not the same concrete bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the only accepted soft-edge pair is not grounded in the packet. issue:45520 is about `KeyError: 'flash_attn'` in `import_utils.py` on Python 3.13, while issue:46170 is about a Windows + AMD ROCm `torch.distributed` dependency ImportError/TypeError. They share a broad import-utils theme, but the titles and described failure modes do not support a duplicate-issue conclusion. Because the canonical/best-issue reasoning depends on that acceptance, the summary is not conservative enough." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -9175,8 +9268,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-493", "nodes": [ @@ -9263,9 +9356,9 @@ "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 47, @@ -9550,20 +9643,20 @@ "issue:44857|issue:45588", "issue:46421|issue:46858" ], - "prepared_review_unit_hash": "8001eec1b4828be4d0413d7ddcaf313fffee6f6971db70b9e64ac54ac4665bdc", + "prepared_review_unit_hash": "c3c3f87f68f829c2f526d3a8c359fe145e9aad42ad75b77605c1717882480687", "component_budget": { "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36261, + "serialized_chars": 36263, "estimated_input_tokens": 9066, "estimated_eval_tokens": 18388 }, @@ -9572,18 +9665,18 @@ "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.", + "summary": "These items do not form a single duplicate cluster; they are a grab bag of unrelated bugs across tokenization, generation, multimodal processing, serialization, and training/runtime errors. I would reject every soft edge candidate.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits: the reports describe different underlying bugs and code paths, so there is no meaningful duplicate representative.", "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_issue_reason": "No global best issue: the set is too heterogeneous to nominate one issue as the representative duplicate target.", "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." + "reason": "One is a tokenizer/protobuf error path; the other is a missing import_utils availability symbol. Different bugs and fixes." }, { "left": "issue:44617", @@ -9595,157 +9688,157 @@ "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 doc-example failures and unexpected position-id keys are different problems with different triggers." + "reason": "Doc example/model-processor mismatch is unrelated to unexpected position-id key warnings across models." }, { "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." + "reason": "Checkpoint-resume key mismatch is a different problem from qwen3_omni_moe length calculation behavior." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "A LasrFeatureExtractor crash from an unsupported arg is unrelated to Gemma4 device-mapping mismatch." + "reason": "Unsupported center arg in audio feature extraction is unrelated to Gemma4 device_map forward mismatch." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast NoneType errors and MacOS CLIP bus errors are distinct failures." + "reason": "Trainer broadcast NoneType error and Mac bus error on CLIP 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." + "reason": "Both mention dtype issues, but they hit different models/code paths and are not the same concrete bug." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "A trailing-slash import warning and a tensor-parallel OOM are unrelated." + "reason": "Trailing-slash import warning is unrelated to Qwen2 TP load OOM." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to the removal of is_torch_fx_available." + "reason": "DSA indexer ReLU discussion is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." }, { "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." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe feature-length 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." + "reason": "Unexpected zero probabilities in SigLIP2 is a different bug from position-id key issues." }, { "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." + "reason": "XLMRoberta Flash Attention 2 issue and Llama 3.2 Vision loading breakage are separate model-specific problems." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Failing Flash Attention 2 tests are unrelated to embedding reinitialization after resizing token embeddings." + "reason": "Failing Flash Attention 2 tests are not the same as output embedding reinitialization after resize_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." + "reason": "BART generate decoder_attention_mask crash and Trainer broadcast NoneType error do not share a code path." }, { "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." + "reason": "Chat-template tool-call crash is unrelated to qwen2.5-vl video vision_position_ids." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "BF16-to-FP32 eval dtype drift is unrelated to undefined video-branch helper variables." + "reason": "Eval dtype change and undefined multimodal-token helpers are different bugs." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Wrong token IDs across multiple models and silently ignored return_tensors are separate tokenizer issues." + "reason": "Wrong token IDs regression and return_tensors being ignored 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." + "reason": "Pegasus v4/v5 output differences are unrelated to 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." + "reason": "Multimodal finetuning with multiple images is unrelated to BeitImageProcessorFast label reduction." }, { "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." + "reason": "Chat template tool-call handling and SmolVLM video padding are different processing bugs." }, { "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." + "reason": "Embedding dtype drift and gradient checkpointing in eval mode are not the same issue." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel issue and torch.jit generator-expression export failure are unrelated." + "reason": "German DistilBertModel issue and GeneratorExp/torch.jit.script 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." + "reason": "Flash-attention generation bug for Qwen3.5 is unrelated to 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." + "reason": "DiaConfig token-ID persistence and loading the wrong custom module after save_pretrained are distinct serialization problems." }, { "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." + "reason": "Python 3.13 IndentationError in DebertaV2Model and Qwen3.5 missing-decorator registration error are different code paths." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "Bart generate key assignment bug is unrelated to Adafactor/deepspeed OOM." + "reason": "BART generation crash and Deepspeed Adafactor OOM are unrelated." }, { "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." + "reason": "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." + "reason": "Spurious recompilation from cache lazy init is different from device-tensor seq_length breaking slice arithmetic." } ] }, @@ -9764,8 +9857,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-493", "nodes": [ @@ -9854,9 +9947,9 @@ "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, @@ -10069,8 +10162,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-493", "nodes": [ @@ -10161,9 +10254,9 @@ "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 47, @@ -10394,8 +10487,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-493", "nodes": [ @@ -10481,9 +10574,9 @@ "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, @@ -10678,8 +10771,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-493", "nodes": [ @@ -10768,9 +10861,9 @@ "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, @@ -11062,14 +11155,14 @@ "issue:44534|issue:44913", "issue:35141|issue:42490" ], - "prepared_review_unit_hash": "5b25ef2bc92b9aaf5051877574b45d7229b2717e53b7d94d7aa949f329b26131", + "prepared_review_unit_hash": "dc226a0277996b9197426864eff276907c50e04fb2bffcdd444b7fdab5b8a9e2", "component_budget": { "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 47, @@ -11084,156 +11177,156 @@ "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.", + "summary": "This cluster is a loose collection of unrelated issues rather than a true duplicate set. None of the soft-similarity pairs describe the same concrete bug/change, so all are rejected.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45698 is the most active and broadly scoped loading bug in the set, so it is the best available representative, though the cluster is heterogeneous.", "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_issue_reason": "issue:45698 has the highest discussion/inbound references and the broadest user impact among these unrelated issues.", "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." + "reason": "Different loader failures: gguf_file handling vs an unrecognized custom model/config 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." + "reason": "One is a tied lm_head-weight bug; the other is a FlashAttention support/runtime issue." }, { "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." + "reason": "Cache-path collision for trust_remote_code is unrelated to max_cache_length being honored only for quantized cache." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Bare except in Fuyu tensor conversion is unrelated to Windows ROCm / torch.distributed import dependency." + "reason": "Bare except swallowing errors is unrelated to the Windows/ROCm torch.distributed import dependency problem." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Processor input-size mismatch is not the same as SAM3 LiteText memory overflow." + "reason": "Processor/model input-size mismatch is unrelated to SAM3 LiteText memory overflow." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "Placeholder data request vs Gemma pipeline roundtrip/tokenization failure are unrelated." + "reason": "\"ADD THE DATA\" is not a concrete bug matching the Gemma roundtrip tokenization failure." }, { "left": "issue:43761", "right": "issue:46832", "accept": false, - "reason": "CLIPVision hidden_states regression and RT-DETR feature-level TypeError are different code paths." + "reason": "CLIP 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." + "reason": "Different Qwen multimodal bugs: video input processing vs 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." + "reason": "Legacy field loading in BEiT is unrelated to save/load choosing 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." + "reason": "TensorBoard/TensorFlow backend setup issue is unrelated to a missing import utility function." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "StableLm pad_token_idx regression is unrelated to tensorflow_text backend mapping." + "reason": "Missing config attribute and backend-mapping rejection are different failure modes." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and SAM3 video OOM are different problems." + "reason": "Dummy Conv2d/pixel decoder behavior is unrelated to Sam3Video CUDA OOM." }, { "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." + "reason": "Specific unsupported-FA2 error for NemotronH is not the same concrete bug as the generic Flash Attention 2 issue." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Metric-gather label truncation and auxiliary-loss normalization affect different subsystems." + "reason": "Metric label truncation and auxiliary-loss normalization are unrelated." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus image-generation test failure is unrelated to stale auto_mappings references for Sam3LiteText." + "reason": "Janus image-generation test failure is unrelated to stale auto_mappings references." }, { "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." + "reason": "LoRA/extended-vocab collapse with tied embeddings is unrelated to 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." + "reason": "Janus test failure and Qwen3.5 flash-attention generation bug are different models and paths." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Chunked-prefill cache missing in GenerationMixin differs from recurrent-state reset in modular_qwen3_5." + "reason": "Chunked-prefill cache missing and recurrent-state reset are both cache-related but not the same bug." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification processor selection bug is unrelated to missing fpn_position_embeddings on Sam3VisionEncoderOutput." + "reason": "Video-classification processor lookup and missing fpn_position_embeddings are unrelated SAM/video issues." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading script issue is unrelated to loading Phi-4 multimodal models." + "reason": "Local dataset loading script failure is unrelated to loading the Phi-4 multimodal model." }, { "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." + "reason": "Missing pad_token_id and sliding_window behavior are distinct config/runtime problems." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation tensor indexing in serve is unrelated to Gemma4Processor missing _tokenizer." + "reason": "KV-cache continuation tensor indexing 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." + "reason": "Non-persistent buffer junk and rotary_pct reload regression are different serialization/config issues." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinitialization after resize is unrelated to the trailing-slash local model import warning." + "reason": "Embedding reinitialization on resize is unrelated to trailing-slash local path import warnings." } ] }, @@ -11337,20 +11430,20 @@ "issue:43526|issue:46697", "issue:44617|issue:46369" ], - "prepared_review_unit_hash": "bf10eb3b404474bfc30ae836bd6b4d013105e2481f07282a42617c5abeb9e0a0", + "prepared_review_unit_hash": "5df7aa25b1aa085dbf5a84c59d1e0f1cd30936a15626b46423d00e8fd378155f", "component_budget": { "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36554, + "serialized_chars": 36556, "estimated_input_tokens": 9139, "estimated_eval_tokens": 18534 }, @@ -11359,186 +11452,186 @@ "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, + "summary": "This cluster looks noisy and mostly heterogeneous: the soft pairs span unrelated bugs in generation, vision, configs, docs, and CI. I would not merge any of the soft-edge candidates as duplicates; at most, there is a small cache/chunked-prefill subtheme. If a representative issue is needed, #46421 is the closest anchor, but it does not explain most of the cluster.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #46421 is the closest representative because it covers the broadest cache/chunked-prefill path among the items and is more central than the more specific cache bugs nearby.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#46421 is the best available issue representative, but only for the narrow cache/chunked-prefill subset; the overall cluster is too mixed for a true canonical duplicate.", "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." + "reason": "Different subsystems and failures: config validation for attention head dimensions vs image processor 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." + "reason": "Both mention trust_remote_code/cache, but one is a cache-path collision and the other is a FileNotFoundError loading from cache; not the same bug." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Whisper trailing-token decode crash is unrelated to RT-DETR feature-level mismatch in forward()." + "reason": "Whisper timestamp decode crash vs RT-DETR forward TypeError; unrelated code paths." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Category-count limit error and cache seq-length device-tensor arithmetic are unrelated failures." + "reason": "Category-count limit error vs cache seq-length tensor/device bug; unrelated issues." }, { "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." + "reason": "Both involve chunked prefill/cache, but one is missing cache state and the other is lazy init causing recompilation; different concrete bugs." }, { "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." + "reason": "Python 3.13 TorchScript parsing error vs flash_attention crash on s_aux=None; no shared code path." }, { "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." + "reason": "Model load shape mismatch vs incorrect tied-weights warning; related model family, but different failure modes." }, { "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." + "reason": "Docs still referencing removed pipeline API vs a model producing nonsensical outputs; not the same underlying problem." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "Bart generate decoder mask bug and output-embedding reinitialization after resize are separate code paths." + "reason": "Generate-time decoder_attention_mask bug vs post_init reinitializing resized embeddings; distinct paths." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Sam3Video OOM and Whisper empty-transcription failure are unrelated." + "reason": "Sam3Video OOM vs Whisper empty-transcription generation failure; 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." + "reason": "Non-persistent buffers initialized with junk vs GPTNeoXConfig reload losing rotary_pct; different persistence/config issues." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Nonexistent image_utils import and Qwen3.5 chat crash do not describe the same bug." + "reason": "Missing import from image_utils vs Qwen3.5 chat crash; unrelated." }, { "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." + "reason": "Stale warning in paged generate vs Whisper empty-transcription crash; different bugs." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top_k nesting bug and XLMRoberta Flash Attention 2 support issue are unrelated." + "reason": "Pipeline output nesting bug vs Flash Attention 2 support for XLMRoberta; 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." + "reason": "Python version compatibility issue vs TorchScript indentation/parsing failure; different causes." }, { "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." + "reason": "Video input regression in Qwen VL models vs KV-cache continuation indexing crash in serve; not the same defect." }, { "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." + "reason": "Qwen2.5-VL video position IDs bug vs Sam3-litetext memory overflow; unrelated." }, { "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." + "reason": "torch.compile/SDPA model failure vs local dataset loading script issue; different areas." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Optional post_init enforcement and strict config loading for granite_speech are distinct config issues." + "reason": "post_init policy for patchtsmixer vs strict config loading for granite_speech; not duplicates." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and category-count overflow have no shared underlying cause." + "reason": "Device-mapping CUDA assert on Qwen3 vs category-count limit error; unrelated." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug is unrelated to dataset loading in a training script." + "reason": "SwitchTransformers sparse-layer construction bug vs dataset loading script issue; unrelated." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo input-size mismatch are different model/processor problems." + "reason": "Sam3PixelDecoder dummy Conv2d vs OmDet-Turbo processor resolution mismatch; different model/input issues." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is not the same as the stale paged-generate warning." + "reason": "Compiled-forward chunked generation inconsistency vs stale generate warning; not the same problem." }, { "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." + "reason": "Different video-processing bugs in different models: wrong vision_position_ids vs incorrect padding calculation." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 docs-example errors are unrelated to the local dataset loading failure." + "reason": "SigLIP2 docs/example errors vs local dataset loading script issue; unrelated." }, { "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." + "reason": "LoRA merging/tied embeddings collapse vs incorrect visual encoder keys in save_pretrained; different code paths." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "CI failures in GraniteSpeech and Sam3LiteText auto_mappings arise from different code changes." + "reason": "CI device-override test flake vs auto_mappings referencing removed configs; both CI-related but not the same bug." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "BEiT label reduction bug and Swin2SR over-padding are different image-processor issues." + "reason": "BEiT label reduction bug vs Swin2SR over-padding bug; unrelated 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." + "reason": "Both are Sam3-family memory issues, but one is video-model OOM and the other is litetext memory overflow; not clearly the same code path." } ] }, @@ -11640,154 +11733,154 @@ "issue:32090|issue:35141", "issue:44295|issue:46506" ], - "prepared_review_unit_hash": "833682d4c85c4e4c476018b52f8b99a1e7678240916f037144bb335a8f7db346", + "prepared_review_unit_hash": "245943fbc637dae191a502df5b1ee7f9934f3448ca9e8cde2f3c15c85cd4787d", "component_budget": { "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36200, - "estimated_input_tokens": 9050, - "estimated_eval_tokens": 18356 + "serialized_chars": 36202, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 }, "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.", + "summary": "This cluster is mostly heterogeneous; only the DeepSeek tokenizer reports look like the same underlying v5 regression. All other soft pairs are too far apart in symptom or code path to merge as duplicates.", + "confidence": 0.71, + "canonical_issue_reason": "issue:44779 is the earliest and broadest report in the only plausible duplicate pair, describing the v5 tokenizer regression at a general level; issue:46489 reads like a narrower follow-up about a specific DeepSeek-Coder v1 gap in that 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_issue_reason": "issue:44779 is the strongest representative issue overall: it has a clear regression description, touches the core tokenizer bug, and is the best anchor for the related follow-up report.", "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." + "reason": "Both report DeepSeek tokenizer output corruption on transformers v5+, and 46489 explicitly frames itself as a gap in the earlier fix, so they appear to be the same underlying tokenizer regression." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Different code paths: processor/tokenizer multimodal regression vs Gemma4 embedding-resize propagation bug." + "reason": "Different bugs: one is about custom multimodal code breaking around processor.tokenizer/images, the other is about resize_token_embeddings not updating Gemma4 output embeddings." }, { "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." + "reason": "Both hit apply_chat_template, but one is tool-call messages with no content and the other is an empty list input; these are related edge cases, not clearly 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." + "reason": "Different subsystems and failures: Qwen3OmniMoe video processing versus transformers serve KV-cache continuation indexing." }, { "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." + "reason": "Unrelated issues: XLNet device placement in relative positional encoding versus a bare-except bug in Fuyu tensor conversion." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Tokenizer file resolution vs list_repo_files revision forwarding; different APIs and failure modes." + "reason": "One is AutoTokenizer ignoring tokenizer.json; the other is list_repo_files not forwarding revision. Same library area, but not the same bug." }, { "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." + "reason": "Both are multimodal/chat-template-related, but one is assistant_masks becoming all-zero and the other is wrong vision_position_ids for Qwen2.5-VL video inputs; too different to treat as duplicates." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Embedding resize state propagation vs Whisper empty-transcription generation failure; not the same underlying issue." + "reason": "Unrelated behaviors: Gemma4 resize_token_embeddings inconsistency versus Whisper empty transcription failure after align_special_tokens." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure and missing TensorFlow backend packaging are separate dependency problems." + "reason": "Python 3.14 import failure is not the same as the TensorBoard-without-TF backend configuration error." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Pipeline top_k nesting bug and Bart generate UnboundLocalError are unrelated." + "reason": "Different bugs: pipeline top_k output nesting versus a Bart generate decoder_attention_mask UnboundLocalError." }, { "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." + "reason": "Both mention cache, but one is a missing GenerationMixin cache in chunked_prefill and the other is a device-tensor seq_length arithmetic issue in static cache; not the same defect." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "trust_remote_code cache-path collision vs missing import_utils symbol; unrelated." + "reason": "Trust-remote-code cache-path collision and a missing import_utils helper are 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." + "reason": "Different model-loading failures for different model families and different root causes." }, { "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." + "reason": "Import slowness and unsafe sys.modules access 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." + "reason": "Different loading/configuration problems for different models; no shared code-path bug is evident." }, { "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." + "reason": "Both involve config loading, but one is trust_remote_code missing fields and the other is an unrecognized model_type; separate issues." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "GraniteSpeech CI test instability is unrelated to Phi-4-multimodal loading." + "reason": "CI test flakiness in GraniteSpeech is unrelated to Phi-4 multimodal model loading." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Flash Attention support for XLMRoberta and embedding reinitialization after resize are unrelated." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to embedding resizing/reinitialization." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Llama head_dim validation and rope-parameter JSON list handling are distinct validation bugs." + "reason": "LlamaConfig head_dim validation and rope-parameter list handling are distinct configuration-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." + "reason": "One is package-extra dependency composition, the other is a generic dependency issue; not the same bug." }, { "left": "issue:42796", @@ -11799,43 +11892,25 @@ "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." + "reason": "Both are import errors, but for different symbols and likely different causes; too broad to merge." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Mistral3 tied-weight bug vs Qwen3.5 save_pretrained regression; different models and code paths." + "reason": "Weight tying in Mistral3 conditional generation and Qwen3.5 save_pretrained checkpoint corruption are different defects." }, { "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." + "reason": "One is default config initialization from None, the other is a missing field being dropped by strict validation; different code paths and symptoms." } ] }, "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." + "feedback": "The summary is grounded in the packet and the soft-edge verdicts are mostly conservative. The DeepSeek pair is the only clearly plausible duplicate-like match from the titles, and the remaining pairs are rejected for reasonable symptom/code-path mismatches rather than stretched similarity." }, "evaluator_used": true, "retried": false, @@ -11851,8 +11926,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-493", "nodes": [ @@ -11943,9 +12018,9 @@ "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, @@ -12170,8 +12245,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-493", "nodes": [ @@ -12256,9 +12331,9 @@ "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 47, @@ -12453,8 +12528,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-493", "nodes": [ @@ -12545,9 +12620,9 @@ "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, @@ -12772,8 +12847,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-493", "nodes": [ @@ -12862,9 +12937,9 @@ "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, @@ -13160,14 +13235,14 @@ "issue:44995|issue:45200", "issue:44368|issue:45563" ], - "prepared_review_unit_hash": "70c47c8e26e186ad3845851bc48924adb55968ec94159ef05129ab35b7d04ae8", + "prepared_review_unit_hash": "e3927819ee1d651643330ff5abd78fff5834e596608f7a4dd9a10131ee137907", "component_budget": { "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, @@ -13182,174 +13257,174 @@ "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.", + "summary": "This cluster is heterogeneous: it mixes unrelated bugs across generation, config loading, tokenizers, SAM3, DETR, Gemma, Qwen, DeepSpeed, and CI. I do not see a safe duplicate canonical issue or PR for the whole set.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items are not one duplicate cluster, but many unrelated failures in different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: none of these issues safely represents the others, so picking one as the cluster anchor would be misleading.", + "best_pr_reason": null, "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." + "reason": "Both mention SAM3, but one is an attribute error in video encoder output and the other is a memory overflow in sam3-litetext; different bugs and likely different fixes." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Both are model-training bugs, but they affect different code paths and loss implementations." + "reason": "Moe load-balancing loss and RT-DETR AMP/CUDA crash are unrelated code paths and symptoms." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque crash and stale auto_mappings references are unrelated." + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to SAM3 auto-mapping CI breakage." }, { "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." + "reason": "Both involve strict config behavior, but they hit different model configs and different failure modes; not enough to treat as one concrete bug." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Resize-token-embeddings propagation and Whisper empty-transcription generation are unrelated." + "reason": "Resize-token-embeddings behavior 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." + "reason": "Custom processor/tokenizer regression is unrelated to output embedding resizing." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Qwen2.5-VL import error and DeepSpeed/BertModel index error are different failure modes." + "reason": "Qwen2.5-VL image processor import failure and DeepSpeed/BertModel zero3 index error are different issues." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "Saving processor files and AutoProcessor backend-missing errors are separate issues." + "reason": "Missing files in processor.save_pretrained and AutoProcessor backend-missing error are both processor-adjacent, but not the same underlying bug." }, { "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." + "reason": "Serialization of tied lm_head weights is unrelated to t5gemma decoder embedding resize propagation." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe regression and PPDocLayoutV3 CPU/CUDA divergence are distinct." + "reason": "Qwen3-VL-Moe/transformers 5.0 and CPU-vs-CUDA layout differences are unrelated." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "Bart generate() UnboundLocalError and MLFlow job-state reporting are unrelated." + "reason": "BART generate() decoder_attention_mask bug is unrelated to MLflow job status reporting." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Model loading failure and tokenizer protobuf exception masking are different code paths." + "reason": "Loading physical-intelligence/fast on >=5.1.0 and protobuf-related tokenizer error masking are separate tokenizer issues." }, { "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." + "reason": "The first is a specific Nemotron Flash Attention 2.0 unsupported error; the second is too generic and not clearly the same concrete bug." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "DETR cardinality logic and Qwen3.5 variable-length position_ids are unrelated." + "reason": "DETR background-class cardinality error and Qwen3.5 variable-length position_ids behavior 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." + "reason": "Incorrect tied-weights warning and patchtsmixer post_init policy are different model/config issues." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token decode issue and ESM2 breakage are unrelated." + "reason": "BigBirdTokenizer special-token registration 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." + "reason": "Video-input regression in Qwen VL models is unrelated to Windows/ROCm torch.distributed dependency failures." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Tie-word-embeddings warning and Qwen3.5 flash-attention generation failure are separate issues." + "reason": "Both mention Qwen3.5, but one is a tied-embeddings warning during LoRA fine-tuning and the other is flash-attention generation failure." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory release and mask pipeline batching are unrelated." + "reason": "RT-DETR memory release and MaskGenerationPipeline partial-batch handling are unrelated." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are different failures." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma-4 ZeRO3 from_pretrained and double optimizer step under deepspeed are unrelated." + "reason": "Gemma-4 zero3 from_pretrained and deepspeed double optimizer step are different DeepSpeed problems." }, { "left": "issue:46170", "right": "issue:46832", "accept": false, - "reason": "Platform import/type errors and RT-DETR forward shape issues are not the same bug." + "reason": "Windows ROCm import/dependency issues are unrelated to RTDetrModel feature-level mismatch." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and wrong model-type warning are distinct SAM3 issues." + "reason": "Both are SAM3-related, but one is a dummy Conv2d in pixel decoder and the other is a model-type warning; different underlying defects." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Missing SAM3 vision encoder output attribute and Qwen3OmniMoe video processing error are unrelated." + "reason": "SAM3 vision encoder attribute error and Qwen3OmniMoe video-processing ValueError 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." + "reason": "Strict config loading and Windows/ROCm distributed import failure are unrelated." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa stale indexer cache and Gemma4 mm_token_type_ids defaults are different bugs." + "reason": "GlmMoeDsa stale indexer crash and Gemma 4 mm_token_type_ids defaulting are unrelated." }, { "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." + "reason": "Tied-embeddings warning in Qwen3.5 LoRA and paged generate stale warning are different issues." } ] }, @@ -13452,20 +13527,20 @@ "issue:44188|issue:46851", "issue:43475|issue:46821" ], - "prepared_review_unit_hash": "0333a17b06d7be38b9b502a74f797bc4ddae7ad2887dc3b9c006761b98d3fc82", + "prepared_review_unit_hash": "1c0498578868b60b886fdb5e25987a77df663c6aaf7dc59c2fb584aac05fc69c", "component_budget": { "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36006, + "serialized_chars": 36008, "estimated_input_tokens": 9002, "estimated_eval_tokens": 18260 }, @@ -13474,192 +13549,192 @@ "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`.", + "summary": "Loose cluster of mostly Transformers v5-era regressions around loading, config serialization, generation/cache behavior, and a few model-specific bugs. Only one soft edge looks like a true duplicate; the rest are broader similarity matches, not the same underlying issue.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43646 is the broadest umbrella report here: a general v5 breakage in custom model initialization, which best matches the cluster\u2019s repeated loading/config regression theme.", "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_issue_reason": "issue:45375 is the cleanest concrete bug report and the strongest duplicate candidate in the set: a required Qwen3.5 MoE config field being dropped by strict serialization.", "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." + "reason": "Tokenizer loading failure vs downstream accuracy regression on a specific model; not the same bug." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "Cache return-type bug vs LlamaConfig validation bug; different code paths and symptoms." + "reason": "Cache return-type bug and LlamaConfig validation are different code paths and failures." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and a tie-word-embeddings warning are unrelated." + "reason": "Qwen3-VL weight-shape mismatch vs a warning about tie_word_embeddings; not equivalent." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Different failures in different subsystems: attention-kernel branching vs Gemma tokenizer roundtrip." + "reason": "Torch.compile attention branching bug vs Gemma pipeline roundtrip issue; unrelated." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat-completions request rejection is not the same bug as Gemma pipeline token roundtrip failure." + "reason": "Chat-completions API rejection vs tokenizer/pipeline roundtrip behavior; different surfaces." }, { "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." + "reason": "VideoPrism output structure bug vs cache seq_length tensor/device bug; different underlying problem." }, { "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." + "reason": "Isolated reproduction of another issue vs Gemma pipeline token roundtrip failure; not a duplicate." }, { "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." + "reason": "Stale indexer cache crash vs flash-attention sink-less AttributeError; unrelated internals." }, { "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." + "reason": "Both mention compile/cache, but one is branching divergence and the other is lazy cache init causing recompilation." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram/int failure is unrelated to missing chat template handling in processor loading." + "reason": "MPS histogram dtype error vs missing chat template error; no shared bug." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "Auto-docstring annotation handling and cache sequence-length tensor behavior have no shared code path." + "reason": "Docstring annotation parsing crash vs cache seq_length tensor bug; unrelated." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 dummy Conv2d and MaskGenerationPipeline partial-batch handling are unrelated." + "reason": "Dummy Conv2d in SAM3 vs partial-batch pipeline dropping results; different components." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Tokenizer AttributeError and a performance regression after upgrade are not the same bug." + "reason": "Tokenizer AttributeError vs slowdown after version upgrade; not the same failure mode." }, { "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." + "reason": "Tokenizer save_pretrained writes wrong class metadata vs processor.save_pretrained missing files; both serialization-related but not the same bug." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "Siglip2 bad outputs via AutoModel/pipeline and missing vision-backend processor handling are different issues." + "reason": "Siglip2 produces bad outputs vs AutoProcessor backend-missing error; different symptoms and causes." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIPVision hidden_states regression and MoE load-balancing loss gating are unrelated." + "reason": "CLIPVision hidden_states regression vs MoE router-loss omission; unrelated." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "A data filtering slowdown and a duplicated optimizer step with deepspeed are different failures." + "reason": "Data filtering slowdown vs double optimizer step under deepspeed; different problems." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch and performance slowdown after upgrade are not the same underlying bug." + "reason": "resume_from_checkpoint key mismatch vs slowdown regression; unrelated." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Generic custom model initialization breakage and an ESM2-specific regression are too different to dedupe." + "reason": "Broad custom-model-init regression vs ESM2-specific breakage; not the same underlying bug." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "EOS token config inconsistency and AttentionInterface.register behavior change are unrelated." + "reason": "Gemma eos_token_id config mismatch vs AttentionInterface.register behavior change; different APIs." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Missing processor save artifacts and double optimizer stepping are completely different problems." + "reason": "Processor save_pretrained file omission vs deepspeed optimizer stepping twice; unrelated." }, { "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." + "reason": "FlashAttention failure on Ministral-3 vs empty-list apply_chat_template IndexError; different code paths." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different serialization/loading bugs." + "reason": "Quantized model saving failure vs GGUF loading failure; opposite operations and different models." }, { "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." + "reason": "Same Qwen3.5 MoE config/serialization problem: a required field is missing or dropped, causing from_pretrained errors." }, { "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." + "reason": "Generation kwargs update bug after sync_gpus vs missing cache during chunked prefill; both generation-related but not the same defect." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM3 vision encoder attribute missing and AutoConfig trust_remote_code field loss are unrelated." + "reason": "SAM3 video encoder attribute error vs trust_remote_code config field loss; different models and failure modes." }, { "left": "issue:43986", "right": "issue:46726", "accept": false, - "reason": "Missing torchvision crash in AutoProcessor and unrecognized image processor handling are different missing-backend problems." + "reason": "Both involve AutoProcessor and vision backends, but one is a missing torchvision crash and the other is an unrecognized image-processor message." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "Attention-kernel branching under compile and Qwen3.5 variable-length position_ids are different bugs." + "reason": "Attention kernel divergence under compile vs Qwen3.5 variable-length position_ids behavior; unrelated." }, { "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." + "reason": "SAM3 vision output attribute error vs TimesFM window_size AttributeError; different models and bugs." } ] }, "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." + "feedback": "Grounded overall. The chosen duplicate pair issue:45375 \u2194 issue:45478 is well supported by the packet, and the remaining soft-edge verdicts stay conservative by distinguishing different surfaces/failure modes rather than overcalling duplicates. The umbrella/canonical framing around v5 loading/config regressions is plausible and does not overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -13761,20 +13836,20 @@ "issue:36010|issue:41628", "issue:42831|issue:44222" ], - "prepared_review_unit_hash": "37fc54b9417755db751c4f6adbd9e675e0ac0f6cc4ef9b7f8b42bbd4e90d1baf", + "prepared_review_unit_hash": "537446c23e97ebd6bfc85bcaeea8ff800da989954ce6db1454b35545a1aa9e9a", "component_budget": { "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36374, + "serialized_chars": 36376, "estimated_input_tokens": 9094, "estimated_eval_tokens": 18444 }, @@ -13783,198 +13858,186 @@ "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.", + "summary": "This cluster is mostly heterogeneous. The only clear duplicate edge is the Qwen3ForCausalLM VRAM-leak pair (42673 \u2194 43704). The Qwen3.5 MoE/config pair (45310 \u2194 45375) is too weakly supported to treat as the same underlying bug, so it should remain rejected.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 42673 is the strongest canonical anchor because it is a specific, self-contained bug report and has an exact duplicate in 43704 with the same title and failure mode.", "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_issue_reason": "Issue 42673 is the best overall issue candidate because it has the clearest duplicate evidence and the most concrete, reproducible bug description among the set.", "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." + "reason": "PyTorch import availability and Sentence Transformers hanging during load are different failures." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but they concern different missing symbols and likely different root causes." + "reason": "Both are import-related, but they concern different missing symbols and likely different code paths." }, { "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." + "reason": "Docs/example errors in SigLIP2 versus AutoProcessor behavior when a vision backend is missing are separate issues." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Multimodal model loading and a DeepSpeed ZeRO3 deque error are unrelated code paths." + "reason": "Unrelated model-loading failure versus DeepSpeed ZeRO3 deque underflow." }, { "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." + "reason": "Same broad Qwen3.5/MoE area, but the packet does not show enough evidence that these are the same root cause." }, { "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." + "reason": "One report is too generic to establish the same bug as the Gemma-4 ZeRO3 loading issue." }, { "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." + "reason": "Different subsystems: T5 decoder-input validation versus auto_docstring import-time diagnostics." }, { "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." + "reason": "Both involve tokenizer/decoding, but the concrete models and failure modes differ." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe Transformers v5 compatibility and missing processor.save_pretrained files are different issues." + "reason": "Qwen3-VL-Moe v5 compatibility and processor.save_pretrained missing files are separate bugs." }, { "left": "issue:44242", "right": "issue:46832", "accept": false, - "reason": "MoE load-balancing loss logic and RT-DETR feature-level shape handling are unrelated." + "reason": "Different model families and code paths: MoE load-balancing loss versus RT-DETR backbone feature-level mismatch." }, { "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." + "reason": "A docstring mistake is not the same underlying bug as a variable-length position_ids runtime issue." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure and a Llama4Config pad_token_id attribute error are unrelated." + "reason": "Quantized-model saving failure and Llama4Config missing pad_token_id 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." + "reason": "TF32 API guidance versus InternVL2 meta-init incompatibility are unrelated." }, { "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." + "reason": "Tokenizer loading in v5 and continue_final_message behavior for mistral_common are different problems." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve and a Gemma pipeline roundtrip failure are different problems." + "reason": "Gemma processor attribute crash and Gemma pipeline roundtrip on \u2581 are not the same bug." }, { "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." + "reason": "Import-time NameError in sentence-transformers versus 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." + "reason": "Quantization offloading behavior and pipeline-parallel output correctness are distinct issues." }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "A CUDA/AMP crash in LwDetrImageLoss is unrelated to auto_docstring import-time diagnostics." + "reason": "Training-time AMP crash in LwDetrImageLoss versus auto_docstring import-time logging are unrelated." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "D-FINE auxiliary-loss handling and auto_docstring stdout logging are unrelated." + "reason": "D-FINE auxiliary-loss logic and auto_docstring diagnostics 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." + "reason": "Pipeline-parallel output corruption versus Qwen3.5 infinite-loop-on-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." + "reason": "Both are missing imports, but they are different exported symbols and likely separate fixes." }, { "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." + "reason": "Exact same title and same Qwen3ForCausalLM VRAM leak in multi-dataloader-thread use; clear duplicate." }, { "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." + "reason": "Different Qwen model variants and different symptoms; too broad to merge safely." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Gemma pipeline roundtrip tokenizer behavior and image-text-to-text pipeline failure are distinct problems." + "reason": "Gemma token roundtrip issue versus DiffusionGemma image-text-to-text pipeline failure are different code paths." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Mistral tokenizer regex patch crash and auto_docstring future-annotations crash are unrelated." + "reason": "Tokenizer regex patch crash and auto-docstring annotation handling are unrelated." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized model saving failure and missing Qwen2_5_VLForConditionalGeneration import are different bugs." + "reason": "Quantized model saving failure and Qwen2.5-VL import error are unrelated." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift between train/eval and a DeepSpeed ZeRO3 deque IndexError are unrelated." + "reason": "Embedding dtype drift in eval versus DeepSpeed ZeRO3 deque error 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." + "reason": "FP8 save_pretrained for MoE and a Qwen3.5 from_pretrained error are not the same concrete 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." + "feedback": "The summary is mostly grounded, but it overstates one soft-edge pair. Issue 42673 \u2194 43704 is a clear duplicate and conservative to accept. However, issue 45310 \u2194 45375 is not strongly supported as the same bug: the packet only shows a related Qwen3.5/MoE config area, not enough to conclude the same root cause. The summary\u2019s claim that it likely shares the same root cause is too strong, so the cluster should be rejected." }, "evaluator_used": true, "retried": true, @@ -14077,20 +14140,20 @@ "issue:42898|issue:45356", "issue:44295|issue:45656" ], - "prepared_review_unit_hash": "152c2d6c13482c3c1913c76d642387db24e8d7c9adc26128fc5140e9ca67a96e", + "prepared_review_unit_hash": "8d737a0e2f7896527035ff780f8085dd9a5657b3bb84348183937209d7819d8e", "component_budget": { "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37238, + "serialized_chars": 37240, "estimated_input_tokens": 9310, "estimated_eval_tokens": 18876 }, @@ -14099,198 +14162,198 @@ "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.", + "summary": "This cluster is highly heterogeneous: the issues span unrelated bugs across tokenizers, model loading, training/runtime behavior, docs, and testing infra. The title similarity is mostly driven by shared Transformers/v5 vocabulary, not the same underlying defect. No soft pair looks safe to merge as a duplicate.", + "confidence": 0.95, + "canonical_issue_reason": null, "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_issue_reason": null, "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." + "reason": "Different problems: generation kwargs sync bug vs 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." + "reason": "Unrelated: legacy Beit preset loading vs pytest-xdist capture-file race." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "Testing-utils file races and auto_mappings config references are different failures." + "reason": "Different infra issues: xdist file race vs stale auto_mappings references causing CI failures." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Backend dependency packaging and an image_utils import issue are not the same bug." + "reason": "TensorFlow backend packaging issue vs a bad image_utils import; not the same bug." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model/config handling is unrelated to the testing-utils race." + "reason": "Model auto-loading/config error vs testing utility race condition." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "A version pin problem is unrelated to doc-lint output at import time." + "reason": "Different doc/lint issues: unreleased PEFT version pin vs auto_docstring stdout noise." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility and an image_utils import error do not match." + "reason": "Python/version compatibility bug vs missing/nonexistent import from image_utils." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting on failed jobs is unrelated to Deepspeed Adafactor OOMs." + "reason": "Different training/runtime failures: MLflow reporting on job failure vs Deepspeed adafactor OOM." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "A loading hang and embedding reinitialization in post_init are different code paths." + "reason": "Stuck SentenceTransformers loading is not the same as embedding reinit on resize." }, { "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." + "reason": "Tokenizer cleanup behavior change and add_special_tokens BOS/EOS regression are distinct tokenization bugs." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Missing TensorFlow backend packaging is unrelated to leftover dummy PT classes." + "reason": "Package dependency mismatch vs leftover dummy classes leaking into namespace/checks." }, { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Default multimodal config initialization is unrelated to the VideoPrism output field mix-up." + "reason": "Phi4 multimodal config initialization bug vs VideoPrism output field mismatch." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Causal attention masking and batch finalization in MaskGenerationPipeline are unrelated." + "reason": "Different attention-mask vs pipeline batching bugs; same area but not same defect." }, { "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." + "reason": "Processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained error." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Config initialization defaults are unrelated to Whisper word timestamp decoding." + "reason": "Config default handling vs Whisper timestamp decode crash; unrelated code paths." }, { "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." + "reason": "Both mention VRAM/performance, but one is multithreaded leakage and the other is long-context FA2 slowdown." }, { "left": "issue:44625", "right": "issue:46877", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is unrelated to docstring lint output at import time." + "reason": "Qwen3.5 num_labels propagation bug is unrelated to auto_docstring import-time diagnostics." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "A notebook syntax error and a documentation parameter-name mismatch are different problems." + "reason": "Notebook syntax error vs documentation parameter mismatch; not the same underlying issue." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "AutoTokenizer loading in v5 and missing BOS/EOS insertion are distinct tokenizer failures." + "reason": "AutoTokenizer v5 loading issue and mDeBERTa add_special_tokens regression are separate tokenizer bugs." }, { "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." + "reason": "Different tokenizer regressions: cleanup_spaces behavior vs Granite token IDs." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Deepseek tokenization corruption and clean_up_tokenization_spaces behavior changes are different tokenizer regressions." + "reason": "Both are v5 tokenizer regressions, but they affect different model families and failure modes." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Multimodal config defaults are unrelated to ModelOutput key assignment behavior." + "reason": "Multimodal config defaults vs ModelOutput key assignment; no shared code-path bug." }, { "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." + "reason": "Missing image patch method vs old InternVL2 meta-init incompatibility; unrelated multimodal issues." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Import-time NameError in sentence-transformers and missing Qwen2.5-VL import are unrelated." + "reason": "Importing sentence-transformers NameError vs missing Qwen2.5-VL symbol; different import failures." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache continuation indexing and auto-docstring annotation handling are unrelated." + "reason": "KV-cache continuation tensor indexing bug vs auto_docstring annotation crash." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Broken vitpose models and Gemma 4 token type defaults are different model-specific bugs." + "reason": "Broken vitpose models vs Gemma 4 text-only mm_token_type_ids defaulting; unrelated model-specific bugs." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "XLM-Roberta Flash Attention support and MLflow failure reporting are unrelated." + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to MLflow reporting on failed training jobs." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow job reporting and Llama 3.2 model-loading regression are different issues." + "reason": "Job-reporting failure vs Llama 3.2 Vision model loading regression; distinct subsystems." }, { "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." + "reason": "Tokenizer cleanup behavior and processor.tokenizer/images regression are different v5 changes." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Kimi-K2.5 codec-handling regression is distinct from the clean_up_tokenization_spaces change." + "reason": "Both are tokenizer regressions, but Kimi-K2.5 codec handling is a separate concrete bug from clean_up_tokenization_spaces." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Position_ids buffer access and Deepspeed double optimizer step are unrelated." + "reason": "Buffer registration/read issue is unrelated to Deepspeed optimizer step being called twice." } ] }, @@ -14309,8 +14372,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-493", "nodes": [ @@ -14401,9 +14464,9 @@ "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, @@ -14628,8 +14691,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-493", "nodes": [ @@ -14720,9 +14783,9 @@ "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, @@ -14947,8 +15010,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-493", "nodes": [ @@ -15040,9 +15103,9 @@ "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, @@ -15357,202 +15420,202 @@ "issue:44995|issue:46697", "issue:46614|issue:46752" ], - "prepared_review_unit_hash": "c27f305500e185762585ded02d1fa1ffa4c1f41013389bd90a972b3204e55497", + "prepared_review_unit_hash": "46bfda7484ecc037abf7a0ea9d9e7b77c33b1c0b8ed527800419c811dda4badc", "component_budget": { "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35716, - "estimated_input_tokens": 8929, - "estimated_eval_tokens": 18114 + "serialized_chars": 35718, + "estimated_input_tokens": 8930, + "estimated_eval_tokens": 18116 }, "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.", + "summary": "This cluster is mostly a loose topical grouping, not a duplicate set. The pairs share broad Transformer/v5/model-family vocabulary, but the underlying failures differ in code path, symptom, and fix scope, so all soft edges are rejected.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella in the set for upgrade-related import regressions, so it is the closest thing to a cluster representative.", "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_issue_reason": "Issue 45278 is the most representative issue title-wise for this cluster\u2019s recurring v5/import-breakage theme, even though the cluster itself is heterogeneous.", "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." + "reason": "Unrelated failures: missing `transformers.onnx` import vs a LayoutLMv3 error-message clarity complaint." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Different failures: backend extra installation issue vs. Python 3.14 import/load failure." + "reason": "Different problems: extras/backend packaging 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." + "reason": "Different code paths and symptoms: SigLIP2 numerical discrepancy vs Qwen3_5 image-triggered infinite loop." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Documentation typo vs. import-time stdout diagnostics; not the same underlying bug." + "reason": "Docs parameter-name mismatch vs import-time stderr/stdout diagnostics; not the same bug." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel branching bug vs. feature extractor padding performance issue." + "reason": "Attention-kernel divergence under `torch.compile` is unrelated to `pad()` wasting time converting arrays." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Same family (GLM-5) but different code paths: GenerationConfig validation vs. RoPE implementation." + "reason": "Same model family, but one is invalid `GenerationConfig` and the other is a RoPE implementation discussion." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenizer cleanup behavior change vs. stale phonemizer backend state; unrelated." + "reason": "Tokenizer cleanup behavior change vs stale phonemizer backend after language switching; different subsystems." }, { "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." + "reason": "`layer_type_validation` import break is a specific missing symbol; 45278 is a broad umbrella for many import errors, not the same concrete bug." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both mention tokenizer regressions in v5, but they describe different concrete failures and code paths." + "reason": "Both involve tokenizers, but one is decoder-type regression and the other is DeepSeek tokenization correctness." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Model-loading regression from base_model_prefix vs. NaNs in classification heads; unrelated." + "reason": "Model-loading regression via `base_model_prefix` is unrelated to NaNs in classification heads on init." }, { "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." + "reason": "Different Qwen3 Moe issues on different versions/code paths: one is a general 5.0 bug, the other a from_pretrained failure in 5.4+." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example script multi-label output issue vs. SigLIP2 implementation discrepancy; unrelated." + "reason": "Example-script multi-label empty output is unrelated to SigLIP2 implementation drift." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version compatibility issue vs. incorrect PyTorch version check in flex_attention; different bugs." + "reason": "Python-version compatibility failure vs a PyTorch version check bug in flex_attention; not the same underlying issue." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled-file execution error vs. a docstring parameter-name mismatch; unrelated." + "reason": "Compiled Python file loading errors are unrelated to a documentation typo." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM threads vs. dtype mismatch in other models; different code paths." + "reason": "VRAM leak in multi-threaded dataloaders vs bfloat16 dtype mismatch in CI inference are different bugs." }, { "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." + "reason": "Both are Qwen3.5 Moe regressions, but one is save_pretrained key corruption and the other is from_pretrained loading failure." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation bug vs. NaNs in classification heads; unrelated." + "reason": "`num_labels` propagation in Qwen3.5 is unrelated to NaNs in classification heads." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "Backend/install packaging issue vs. missing image-processor method; unrelated." + "reason": "TF32 API guidance issue vs missing `get_number_of_image_patches` method; documentation versus runtime bug." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Feature-extractor length helper behavior vs. flex_attention version gating; unrelated." + "reason": "Different subsystems: Qwen3_omni_moe feature-length helper bug vs flex_attention version check." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Both concern model output fields, but they affect different outputs and models." + "reason": "Both are output-dataclass regressions, but they affect different models and fields (`attentions` vs `hidden_states`)." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example script classification behavior vs. pipeline translation-task error messaging; unrelated." + "reason": "Empty multi-label outputs in an example script are unrelated to a pipeline translation-task error message." }, { "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." + "reason": "Missing `embed_tokens.weight` in UMT5Encoder loading is unrelated to `AutoProcessor.from_pretrained` kwarg forwarding." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer argument handling vs. trainer evaluate-after-train failure; unrelated." + "reason": "Optimizer-SGD argument handling has no overlap with trainer evaluate-after-train failure." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Tokenizer decoder-type regression vs. model accuracy regression; too broad to merge." + "reason": "Tokenizer decoder regression is unrelated to an accuracy regression in DeepSeek-R1-Distill-Llama-8B." }, { "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." + "reason": "Flash Attention support request is unrelated to a later Flash Attention 2 issue with different details." }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "Different numerical/model-internal bugs: torch.split return handling vs. attention output differences." + "reason": "`torch.split()` return handling in GlmMoeDsaIndexer is unrelated to Minimax MSA numerical discrepancies." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "GlmMoeDsa stale indexer cache crash vs. Swin2SR over-padding; unrelated." + "reason": "Stale indexer cache on second forward pass is unrelated to image over-padding in Swin2SR." }, { "left": "issue:46614", "right": "issue:46752", "accept": false, - "reason": "Tokenizer phonemizer state bug vs. empty-list chat-template crash; unrelated." + "reason": "Stale phonemizer language state is unrelated to `apply_chat_template` crashing on an empty list." } ] }, @@ -15571,8 +15634,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-493", "nodes": [ @@ -15662,9 +15725,9 @@ "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, @@ -15883,8 +15946,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-493", "nodes": [ @@ -15975,9 +16038,9 @@ "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, @@ -16202,8 +16265,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-493", "nodes": [ @@ -16291,9 +16354,9 @@ "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 47, @@ -16506,8 +16569,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-493", "nodes": [ @@ -16597,9 +16660,9 @@ "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 47, @@ -16912,232 +16975,232 @@ "issue:36683|issue:43064", "issue:43867|issue:45375" ], - "prepared_review_unit_hash": "23b35ecd078753f21f06637d14a3cae18e6d4a19e9d3bd2d7b2414c25600d2c5", + "prepared_review_unit_hash": "6183c3e58656942572ec8e5c47b0e6f34b7e79f439c85abdd485710770df37ed", "component_budget": { "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 36644, - "estimated_input_tokens": 9161, - "estimated_eval_tokens": 18578 + "serialized_chars": 36646, + "estimated_input_tokens": 9162, + "estimated_eval_tokens": 18580 }, "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.", + "summary": "This cluster is heterogeneous: the items are mostly unrelated bug reports that only share superficial similarity around regressions, loading/saving, import failures, or model-specific attribute mismatches. I do not see a true duplicate set here, so all soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue cleanly serves as a canonical duplicate target; the cluster spans distinct bugs across different models, APIs, and runtime/version regressions.", "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_issue_reason": "If forced to pick the broadest representative, issue:45278 is the closest umbrella for upgrade-related import breakages, but it still does not represent the rest of the cluster well.", "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." + "reason": "Both mention RoPE, but one is about Smollm3 layer dropping and the other is a GLM-5 implementation discussion; different model paths and failures." }, { "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." + "reason": "One is quantized model saving failure; the other is saving Pipeline objects. Different objects and failure modes." }, { "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." + "reason": "Qwen3VL/MoE model loading regression vs. a state_dict-sorting load bug; same broad area, but not the same underlying defect." }, { "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." + "reason": "Both are Gemma4 issues, but one is token embedding resizing and the other is bidirectional attention mask construction." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "num_labels propagation bug vs Trainer import conflict with datasets; unrelated." + "reason": "Qwen3.5 config propagation bug vs. import failure for Trainer due to datasets; unrelated symptoms and code paths." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "Compiled-file import errors vs import-time docstring lint output; unrelated failure modes." + "reason": "Compiled-file import errors and docstring lint stdout noise are unrelated import-time problems." }, { "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." + "reason": "Missing vocab_size on Gemma3Config vs. missing fpn_position_embeddings on SAM3 video output; different classes and fields." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they come from different missing symbols and different dependency breakages." + "reason": "Different missing imports from different packages: transformers.generation vs huggingface_hub." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Flash Attention 2 support error vs invalid GenerationConfig; unrelated." + "reason": "Flash Attention support error for Nemotron vs invalid GenerationConfig for GLM-5; unrelated failures." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Chat/completions request rejection vs apply_chat_template crash on tool-call messages; different surfaces." + "reason": "One is /v1/chat/completions request handling, the other is chat-template tokenization on tool-call messages." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "base_model_prefix loading regression vs Pipeline save_pretrained failure; different object lifecycle paths." + "reason": "Base-model-prefix loading regression vs inability to save Pipeline objects; different functionality." }, { "left": "issue:44655", "right": "issue:46050", "accept": false, - "reason": "Both touch serialization, but Pipeline saving and sinq quantized roundtrip are distinct problems." + "reason": "Both involve persistence, but Pipeline save_pretrained and sinq-quantized model roundtrip are separate behaviors." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3 vocab_size bug vs patchtsmixer post_init validation change; unrelated." + "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init policy are unrelated config issues." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Sorted-state_dict load issue vs save_pretrained checkpoint regression; not the same underlying bug." + "reason": "State-dict ordering load bug vs Qwen3.5 checkpoint save regression; both about persistence, but not the same 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." + "reason": "Both are Python-version compatibility reports, but one targets 3.9+/3.10+ and the other Python 3.14 loading." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "num_labels propagation bug vs Gemma4 bidirectional attention masking; unrelated." + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention-mask logic are different model-specific bugs." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Gemma4 attention-mask behavior vs LlamaConfig head_dim validation; different code paths." + "reason": "Gemma4 causal-mask bug vs LlamaConfig head_dim validation; different models and code paths." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIPOutput attentions assignment bug vs Qwen3.5 checkpoint save regression; unrelated." + "reason": "CLIPOutput attentions assignment regression and Qwen3.5 checkpoint corruption are unrelated." }, { "left": "issue:43208", "right": "issue:46829", "accept": false, - "reason": "xLSTM training bugs vs VideoPrism output field mismatch; unrelated." + "reason": "xLSTM training bugs for small models vs VideoPrism output field mismatch; different subsystems." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Gemma3Config missing vocab_size vs Llama4Config missing pad_token_id; different models and fixes." + "reason": "Gemma3Config missing vocab_size vs Llama4Config missing pad_token_id; similar shape, but different models and fields." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Both are config-propagation bugs, but they affect different models and fields." + "reason": "Gemma3 missing vocab_size and Qwen3.5 num_labels propagation are distinct config bugs." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "BART generate decoder mask bug vs tensor-parallel training bug; unrelated." + "reason": "BART generate() decoder_attention_mask UnboundLocalError vs tensor-parallel training bug; unrelated execution paths." }, { "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." + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 Moe from_pretrained error are different model-loading defects." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "FSDP optimizer-state bug vs typo in cache strategies; unrelated." + "reason": "FSDP2/PEFT optimizer-state mismatch vs a typo in cache strategies; no shared underlying bug." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache update no_grad issue vs broad import failures after upgrade; unrelated." + "reason": "Cache/layer no_grad decoration issue vs broad import errors after upgrade; different code areas." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "Optimizer argument handling vs Trainer import conflict; unrelated." + "reason": "SGD args ignored in optimizer setup vs Trainer import breaking because of datasets; unrelated." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwargs ignored vs variable-length position_ids behavior; different subsystems." + "reason": "Scheduler kwargs propagation bug vs Qwen3.5 variable-length position_ids handling; distinct behaviors." }, { "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "BART generate decoder-mask error vs tokenizer loading regression; unrelated." + "reason": "BART generate decoder mask bug vs tokenizer loading regression; both regressions, but not the same code path." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python 3.14 load failure vs PretrainedConfig type-checking breakage; different regressions." + "reason": "Python 3.14 load failure vs PretrainedConfig type-checking breakage in v5.4.0; different compatibility issues." }, { "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." + "reason": "Compiled Python file import errors vs DebertaV2Model parsing failure on Python 3.13; different root causes." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "Generic load-model error vs Gemma pipeline roundtrip failure on a token; unrelated." + "reason": "State_dict-sorted load error vs Gemma pipeline roundtrip failure on \u2581; both roundtrip/load issues, but not the same defect." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Gemma config attribute bug vs FSDP optimizer-state bug; unrelated." + "reason": "Gemma3 config attribute bug vs training optimizer-state corruption under FSDP2/PEFT; unrelated." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "State_dict load error vs missing deepstack_visual_indexes field; different bugs." + "reason": "Generic load error when state_dict is sorted vs Qwen3.5 VisionConfig field dropping under @strict; different serialization problems." } ] }, @@ -17156,8 +17219,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-493", "nodes": [ @@ -17249,9 +17312,9 @@ "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 48, @@ -17482,8 +17545,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-493", "nodes": [ @@ -17575,9 +17638,9 @@ "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 47, @@ -17814,8 +17877,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-493", "nodes": [ @@ -17916,9 +17979,9 @@ "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 47, @@ -18209,8 +18272,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-493", "nodes": [ @@ -18314,9 +18377,9 @@ "node_count": 493, "item_count": 493, "soft_pair_count": 1818, - "serialized_chars": 942237, - "estimated_input_tokens": 235560, - "estimated_eval_tokens": 471376 + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 }, "budget": { "node_count": 47, @@ -18625,8 +18688,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -18703,8 +18766,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -18774,8 +18837,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -18837,8 +18900,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-8", "nodes": [ @@ -19070,8 +19133,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-18", "nodes": [ @@ -19422,8 +19485,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-38740-2", "nodes": [ @@ -19485,8 +19548,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -19548,8 +19611,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41306-2", "nodes": [ @@ -19611,8 +19674,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -19674,8 +19737,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -19737,8 +19800,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -19837,8 +19900,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -19959,8 +20022,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -20079,8 +20142,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -20142,8 +20205,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -20205,8 +20268,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -20268,8 +20331,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -20331,8 +20394,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -20449,8 +20512,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46439-2", "nodes": [ @@ -20512,8 +20575,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46551-2", "nodes": [ @@ -20578,8 +20641,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46657-2", "nodes": [ @@ -20641,8 +20704,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46822-2", "nodes": [ @@ -20699,7 +20762,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 37, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20715,7 +20778,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "2d317e8e730bb1563010e39aad4d8d8c98915634312b81ec9dc897929cf803c8", + "prepared_review_unit_hash": "aa9477a48b76c147681f910b7b08d9f30c11371894aa188897b4e1967549a4e5", "component_budget": { "node_count": 2, "item_count": 2, @@ -20737,18 +20800,18 @@ "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, + "summary": "Two related VibeVoice pull requests are present, but they are not the same change: one is the core VibeVoice implementation and the other is a draft for VibeVoice Realtime with extra tokenizer/generation work.", + "confidence": 0.83, "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.", + "canonical_pr_reason": "PR 40546 is the better canonical PR because it is the non-draft core VibeVoice implementation and appears to be the main upstream integration point, while 42781 is a separate draft focused on realtime/tokenizer additions.", "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.", + "best_pr_reason": "PR 40546 is the best representative of the cluster since it is the central implementation PR, has substantial review activity, and is not just a follow-on variant.", "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." + "reason": "They overlap on VibeVoice files, but 42781 is a distinct draft for \"VibeVoice Realtime\" and also adds acoustic-tokenizer and generation-utils changes; this is not clearly the same concrete code-path fix and would not naturally collapse into one PR." } ] }, @@ -20762,7 +20825,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 37, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20778,7 +20841,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "f056407654ba3280bac1b0f016e96a253f4b32a1658a093aca7605483905f172", + "prepared_review_unit_hash": "ce48d351b30317e3ac8178f49c584b5f75a5cae6edc629ab8d5eccb19ca3f469", "component_budget": { "node_count": 2, "item_count": 2, @@ -20800,18 +20863,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They do not look like the same underlying change, so they should not be clustered as duplicates.", + "summary": "These PRs are unrelated feature additions: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They do not fix the same code-path problem and should not be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 41224 is the better canonical representative because it is a focused, concrete model-capability addition with clear integration points and tests, whereas PR 40755 is a separate forecasting feature in a different model family.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 41224 is the stronger standalone PR to represent this cluster\u2019s only coherent topic, due to its narrower scope and explicit image-classification support work; PR 40755 addresses an entirely different TimesFM forecasting enhancement.", "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." + "reason": "Different model families and different capabilities: TimesFM covariate forecasting vs DINOv3 image classification. No shared underlying bug or mergeable change." } ] }, @@ -20825,7 +20888,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 37, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20888,7 +20951,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 37, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20938,178 +21001,184 @@ "pull_request:43823|pull_request:46707", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "b3678af0297bd6fabffd1c55d60b0cdf63ff5aced3a1071ae3475f4883abb252", + "prepared_review_unit_hash": "6d69426d093fd62fed5b9709548d76c5b3f0c5c07f6df0904a20e1d3515ebe9b", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 23, - "serialized_chars": 38881, - "estimated_input_tokens": 9721, - "estimated_eval_tokens": 19698 + "serialized_chars": 38876, + "estimated_input_tokens": 9719, + "estimated_eval_tokens": 19694 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 23, - "serialized_chars": 38881, - "estimated_input_tokens": 9721, - "estimated_eval_tokens": 19698 + "serialized_chars": 38876, + "estimated_input_tokens": 9719, + "estimated_eval_tokens": 19694 }, "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, + "summary": "This cluster is mostly a set of unrelated open PRs across different subsystems. The only clear duplicate-like pair is the two `fixed_cross_entropy` changes (43251 and 43254), which both address the same underlying issue of forwarding supported `nn.functional.cross_entropy` kwargs. All other soft-similarity pairs are too broad or touch different code paths to merge as duplicates.", + "confidence": 0.93, "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.", + "canonical_pr_reason": "PR 43251 is the best canonical PR for the only true duplicate subgroup: it explicitly targets issue 43240 and cleanly forwards `weight` and `label_smoothing` into `cross_entropy` while preserving the intended wrapper behavior.", "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.", + "best_pr_reason": "PR 43251 is the strongest representative of the cluster's only real duplicate pair because it has the explicit issue link, the clearer implementation of the kwargs-forwarding fix, and the higher likelihood of being the preferred landing change over 43254.", "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." + "reason": "Different products and problems: Mistral tokenizer missing methods vs adding a new MobileLLM model. No shared code-path bug or mergeable duplicate change." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer API gaps are unrelated to Executorch dynamic-shape export testing." + "reason": "Tokenizer API addition vs ExecuTorch dynamic-shape export test; unrelated functionality and no same underlying bug." }, { "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." + "reason": "Processor auto-loading robustness for several models is not the same change as introducing MobileLLM model support." }, { "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." + "reason": "Cross-entropy kwargs fix and MobileLLM model addition are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "`fixed_cross_entropy` kwargs support is unrelated to Mistral4 test/model work." + "reason": "Both touch loss/model code in different contexts, but one is a cross-entropy wrapper fix and the other is Mistral4 test/model work; not the same bug." }, { "left": "pull_request:43424", "right": "pull_request:46707", "accept": false, - "reason": "Executorch dynamic-shape export testing is unrelated to FSDP2 module and migration work." + "reason": "ExecuTorch export testing and native FSDP2 migration are different subsystems with no shared concrete issue." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Dynamic export tests do not match the Mistral4 model/test fix." + "reason": "Dynamic-shape export tests for decoder-only LM do not match Mistral4 test/model changes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch exportability tests and MobileLLM model addition are different features." + "reason": "Dynamic export test and MobileLLM model implementation are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model scaffolding is unrelated to fixing `cls.config` resolution order." + "reason": "New MobileLLM model support is not the same as 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." + "reason": "Model addition vs Falcon output-collection refactor; no common bug or change." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon standardized output collection refactor is unrelated to the model-creation skill PR." + "reason": "Falcon refactor and model-creation skill are unrelated; the latter is tooling/docs, not the same code path." }, { "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." + "reason": "Falcon output interface refactor and Mistral4 test fixes are different model-specific changes." }, { "left": "pull_request:44827", "right": "pull_request:46707", "accept": false, - "reason": "Mistral4 fixes are unrelated to adding native FSDP2 support and migration code." + "reason": "Mistral4 test/model fixes and native FSDP2 migration are unrelated system changes." }, { "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." + "reason": "Mistral4 test fixes are not the same underlying issue as CLIP-family `layrnorm` renaming/correction." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 tests are unrelated to serve chat parsing updates." + "reason": "Mistral4 work and chat response parsing update are different areas and fixes." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 fixes and TDT loss kernel integration address different subsystems and different problems." + "reason": "Mistral4 test fixes do not match adding a TDT loss kernel." }, { "left": "pull_request:45170", "right": "pull_request:46707", "accept": false, - "reason": "Checkpoint renaming for CLIP-like models is unrelated to FSDP2 module migration." + "reason": "A weight-renaming typo fix in CLIP-like models is not the same as FSDP2 migration." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46707", + "accept": false, + "reason": "TDT loss kernel integration and native FSDP2 module migration are unrelated changes." }, { "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." + "reason": "Model-specific Mistral4 fixes and a model-creation skill are not the same code-path problem." }, { "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." + "reason": "MobileLLM model implementation is unrelated to the model-creation skill tooling PR." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 fixes are unrelated to `cls.config` resolution order changes." + "reason": "Mistral4 test fixes and `cls.config` resolution ordering are separate framework/model concerns." }, { "left": "pull_request:46048", "right": "pull_request:46707", "accept": false, - "reason": "TDT loss kernel integration is unrelated to native FSDP2 module migration." + "reason": "Kernel loading for TDT loss does not overlap with FSDP2 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." + "reason": "MobileLLM model addition and FSDP2 infrastructure are different changes." }, { "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." + "reason": "Both PRs fix the same concrete wrapper bug in `fixed_cross_entropy`: forwarding supported `cross_entropy` kwargs (`weight`, `label_smoothing`) through the helper. They are plausible variants of one mergeable change." } ] }, "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." + "feedback": "The summary is grounded in the packet and stays conservative: only 43251/43254 share the same issue target and the same `fixed_cross_entropy` kwargs-forwarding fix, while the other pairs are correctly treated as unrelated soft similarities. The mergeability judgment for 43251/43254 is reasonable and not overstated." }, "evaluator_used": true, "retried": false, @@ -21120,7 +21189,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 37, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21136,12 +21205,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "da3d8afc02083bc4865dea19ed0de1958afae78700fd4e79f9eb02120eee0973", + "prepared_review_unit_hash": "2a60e4e0b3cb448cf5ee6deb92f34bd0fe555a01af9aac5af74530ebb8f83a35", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -21149,7 +21218,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -21158,18 +21227,18 @@ "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, + "summary": "Two separate workflow-dependency bump PRs: one for Node 24 compatibility across many GitHub Actions, and one for upgrading docker/build-push-action and other actions to latest versions. They overlap in workflow files but target different actions and different underlying maintenance changes.", + "confidence": 0.94, "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.", + "canonical_pr_reason": "PR 42975 is the better representative: it has the clearest single purpose (Node 24 compatibility) and a broader, more coherent set of workflow action updates.", "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.", + "best_pr_reason": "PR 42975 is the stronger canonical PR candidate because its title and edits align around one concrete compatibility upgrade, whereas 42976 is a separate latest-version bump focused mainly on docker build actions.", "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." + "reason": "Both are GitHub Actions upgrade PRs, but they change different actions and solve different problems. Shared workflow filenames alone are not enough to treat them as the same underlying change." } ] }, @@ -21183,7 +21252,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 37, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21210,82 +21279,82 @@ "pull_request:45490|pull_request:46562", "pull_request:46562|pull_request:46658" ], - "prepared_review_unit_hash": "4709beb06c70804df18af9059b2c84e092c2814debc682689dc81f0954dab76c", + "prepared_review_unit_hash": "b770e96c8d927bf7a6cc5bf061df52e239d9cedf6b87085e4640a1d366dedf70", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 21153, - "estimated_input_tokens": 5289, - "estimated_eval_tokens": 10834 + "serialized_chars": 21187, + "estimated_input_tokens": 5297, + "estimated_eval_tokens": 10850 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 21153, - "estimated_input_tokens": 5289, - "estimated_eval_tokens": 10834 + "serialized_chars": 21187, + "estimated_input_tokens": 5297, + "estimated_eval_tokens": 10850 }, "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, + "summary": "This cluster is mostly a set of unrelated model-addition PRs. The only potentially close pair is the Step 3.7 Flash library PR and the later WIP Step 3.7 Flash mini-model/script PR, but they still look like separate deliverables rather than one duplicate change.", + "confidence": 0.93, "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.", + "canonical_pr_reason": "PR 46562 is the best representative: it is the main library-facing Step 3.7 Flash implementation with docs, auto-mapping, and tests. The other PRs are separate model additions, and 46658 is a separate WIP conversion/debug-script effort rather than the same code change.", "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.", + "best_pr_reason": "46562 is the most complete and canonical-looking PR in the set; the others are distinct model introductions or auxiliary artifacts, not duplicates of one another.", "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." + "reason": "Both are model-addition PRs, but they add different models (ViT NEPA vs Molmo) with different codepaths and files." }, { "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." + "reason": "Different model families and implementations; only the broad 'add model' theme overlaps." }, { "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." + "reason": "Unrelated model additions (ViT NEPA vs CTSM), not the same underlying bug or feature." }, { "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." + "reason": "Molmo and Molmo2 are related by naming, but they are distinct model releases with separate implementations." }, { "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." + "reason": "Molmo and CTSM are separate model PRs with no shared concrete change beyond generic model registration." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 vs CTSM are distinct model implementations with different code paths and tests." + "reason": "Molmo2 and CTSM are different models and different codepaths; not duplicates." }, { "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." + "reason": "CTSM and Step 3.7 Flash are unrelated model additions; shared auto-mapping edits are incidental." }, { "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." + "reason": "Both are Step 3.7 Flash-related, but 46562 adds the library model while 46658 is a separate WIP mini-model/conversion-script PR; they are not the same concrete change and would not cleanly merge into one PR." } ] }, @@ -21299,7 +21368,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 37, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21328,94 +21397,94 @@ "pull_request:44815|pull_request:46380", "pull_request:46380|pull_request:46539" ], - "prepared_review_unit_hash": "9984dd03f86687d934d0f1409429c760482c560c5fc5dfd80e33989f2253c50b", + "prepared_review_unit_hash": "8938b09d3192d10f37e106142bf38d8ecc421a99b4a731f0441dc5b1b76be099", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 10, - "serialized_chars": 16289, - "estimated_input_tokens": 4073, - "estimated_eval_tokens": 8402 + "serialized_chars": 16284, + "estimated_input_tokens": 4071, + "estimated_eval_tokens": 8398 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 10, - "serialized_chars": 16289, - "estimated_input_tokens": 4073, - "estimated_eval_tokens": 8402 + "serialized_chars": 16284, + "estimated_input_tokens": 4071, + "estimated_eval_tokens": 8398 }, "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, + "summary": "This cluster is heterogeneous: whisper decoding/test cleanup, unrelated test-only edits, FP8 dequant/model-loading changes, generation watermarking validation, CI memory shims for Phimoe, and an ASR pipeline type dispatch tweak. None of the soft edges look like the same underlying bug or change, so there are no duplicates to merge.", + "confidence": 0.9, "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.", + "canonical_pr_reason": "PR 46380 is the best representative only by breadth and concreteness: it fixes a real runtime validation bug and includes targeted tests. The rest are narrower, draft, test-only, or unrelated subsystem changes.", "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.", + "best_pr_reason": "PR 46380 has the clearest end-user runtime impact and the most coherent bug-fix scope among the set, making it the strongest single representative for the cluster.", "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." + "reason": "Whisper tokenizer/decode logic vs unrelated test-only edits in CLIP and ViT; not the same code path or bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding and FP8 dequantization are different subsystems and different bugs." + "reason": "Whisper decoding fix vs FP8 dequant/model-loading changes; completely different subsystems." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper decoding is unrelated to generation-config watermark validation." + "reason": "Whisper batch/timestamp decode change vs generation watermarking validation; no shared underlying defect." }, { "left": "pull_request:43665", - "right": "pull_request:44815", + "right": "pull_request:46539", "accept": false, - "reason": "Placeholder test assertions do not match the FP8 dequantization fix; no shared underlying bug." + "reason": "Bogus test assertions in model tests vs Phimoe CI/infrastructure memory handling; unrelated changes." }, { "left": "pull_request:43665", - "right": "pull_request:46380", + "right": "pull_request:46870", "accept": false, - "reason": "Test churn in CLIP/ViT is unrelated to generation-config validation behavior." + "reason": "Test-only CLIP/ViT edits vs ASR pipeline model-type dispatch; no common bug." }, { "left": "pull_request:43665", - "right": "pull_request:46539", + "right": "pull_request:44815", "accept": false, - "reason": "Test placeholder edits are unrelated to the CI memory-limit/integration-test infrastructure change." + "reason": "Test-only changes vs FP8 dequant/model-loading fix; different purpose and code path." }, { "left": "pull_request:43665", - "right": "pull_request:46870", + "right": "pull_request:46380", "accept": false, - "reason": "CLIP/ViT test edits are unrelated to ASR pipeline model-type dispatch." + "reason": "Dummy test modifications vs generation config validation fix; unrelated." }, { "left": "pull_request:44815", - "right": "pull_request:46380", + "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequantization and generation-config watermark validation fix different code paths and failures." + "reason": "FP8 quantization/model-loading fix vs Phimoe CI test environment change; not the same issue." }, { "left": "pull_request:44815", - "right": "pull_request:46539", + "right": "pull_request:46380", "accept": false, - "reason": "FP8 kernel/loading changes are unrelated to CI runner memory patching." + "reason": "FP8 dequant padding/loading fix vs watermarking config validation; distinct runtime paths." }, { "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." + "reason": "Generation config/watermarking validation fix vs CI memory limit patch for Phimoe integration tests; unrelated." } ] }, @@ -21429,7 +21498,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 37, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21448,12 +21517,12 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "96787c350d65fb5414b68dbd0761d4d45ab4b0f306e0f94d0d12881a02e733ee", + "prepared_review_unit_hash": "29e30c131d44de6c4ef5fc3d42728f5018be030f82b8dcd9377269277b1ef9a4", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6348, + "serialized_chars": 6347, "estimated_input_tokens": 1587, "estimated_eval_tokens": 3430 }, @@ -21461,7 +21530,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6348, + "serialized_chars": 6347, "estimated_input_tokens": 1587, "estimated_eval_tokens": 3430 }, @@ -21470,30 +21539,30 @@ "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, + "summary": "All three PRs are unrelated '[don't merge]' test/infra changes: one checks repo-bot/version formatting, one changes comment/workflow diff behavior, and one changes a security-gate workflow trigger. No pair appears to fix the same concrete bug or change.", + "confidence": 0.97, "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.", + "canonical_pr_reason": "No canonical PR: these PRs target different workflow/test concerns and are not duplicates of one underlying change.", "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.", + "best_pr_reason": "#46747 is the most concrete standalone workflow fix, but it is still unrelated to the other two PRs and should not be treated as a duplicate representative.", "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." + "reason": "Different changes: 43488 edits setup/versioning and a ViT test for bot-format checking, while 46747 only changes the PR security-gate workflow trigger. No shared underlying bug." }, { "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." + "reason": "Shared ViT test file is incidental; 43488 is a version/dependency/bot-format test PR, while 43532 rewrites comment-driven workflow plumbing and related utility files." }, { "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." + "reason": "Both touch GitHub Actions, but they address different workflow code paths: comment CI/show-diff behavior vs. security-gate trigger/permissions. Not mergeable as one fix." } ] }, @@ -21507,7 +21576,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 37, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21523,12 +21592,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "326e1084c6112afed205b1b71ef96804a063fb4978295964d62f0c05389576ce", + "prepared_review_unit_hash": "532cfeef11aa5f24e91c6ec92db9a57b6303ca0cb8ee0198fb504522b5e38082", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -21536,7 +21605,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -21545,18 +21614,18 @@ "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, + "summary": "Two separate feature PRs: one adds Promptable Concept Segmentation and the other adds Promptable Visual Segmentation. They overlap in scaffolding but target different pipelines and model/test files, so they are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are separate feature additions for different segmentation tasks, not the same underlying change.", + "canonical_pr_reason": "No canonical PR as a duplicate: the PRs implement different pipeline features with different code paths and dedicated files/tests.", "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.", + "best_pr_reason": "PR 43613 is the broader, more extensive pipeline addition and is the better representative if one PR must be selected.", "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." + "reason": "Different underlying features: concept segmentation vs visual segmentation. They share documentation and registry scaffolding, but the pipeline implementations, filenames, and test suites are distinct, so they should not be merged as duplicates." } ] }, @@ -21570,7 +21639,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 37, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21586,7 +21655,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "def51bf3d70149901aeeb2a5266d8d1ad44f2f1fdd2e5b01c78b824a0501dd62", + "prepared_review_unit_hash": "13c037d549872ded01deab1ecded774b5e2f0863461ecbc8693d8909f013bab2", "component_budget": { "node_count": 2, "item_count": 2, @@ -21608,18 +21677,18 @@ "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, + "summary": "The two PRs both touch `trainer.py` but implement unrelated Trainer customizations: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. They do not look like the same underlying bug or change.", + "confidence": 0.98, "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.", + "canonical_pr_reason": "No canonical PR: these are separate Trainer changes with different code paths and different intended behavior.", "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.", + "best_pr_reason": "PR 43651 is the cleaner representative only in the sense that it is a focused standalone Trainer behavior change; it is not a duplicate of 43663.", "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." + "reason": "Different functionality: 43651 adjusts loss scaling during gradient accumulation, while 43663 extracts signature-column logic for input filtering. Same file/subsystem is not enough to merge them as duplicates." } ] }, @@ -21633,7 +21702,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 37, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21649,12 +21718,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "9b32ab8a73ce0fe2512d143c3dfba64ee8f702be503d0ab18b8959f10c46f9c4", + "prepared_review_unit_hash": "20902f4d1cca499af952b3b44f789875a5a119849141e0c98b482d1cba92a191", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -21662,7 +21731,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -21671,18 +21740,18 @@ "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, + "summary": "These are closely related CLI typing fixes in the same file, but they appear to address different import/annotation paths rather than the exact same patch. The more targeted PR is the pydantic/TypeAdapter guard in 43842.", + "confidence": 0.81, "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.", + "canonical_pr_reason": "43842 is the most specific and directly issue-aligned fix: it targets the TypeAdapter NameError when pydantic is absent, with a minimal serve.py change.", "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.", + "best_pr_reason": "43842 is the strongest standalone candidate because it is narrowly scoped, explicit about the failure mode, and less of a broad typing cleanup than 43656.", "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." + "reason": "Both touch serve.py and the TypeAdapter area, but 43656 is a broader future-annotations/type-hint cleanup while 43842 is a specific pydantic-missing guard. They do not look like the same concrete change or patchable fix." } ] }, @@ -21696,7 +21765,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 37, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21762,7 +21831,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 37, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -21780,7 +21849,6 @@ "pull_request:44017", "pull_request:44018", "pull_request:44019", - "pull_request:44024", "pull_request:44044", "pull_request:44056", "pull_request:44059", @@ -21820,8 +21888,8 @@ "pull_request:44018|pull_request:44019", "pull_request:44019|pull_request:44071", "pull_request:44068|pull_request:44722", - "pull_request:44068|pull_request:44116", "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44116", "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44085", "pull_request:44018|pull_request:44086", @@ -21830,14 +21898,14 @@ "pull_request:44085|pull_request:44086", "pull_request:44059|pull_request:44086", "pull_request:44098|pull_request:44101", - "pull_request:44018|pull_request:44071", "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", "pull_request:44017|pull_request:44161", "pull_request:44017|pull_request:44722", "pull_request:44017|pull_request:44073", "pull_request:44068|pull_request:44071", - "pull_request:43997|pull_request:44073", "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", "pull_request:44017|pull_request:44071", "pull_request:44073|pull_request:44101", "pull_request:44073|pull_request:44161", @@ -21855,13 +21923,14 @@ "pull_request:43997|pull_request:44161", "pull_request:44074|pull_request:44161", "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", "pull_request:44010|pull_request:44071", - "pull_request:44010|pull_request:44073", "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", "pull_request:43997|pull_request:44074", "pull_request:44010|pull_request:44018", - "pull_request:43997|pull_request:44129", "pull_request:44071|pull_request:44129", + "pull_request:43997|pull_request:44129", "pull_request:43996|pull_request:44161", "pull_request:43996|pull_request:44017", "pull_request:44010|pull_request:44044", @@ -21872,390 +21941,431 @@ "pull_request:43996|pull_request:44007", "pull_request:43996|pull_request:44129", "pull_request:44044|pull_request:44129", - "pull_request:44044|pull_request:44154", - "pull_request:44024|pull_request:44076" + "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "dbdf0839ddc7904e6bb4eadc3db0955a89b23cd331976d81228dee09046838d2", + "prepared_review_unit_hash": "9bcb805f4e91d8d0fd8655586b984af3d4a2b49779e37a185c269b5cfda45816", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 77, - "serialized_chars": 84506, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "soft_pair_count": 78, + "serialized_chars": 84905, + "estimated_input_tokens": 21227, + "estimated_eval_tokens": 42710 }, "budget": { - "node_count": 28, - "item_count": 28, + "node_count": 27, + "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 76938, - "estimated_input_tokens": 19235, - "estimated_eval_tokens": 38726 + "serialized_chars": 75100, + "estimated_input_tokens": 18775, + "estimated_eval_tokens": 37806 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "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, + "summary": "This cluster is mostly a broad sweep of model-specific refactors to standardized output tracing. Most PRs are not true duplicates because they target different model code paths. The only clear duplicate pockets are GPT-Neo and GPT-J/CodeGen, where later PRs look like reworked or broadened versions of the same underlying change.", + "confidence": 0.91, "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.", + "canonical_pr_reason": "PR 44722 is the best representative of the tight GPT-J/CodeGen duplicate pocket: it is the broadest and latest variant, overlaps the same concrete output-tracing changes, and subsumes the GPT-J-specific edits seen in the nearby PRs.", "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.", + "best_pr_reason": "44722 is the strongest single PR to anchor deduping here because it covers the same GPT-J/CodeGen refactor more comprehensively than the nearby variants and has the clearest overlap with the accepted duplicate candidates.", "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." + "reason": "Different model families and different concrete code paths; same tracking issue and similar refactor pattern are not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and code paths; same refactor style only." + "reason": "Different models and implementations; these are related refactor-style changes, not the same underlying bug/change." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "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." + "accept": true, + "reason": "Same GPT-J output-tracing refactor on the same code path; 44085 looks like a narrower variant of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet/RT-DETR vs EfficientNet are different model implementations." + "reason": "Both are output-tracing refactors, but they touch different model implementations and are not the same concrete change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths." + "reason": "Different model code paths (EfficientNet vs GPT-J/CodeGen); broad standardization theme alone is not a duplicate signal." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet are different model code paths." + "reason": "Different model families and separate implementations; not the same underlying fix." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 vs DeBERTa V2 are unrelated implementations." + "reason": "MobileNetV2 vs DeBERTa-v2 are unrelated concrete code paths despite similar output-tracing refactor wording." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR are different models and fixes." + "reason": "GPT-J/CodeGen vs MGP-STR are unrelated code paths; only the refactor pattern is shared." }, { "left": "pull_request:44018", "right": "pull_request:44068", - "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." + "accept": true, + "reason": "Same GPT-Neo output-tracing change in the same file/model family; this looks like a reworked duplicate." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT are unrelated model code paths." + "reason": "GPT-J/CodeGen and MPT are different implementations; same architectural cleanup theme is not enough." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo are different concrete model paths." + "reason": "GPT-J/CodeGen vs GPT-Neo are separate model code paths, so these are not duplicates." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen are different model implementations." + "reason": "Different model families; these PRs are related only by the standardized tracing initiative." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet vs GPT-J/CodeGen are unrelated code paths." + "reason": "ResNet output tracing vs GPT-J/CodeGen output tracing are distinct changes in different model code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR vs GPT-J/CodeGen; same theme, different concrete fix." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated implementations; not the same bug or change." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J are unrelated model families." + "reason": "ResNet and GPT-J target different code paths and do not look mergeable as one PR." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo vs ResNet are unrelated code paths." + "reason": "GPT-Neo vs ResNet are different model implementations; similar refactor style only." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT are unrelated implementations." + "reason": "ResNet and MPT are unrelated concrete changes." }, { "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." + "reason": "GPT-Neo and GPT-J/CodeGen are different model families; not the same underlying fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert are separate model-specific changes." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM are unrelated models." + "reason": "GPT-Neo and Flaubert/XLM are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different implementations; not a duplicate." }, { "left": "pull_request:44018", - "right": "pull_request:44071", + "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs MPT are different code paths." + "reason": "GPT-Neo and GPT-J are different model families; same refactor theme is not enough." }, { - "left": "pull_request:44071", + "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "MPT vs MGP-STR are unrelated model implementations." + "reason": "GPT-Neo and MGP-STR are unrelated code paths." }, { - "left": "pull_request:44085", + "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J vs MGP-STR; only the refactor pattern matches." + "reason": "Different models and different concrete output handling logic." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 vs MGP-STR are different concrete changes." + "reason": "GPT-2 and MGP-STR are separate model implementations; not the same underlying change." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT vs Flaubert/XLM are unrelated model code paths." + "reason": "ViLT vs Flaubert/XLM are different code paths; only the refactor pattern overlaps." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44059", + "right": "pull_request:44722", "accept": false, - "reason": "RegNet/ResNet/RT-DETR vs Segformer are different models." + "reason": "GPT-2 and GPT-J/CodeGen are unrelated model-specific refactors." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet/ResNet/RT-DETR vs GPT-Neo are different model implementations." + "reason": "SegFormer and LongT5 are different model families and not duplicate changes." }, { - "left": "pull_request:44071", - "right": "pull_request:44085", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "MPT vs GPT-J are unrelated code paths." + "reason": "VisualBert vs Flaubert are distinct implementations." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo vs GPT2 are different models." + "reason": "VisualBert and LongT5 are unrelated concrete code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are different model families; same output-tracing initiative does not make them duplicates." }, { "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "MPNet vs Flaubert/XLM are unrelated code paths." + "reason": "MPNet and Flaubert are separate model-specific changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 vs GPT-Neo are different model implementations." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different model families; not the same change." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet/ResNet/RT-DETR vs MPNet are unrelated implementations." + "reason": "RegNet vs MPNet are distinct implementations." }, { "left": "pull_request:44071", - "right": "pull_request:44129", + "right": "pull_request:44076", "accept": false, - "reason": "MPT vs SpeechT5 are different model code paths." + "reason": "MPT and ImageGPT are unrelated model-specific refactors." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "GPT2 vs MPT are unrelated models." + "reason": "TextNet and Flaubert/XLM are different concrete code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "GPT2 vs GPT-Neo; same output-tracing theme only." + "reason": "RegNet and GPT-Neo are unrelated model implementations." }, { - "left": "pull_request:44017", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "Segformer vs LongT5 are unrelated code paths." + "reason": "MPNet and LongT5 are different code paths; same initiative only." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "Segformer vs GPT-J/CodeGen are unrelated models." + "reason": "RegNet and LongT5 are not the same underlying bug or change." }, { - "left": "pull_request:44018", + "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo vs LongT5 are different concrete fixes." + "reason": "TextNet vs LongT5 are separate model-specific refactors." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44018", + "right": "pull_request:44161", "accept": false, - "reason": "TextNet vs Flaubert/XLM are unrelated model implementations." + "reason": "GPT-Neo and LongT5 are different model families." }, { - "left": "pull_request:44018", - "right": "pull_request:44010", + "left": "pull_request:43997", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo vs SqueezeBert are different code paths." + "reason": "RegNet and MPT are unrelated concrete changes." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert vs MPT are unrelated models." + "reason": "SqueezeBert and MPT are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are separate implementations." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert vs VisualBert are different code paths." + "reason": "SqueezeBert and VisualBert are different model-specific changes." }, { "left": "pull_request:43997", "right": "pull_request:44074", "accept": false, - "reason": "RegNet/ResNet/RT-DETR vs TextNet are unrelated implementations." + "reason": "RegNet and TextNet are unrelated code paths." }, { - "left": "pull_request:44073", + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are different model families." + }, + { + "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "VisualBert vs Flaubert/XLM are different model families." + "reason": "MPNet and Flaubert/XLM are distinct implementations." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "VisualBert vs LongT5 are unrelated code paths." + "reason": "MPT and SpeechT5 are unrelated concrete code paths." }, { - "left": "pull_request:44101", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44129", "accept": false, - "reason": "Flaubert/XLM vs LongT5 are unrelated models." + "reason": "RegNet and SpeechT5 are different model implementations." }, { - "left": "pull_request:44074", + "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "TextNet vs LongT5 are unrelated models." + "reason": "CVT/FNet vs LongT5 are unrelated model-specific refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are different code paths; only the refactor theme is shared." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert vs DeBERTa V2 are different models." + "reason": "SqueezeBert and DeBERTa-v2 are distinct model implementations." }, { "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." + "reason": "DeBERTa-v2 and TextNet are unrelated 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." + "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is a later, broader variant that overlaps the same concrete 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." + "reason": "Same GPT-J output-tracing change on the same code path; 44722 subsumes the gptj-specific edits." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J vs SpeechT5 are unrelated model code paths." + "reason": "GPT-J and SpeechT5 are different model code paths, so not duplicates." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "FNet/CVT vs RegNet/ResNet/RT-DETR are unrelated model implementations." + "reason": "CVT/FNet and RegNet/ResNet/RT-DETR are different model-specific changes." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "FNet/CVT vs SpeechT5 are different concrete fixes." + "reason": "CVT/FNet and SpeechT5 are unrelated implementations." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa V2 vs SpeechT5 are unrelated models." + "reason": "DeBERTa-v2 and SpeechT5 are separate model code paths." }, { "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." + "reason": "DeBERTa-v2 and ViTS are different model implementations; same tracing initiative only." } ] }, "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." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about cross-family refactors. The accepted duplicate pockets are limited to the clearly mergeable GPT-Neo and GPT-J/CodeGen variants, and the canonical-pr choice of 44722 is supported as the broader later GPT-J/CodeGen variant. I don\u2019t see an overstatement of evidence in the soft-edge verdicts." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 13, - "component_count": 37, + "component_count": 35, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -22267,76 +22377,85 @@ "nodes": [ "pull_request:43997", "pull_request:44010", + "pull_request:44024", "pull_request:44056", "pull_request:44073", "pull_request:44074", + "pull_request:44076", "pull_request:44129" ], "soft_pairs": [ + "pull_request:44024|pull_request:44076", "pull_request:44073|pull_request:44074", "pull_request:44056|pull_request:44073", "pull_request:44056|pull_request:44074", "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "040c8d5b36d768ef552bf5f1da20a367f49130eb7dd93ec468067db21dc56870", + "prepared_review_unit_hash": "13c79a0b58ad774af27240a6c4daecd6eadb43cfe8ef6d956f07b25e8941febf", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 77, - "serialized_chars": 84506, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "soft_pair_count": 78, + "serialized_chars": 84905, + "estimated_input_tokens": 21227, + "estimated_eval_tokens": 42710 }, "budget": { - "node_count": 6, - "item_count": 6, - "soft_pair_count": 5, - "serialized_chars": 13068, - "estimated_input_tokens": 3267, - "estimated_eval_tokens": 6790 + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17126, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs 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, + "summary": "All items are model-specific PRs that modernize output tracing/collection, but they target different architectures and code paths. They are thematically similar, not duplicates.", + "confidence": 0.94, "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.", + "canonical_pr_reason": "No single canonical PR: each change is scoped to a different model, so they are not the same underlying fix.", "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.", + "best_pr_reason": "PR 44073 is the clearest representative of the cluster\u2019s standardized output-tracing pattern, with explicit output-hook mapping and a focused scope.", "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Same broad refactor theme, but FocalNet vs ImageGPT are different model paths with separate implementations." + }, { "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." + "reason": "Both standardize outputs, but VisualBert and TextNet are unrelated model code paths and 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." + "reason": "Both touch output tracing, but MPNet and VisualBert are distinct model-specific refactors." }, { "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." + "reason": "Different models and different forward/output plumbing; too broad to be the same underlying change." }, { "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." + "reason": "RegNet and SqueezeBert are unrelated implementations; these are parallel cleanup refactors, not 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." + "reason": "SqueezeBert output tracing and SpeechT5 output-capture changes affect different concrete code paths and cannot plausibly be one PR." } ] }, @@ -22350,7 +22469,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 37, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22416,274 +22535,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "025e3e57519228e405648a44aa619664b6be39ee54abf987f97b89cfea68f867", + "prepared_review_unit_hash": "998c82ff21f87262837b8786e9e47fe6ec8ad74cd28a00acc45f219e1d12e973", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40182, - "estimated_input_tokens": 10046, - "estimated_eval_tokens": 20348 + "serialized_chars": 40173, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40182, - "estimated_input_tokens": 10046, - "estimated_eval_tokens": 20348 + "serialized_chars": 40173, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "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, + "summary": "These are separate model-specific output-tracing refactors, not duplicate bug fixes. The cluster is thematically similar, but each PR changes a different model implementation and would not realistically be merged as one PR.", + "confidence": 0.92, "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.", + "canonical_pr_reason": "PR 44003 is the broadest and most representative change in the cluster: it spans both `falcon_mamba` and `mamba`, adds the new output-capturing plumbing, and looks like the most complete instance of this refactor pattern.", "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.", + "best_pr_reason": "PR 44003 is the strongest standalone representative of the cluster\u2019s refactor theme because it covers multiple related model files and the core output-tracing machinery, while the others are narrower per-model variants.", "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`)." + "reason": "Different model families (`timm_backbone` vs `upernet`) and different forward/output plumbing; same theme, not the same underlying change." }, { "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." + "reason": "`timm_backbone` and `vision_text_dual_encoder` are unrelated code paths; both mention output tracing, but they are not duplicate fixes." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model code paths (`timm_backbone` vs `univnet`); similar mechanics only." + "reason": "`timm_backbone` vs `univnet` are separate model implementations with distinct output handling; not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Separate model families and fixes; not the same underlying change." + "reason": "`timm_backbone` and `mamba/falcon_mamba` are different architectures and code paths; too broad to treat as duplicates." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` and `codegen` have different forward signatures and output semantics; same refactor style, not same bug." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Unrelated model implementations; same refactor pattern but not the same code-path problem." + "reason": "`timm_backbone` and `rwkv` are unrelated model paths; no concrete shared bug/change." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different model targets (`mobilenet_v1` vs `univnet`); only the output-tracing pattern overlaps." + "reason": "`mobilenet_v1` and `univnet` are distinct model families; output tracing is the shared theme, not the underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Separate model code paths, so this is not one shared bug/change." + "reason": "`mobilenet_v1` and `upernet` change different forward implementations; not a duplicate PR." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families; too broad to treat as a duplicate/mergeable PR pair." + "reason": "`mobilenet_v1` and `depth_anything/prompt_depth_anything` are separate model-specific refactors, not one concrete fix." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Touches different architectures and files; same refactor style only." + "reason": "`mobilenet_v1` and `vision_encoder_decoder` have different code paths and output contracts; not the same bug." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder wrapper vs MobileNet implementation; not the same change." + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are different model wrappers with different tracing changes; reject as non-duplicate." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Both are tracing refactors, but they target unrelated models and concrete code paths." + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated model families; same refactor label, different changes." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Distinct model implementations; not one underlying bug or mergeable fix." + "reason": "`vision_text_dual_encoder` and `upernet` touch different model implementations and output types; not a single code-path fix." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different model code paths (`vision_text_dual_encoder` vs `falcon_mamba`/`mamba`)." + "reason": "`vision_text_dual_encoder` and `mamba/falcon_mamba` are different architectures; no shared concrete bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` and `codegen` have unrelated forward logic; similar refactor pattern only." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Same broad refactor theme, but different model families and behavior surfaces." + "reason": "`vision_text_dual_encoder` and `depth_anything` are separate model-specific output-tracing changes, not duplicates." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Separate models with only superficial similarity in tracing cleanup." + "reason": "`univnet` and `upernet` are different model families with distinct output handling; not the same underlying fix." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different underlying implementations; not a single concrete fix." + "reason": "`univnet` and `mamba/falcon_mamba` are unrelated model code paths; too broad to merge as one PR." }, { "left": "pull_request:44001", - "right": "pull_request:44025", + "right": "pull_request:44004", "accept": false, - "reason": "Unrelated model code paths; too broad to merge as duplicates." + "reason": "`univnet` and `codegen` differ in model architecture and forward behavior; not a duplicate change." }, { - "left": "pull_request:44002", - "right": "pull_request:44029", + "left": "pull_request:44001", + "right": "pull_request:44025", "accept": false, - "reason": "Different subsystems (`upernet` vs `rwkv`); same refactor pattern only." + "reason": "`univnet` and `depth_anything` are separate output-tracing refactors across different model code paths." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Not the same model family or code-path issue." + "reason": "`upernet` and `mamba/falcon_mamba` are unrelated model implementations; same broad theme only." }, { - "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", + "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different models and behavior surfaces; not mergeable into one PR." + "reason": "`upernet` and `codegen` alter different forward/output contracts; not the same concrete bug or change." }, { - "left": "pull_request:44002", - "right": "pull_request:44004", + "left": "pull_request:44003", + "right": "pull_request:44028", "accept": false, - "reason": "Distinct code paths; similar mechanical cleanup only." + "reason": "`mamba/falcon_mamba` and `superpoint` are different model families with different tracing code; not duplicate PRs." }, { - "left": "pull_request:44000", + "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model implementations; same theme but not the same fix." + "reason": "`mamba/falcon_mamba` and `codegen` are separate architectures with different output tracing implementations." }, { "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." + "reason": "`depth_anything` and `vision_encoder_decoder` are distinct model wrappers; not the same code-path problem." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Separate encoder-decoder and depth models; only the refactor pattern is shared." + "reason": "`depth_anything` and `speech_encoder_decoder` are separate model-specific changes, not one mergeable fix." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different model code paths and behavior; not a duplicate PR pair." + "reason": "`depth_anything` and `superpoint` differ in model architecture and output handling; reject as non-duplicate." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures (`depth_anything` vs `rwkv`); same tracing refactor motif only." + "reason": "`depth_anything` and `rwkv` are unrelated model implementations; same refactor motif only." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Unrelated model families; not the same concrete fix." + "reason": "`depth_anything` and `dpr` are different model code paths with different output contracts; not the same fix." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "Different model subsystems and code paths; only broadly similar cleanup." + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are analogous wrappers but different concrete implementations; too broad to merge." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "Different wrapper models and implementation details; not mergeable as one change." + "reason": "`vision_encoder_decoder` and `superpoint` are unrelated models; not duplicate changes." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "Separate model code paths (`vision_encoder_decoder` vs `superpoint`)." + "reason": "`vision_encoder_decoder` and `rwkv` touch different code paths and output behavior; reject." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model families; same output-tracing style but not the same change." + "reason": "`vision_encoder_decoder` and `dpr` are separate model wrappers; no shared concrete bug." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different models and behavior surfaces; not a shared bug or fix." + "reason": "`speech_encoder_decoder` and `superpoint` are different model families; not the same underlying change." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Unrelated code paths (`speech_encoder_decoder` vs `rwkv`)." + "reason": "`speech_encoder_decoder` and `rwkv` are unrelated model implementations; similar theme only." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different model implementations; only mechanically similar." + "reason": "`speech_encoder_decoder` and `dpr` have different forward paths and output semantics; not a duplicate." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Different subsystems and code paths; not the same underlying change." + "reason": "`superpoint` and `rwkv` are distinct model code paths; same refactor label is insufficient." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Distinct model families; same broad refactor pattern only." + "reason": "`superpoint` and `dpr` are different model implementations; not the same fix." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Different model code paths (`rwkv` vs `dpr`); not one concrete bug/change." + "reason": "`rwkv` and `dpr` are unrelated model families with different output tracing changes; reject." } ] }, @@ -22697,7 +22810,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 37, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22713,7 +22826,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "6a00dedccffd0ae2d9d2014687d93d82891c0099325c25aae4d36cddf9e54d7d", + "prepared_review_unit_hash": "57374bd1808273027068393e3a38af0ab09ff4a3593d91e79bd77dfa924c873f", "component_budget": { "node_count": 2, "item_count": 2, @@ -22735,18 +22848,18 @@ "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, + "summary": "These are two unrelated model-addition PRs: one implements PenguinVL, the other adds Voxtral TTS. They share only generic Transformers boilerplate and docs/auto-registry plumbing, not the same underlying bug or feature.", + "confidence": 0.98, "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.", + "canonical_pr_reason": "No single canonical PR for the cluster; if one must be selected, #45401 is the cleaner representative because it is more narrowly scoped and has an explicit issue target, but it is not a duplicate of #44662.", "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.", + "best_pr_reason": "#45401 is the stronger standalone PR candidate: it is tightly tied to a specific issue, has a focused model implementation, and is more self-contained than the broader PenguinVL add-on.", "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." + "reason": "Different model integrations for different architectures and use cases (PenguinVL vs Voxtral TTS). Overlap in auto-registration/docs is generic scaffolding, not the same code-path change." } ] }, @@ -22760,7 +22873,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 37, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22776,40 +22889,40 @@ "soft_pairs": [ "pull_request:44965|pull_request:46845" ], - "prepared_review_unit_hash": "5fb1fcb961faca3770c03fd259d072c9e5eddba3bd41cae35eb67592916f4d0d", + "prepared_review_unit_hash": "8c22fe8005fd2f0ff7bfc77c1bfc52f5eb004ef67811b48e232c60809b491d4f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4268, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4219, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4268, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4219, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 }, "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, + "summary": "Two open PRs with only superficial similarity. One is a workflow change to convert PRs to draft; the other is a CI rerouting change plus an unrelated code edit used as a trigger. They do not appear to fix the same underlying bug or implement the same change.", + "confidence": 0.9, "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.", + "canonical_pr_reason": "PR #46845 is the better representative because it has a clearer, concrete purpose in the CI path and a more identifiable change set than the vague experimental PR #44965.", "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.", + "best_pr_reason": "PR #46845 is the strongest standalone PR in this cluster: it makes a specific CI workflow adjustment and is more actionable than #44965, whose title and diff are too ambiguous.", "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." + "reason": "Different changes: #44965 edits a workflow to convert PRs to draft, while #46845 reroutes CI to a smaller runner group and includes an unrelated model file touch. They do not target the same concrete code-path problem." } ] }, @@ -22823,7 +22936,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 37, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22839,7 +22952,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "811484f705810b83e92993131183cdedd977ee1e4bd83d7ce18d6bcb6621370a", + "prepared_review_unit_hash": "3638ebd0dcfcf94b5e7e1cec53a231c6ed242d5270ef17540dc023310f4681e1", "component_budget": { "node_count": 2, "item_count": 2, @@ -22861,18 +22974,18 @@ "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, + "summary": "These PRs are related conceptually but not duplicates: #44979 adds a low-level Module Fusion API scaffold, while #45363 wires n-to-1 kernel fusion through KernelConfig and model loading. They target different code paths and could not plausibly be merged as one PR without turning into a broader feature bundle.", + "confidence": 0.95, "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.", + "canonical_pr_reason": "If a single representative is needed, #45363 is the more concrete end-user change because it implements the actual KernelConfig-based fusion path across loading/integrations; #44979 is just the lower-level API foundation.", "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.", + "best_pr_reason": "#45363 is the better standalone PR to represent the cluster because it delivers the end-to-end feature and touches the runtime path users would actually exercise.", "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." + "reason": "Different feature layers: #44979 introduces a generic module-fusion API, while #45363 implements KernelConfig-driven n-to-1 fusion and model integration. They do not fix the same concrete problem and are not mergeable as one PR." } ] }, @@ -22886,7 +22999,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 37, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22902,12 +23015,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "bef5eb568f289e011361bfde676f57f1fe405aac454caf57dd728fbb2456027c", + "prepared_review_unit_hash": "a31ed154f9d9a7edd45f27e2173f4b774ae8e70178e6c0eeae7d99f250b920cc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -22915,7 +23028,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -22924,18 +23037,18 @@ "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.", + "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the later PR also adds tests, making it the better canonical choice.", "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.", + "canonical_pr_reason": "Choose PR 45317 because it is the more complete version of the same fix and includes test coverage, while still targeting the same code path as PR 45086.", "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.", + "best_pr_reason": "PR 45317 is the best representative because it contains the same bug fix plus validation tests, so it is the most merge-ready and complete candidate.", "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." + "reason": "Same underlying bug and same code-path change in `tokenization_utils_tokenizers.py`; the second PR appears to be the test-augmented refinement of the first, so they could plausibly be merged into one PR." } ] }, @@ -22949,7 +23062,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 37, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22965,7 +23078,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "1d204ae0488bf397186b773e002b7a3f6ebf9e8cbbe7c570ba1356e072cbf908", + "prepared_review_unit_hash": "ba2a8e251926ef15236daba9aac97bf221f08033c14cb5748a5196cc88b10cf4", "component_budget": { "node_count": 2, "item_count": 2, @@ -22987,18 +23100,18 @@ "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, + "summary": "Two open NemotronH pull requests overlap on model internals, but they target different scopes: one is a conversion/mapping refactor, the other is the fuller dense/sparse model split with docs and tests. They are related, but not duplicates.", + "confidence": 0.88, "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.", + "canonical_pr_reason": "45569 is the broader, more complete implementation PR: it introduces the dense/sparse NemotronH split, auto-mapping, docs, and tests. 45115 is a narrower conversion-mapping/inheritance refactor.", "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.", + "best_pr_reason": "45569 is the best representative of the cluster because it addresses the main user-facing model restructuring rather than only checkpoint conversion naming.", "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." + "reason": "They share NemotronH internals, but 45115 is focused on checkpoint conversion key renaming and inheritance plumbing, while 45569 implements the actual dense/sparse model split plus documentation and tests. Different concrete changes, so not a duplicate." } ] }, @@ -23012,7 +23125,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 37, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23028,40 +23141,40 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "101b1bf29a6015831cb3c340d25fba152e7e240e806cb532adde5e54770d278a", + "prepared_review_unit_hash": "20d8e6171907021f0769aa3a62099cdbe587659c47de51d1e43f565968a511fa", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5953, - "estimated_input_tokens": 1489, - "estimated_eval_tokens": 3234 + "serialized_chars": 5952, + "estimated_input_tokens": 1488, + "estimated_eval_tokens": 3232 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5953, - "estimated_input_tokens": 1489, - "estimated_eval_tokens": 3234 + "serialized_chars": 5952, + "estimated_input_tokens": 1488, + "estimated_eval_tokens": 3232 }, "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, + "summary": "Two open PRs in the same feature area, but they are not the same change: one adds full heterogeneous model support, while the other is a narrower per-layer configuration-only piece. The overlap is mostly in shared config/docs/tests files, not the concrete code-path fix.", + "confidence": 0.79, "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.", + "canonical_pr_reason": "PR 45332 is the broader umbrella change: it includes both heterogeneous configuration and modeling/runtime integration, whereas 45333 is a narrower config-only subset.", "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.", + "best_pr_reason": "PR 45332 is the best representative of the cluster because it covers the full heterogeneous model support feature and subsumes the config work; 45333 looks like a partial, narrower follow-up or split-out piece.", "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." + "reason": "Reject as duplicate: they share heterogeneous config/docs files, but 45332 also changes modeling/runtime code paths (cache, masking, modeling_utils, supported_models, mxfp4) that 45333 does not. This is closer to related feature work than the same concrete PR." } ] }, @@ -23075,70 +23188,7 @@ { "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, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23154,40 +23204,40 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "242447b1468505486110778daa98335f37d3e9fb174c8e1de1efd6e49fff0434", + "prepared_review_unit_hash": "cb7f42a4af3d4b1c125f293964ca731546ec2121eff71d33bfba530ceec81795", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5512, - "estimated_input_tokens": 1378, - "estimated_eval_tokens": 3012 + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5512, - "estimated_input_tokens": 1378, - "estimated_eval_tokens": 3012 + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both 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, + "summary": "Both PRs are type-checking related, but they address different changes: one is a broad mypy/typing sweep across many files, the other adds specific typing protocols/aliases for modeling utilities. They are not the same underlying bug or change.", + "confidence": 0.91, "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.", + "canonical_pr_reason": "PR #45425 is the more concrete and self-contained typing change, with specific new protocol/alias definitions and targeted code updates. PR #45415 is a broad repository-wide type-checking sweep rather than a single fix.", "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.", + "best_pr_reason": "PR #45425 is the better standalone candidate because it fixes a focused typing interoperability problem in the codebase. PR #45415 is too broad and mixed, spanning many files and type-ignore policy changes.", "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." + "reason": "Both concern typing, but #45415 is a broad type-checking pass while #45425 introduces targeted typing helpers for specific APIs; they do not appear to fix the same concrete problem." } ] }, @@ -23200,8 +23250,8 @@ }, { "label": "pull_request", - "component_index": 23, - "component_count": 37, + "component_index": 22, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23217,7 +23267,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "ee653498f67adfb4af474e4f67ee1f21b793cdfc3db0ca548157fca4b1da7d91", + "prepared_review_unit_hash": "e66021eec23458f8447c9f427a28a25db2e2b477509581789400720fc3197253", "component_budget": { "node_count": 2, "item_count": 2, @@ -23239,18 +23289,18 @@ "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, + "summary": "Both PRs are about expert-parallel loading, but they target different failure modes and code paths: one fixes Accelerate/ZeRO-3 loading metadata and config serialization, while the other fixes expert tensors being overwritten during FSDP2/rank-0 broadcast. They are not the same underlying change.", + "confidence": 0.93, "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.", + "canonical_pr_reason": "No single canonical PR fits this cluster well because the two PRs address distinct bugs. If forced to choose one, PR #45662 is the broader expert-parallel correctness fix, but it is not a duplicate of #45548.", "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.", + "best_pr_reason": "PR #45662 is the better representative of the cluster only in the sense that it is the more substantial EP correctness fix; however, it should not be treated as the same fix as #45548.", "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." + "reason": "Different concrete bugs: #45548 fixes EP + DeepSpeed ZeRO-3 loading via accelerate launch and config serialization/has_ep handling, while #45662 fixes experts being silently overwritten by rank-0 broadcast in a different distributed loading path (FSDP2). Shared EP vocabulary and one common file are not enough to merge them as duplicates." } ] }, @@ -23263,8 +23313,8 @@ }, { "label": "pull_request", - "component_index": 24, - "component_count": 37, + "component_index": 23, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23280,7 +23330,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "0eaf480bec6bd7f697db59bcef05e0fee9a94bbc3a9e4e2ca514fdb57a736193", + "prepared_review_unit_hash": "6f4ddb226c8f1907d234bc1e5007e276b2ec100357e51ccaa5fc066ac891150a", "component_budget": { "node_count": 2, "item_count": 2, @@ -23302,18 +23352,18 @@ "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, + "summary": "Both PRs address the same xdist-related captured_info collision problem in testing/debug logging; #45645 appears to be the broader, more complete fix because it adds both per-worker file handling and CI workflow aggregation of multiple artifacts.", + "confidence": 0.87, "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.", + "canonical_pr_reason": "#45645 is the better canonical PR: it covers the xdist-safe output split in testing_utils and also updates CI to read all captured_info artifacts, making the fix end-to-end.", "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.", + "best_pr_reason": "#45645 is the strongest representative because it resolves the underlying artifact collision and preserves the debug-log consumption path in CI; #45639 is a narrower subset.", "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." + "accept": true, + "reason": "Both PRs fix the same concrete bug: captured_info output collisions under pytest-xdist. #45645 is a superset of #45639, not a different change." } ] }, @@ -23326,8 +23376,8 @@ }, { "label": "pull_request", - "component_index": 25, - "component_count": 37, + "component_index": 24, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23343,7 +23393,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "19c0bdf7b9f8e3f0539753ce58e0cad71b07bf3e39c02c55c032ebb9b786f1ad", + "prepared_review_unit_hash": "8fa8d800f3045ea61cd5ba59755a5073aa7b0b495c0e51598ff5e0f702d0ddb9", "component_budget": { "node_count": 2, "item_count": 2, @@ -23365,18 +23415,18 @@ "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, + "summary": "These are two unrelated open PRs: one adds TRF003 tuple-return handling across model forwards, the other adds TRF018 weight-initialization rule changes across many model files. They share only broad linter/modeling overlap, not the same underlying fix.", + "confidence": 0.98, "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.", + "canonical_pr_reason": "No canonical PR: the two changes address different lint rules and different codepaths (forward return behavior vs. weight initialization).", "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.", + "best_pr_reason": "PR 46259 is the better standalone representative of its change set because it is the broader, more mature modeling-rule implementation, but it is still unrelated to PR 45720.", "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." + "reason": "Reject: they target different linter rules and fix different underlying behaviors. One changes forward signatures/tuple-return behavior (TRF003), the other changes initialization patterns across model classes (TRF018), so they are not the same PR merged twice." } ] }, @@ -23389,8 +23439,8 @@ }, { "label": "pull_request", - "component_index": 26, - "component_count": 37, + "component_index": 25, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23455,8 +23505,8 @@ }, { "label": "pull_request", - "component_index": 27, - "component_count": 37, + "component_index": 26, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23464,48 +23514,63 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45932-2", + "cluster_id": "cluster-45932-3", "nodes": [ "pull_request:45932", - "pull_request:46100" + "pull_request:46100", + "pull_request:46891" ], "soft_pairs": [ - "pull_request:45932|pull_request:46100" + "pull_request:45932|pull_request:46100", + "pull_request:45932|pull_request:46891", + "pull_request:46100|pull_request:46891" ], - "prepared_review_unit_hash": "a62807c5a097ad0dce6286c9922fb307ebe1f7843cb5ccfaee09fd41a2d63e95", + "prepared_review_unit_hash": "08ccf1e4828a29dfca6d6a7c1519f2f7d3bc1973e4030d147ae2090e6f3575d9", "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 5161, - "estimated_input_tokens": 1291, - "estimated_eval_tokens": 2838 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7882, + "estimated_input_tokens": 1971, + "estimated_eval_tokens": 4198 }, "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 5161, - "estimated_input_tokens": 1291, - "estimated_eval_tokens": 2838 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7882, + "estimated_input_tokens": 1971, + "estimated_eval_tokens": 4198 }, "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.", + "summary": "All three pull requests are unrelated: one is a grafana/CI instrumentation PR with model tweaks, one is a test-migration PR, and one is a PEFT integration CI PR. They only share broad workflow/test infrastructure similarities, not the same concrete bug or change.", "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.", + "canonical_pr_reason": null, "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.", + "best_pr_reason": "No single PR is a clear canonical duplicate target here; the cluster does not represent one underlying change, so no PR should be treated as the representative duplicate fix.", "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." + "reason": "Both are test/CI-oriented, but 45932 also changes model implementation and workflow secrets while 46100 is a test migration with new kernel/DDP test files. They do not fix the same concrete issue and would not plausibly merge into one PR." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46891", + "accept": false, + "reason": "They both touch the CI caller workflow, but 45932 is a grafana/testing PR with unrelated model edits, while 46891 is specifically about PEFT integration CI and peft.py. Shared workflow file alone is not enough to indicate the same underlying change." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46891", + "accept": false, + "reason": "46100 is a broad test migration across vision tests and kernel fixtures, whereas 46891 targets PEFT integration CI and peft integration code paths. These are different changes in different areas, not duplicate fixes." } ] }, @@ -23518,8 +23583,8 @@ }, { "label": "pull_request", - "component_index": 28, - "component_count": 37, + "component_index": 27, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23535,12 +23600,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "3461742bcbfef783957e5249230a4f92709e6549876e49ef5119a641ce00bd1d", + "prepared_review_unit_hash": "cb9f66b9497e95be945b7659117dfd58ac4507ce88435477465d01375a133b72", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -23548,7 +23613,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -23557,18 +23622,18 @@ "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, + "summary": "The two PRs overlap on distributed files, but they are not the same change: one is a focused EP + Trainer integration, while the other is a broad distributed branch-base sweep with many unrelated subsystems. Treat them as related but not duplicates.", + "confidence": 0.88, "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.", + "canonical_pr_reason": "PR 46126 is the clearest single-purpose change: EP + Trainer integration on top of DistributedConfig. PR 46269 is a broad branch-base PR that touches many unrelated distributed areas, so the overlap is incidental rather than duplicate intent.", "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.", + "best_pr_reason": "PR 46126 is the best representative of the cluster because it has a specific, concrete feature goal and a tighter scope than the branch-base PR.", "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." + "reason": "Reject: they share some distributed filenames, but the titles, scope, and diff context differ substantially. 46126 targets EP/trainer integration, while 46269 is a broad distributed branch base spanning CI, FSDP, sharding, integrations, and model changes. Not the same underlying change." } ] }, @@ -23581,8 +23646,8 @@ }, { "label": "pull_request", - "component_index": 29, - "component_count": 37, + "component_index": 28, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23634,208 +23699,208 @@ "pull_request:46504|pull_request:46563", "pull_request:46504|pull_request:46716" ], - "prepared_review_unit_hash": "d7dab3bfb64af42530fb5a97fdcfc08df5be666cec1382c5ad4fced85a86e6ce", + "prepared_review_unit_hash": "f75f3cea02dc76563352739bb32297929851c1500c3fe8367e415019c6b76647", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25932, - "estimated_input_tokens": 6483, - "estimated_eval_tokens": 13222 + "serialized_chars": 25925, + "estimated_input_tokens": 6482, + "estimated_eval_tokens": 13220 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25932, - "estimated_input_tokens": 6483, - "estimated_eval_tokens": 13222 + "serialized_chars": 25925, + "estimated_input_tokens": 6482, + "estimated_eval_tokens": 13220 }, "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, + "summary": "This cluster is a set of small workflow-maintenance PRs, mostly unrelated despite some superficial similarity in GitHub Actions hardening. The only exact duplicates are none; even the repeated pr-ci-security-gate.yml PRs change different parts of the workflow.", + "confidence": 0.92, "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.", + "canonical_pr_reason": "PR 46554 is the most substantive and central workflow change here: it adds checkout/pinning and security checks to pr-ci-security-gate.yml, while the other nearby PRs are narrower edits to the same workflow or unrelated workflow tweaks.", "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.", + "best_pr_reason": "PR 46554 is the best representative of the cluster because it is the clearest functional workflow/security change and the closest hub for the repeated pr-ci-security-gate.yml edits, even though the cluster is not a true duplicate set.", "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." + "reason": "Different workflows and different problems: stdin-safe comment handling in self-comment-ci vs security-gate logic in pr-ci-security-gate." }, { "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." + "reason": "Same broad area of CI workflows, but the actual changes are unrelated: comment parsing vs permissions/approval gating." }, { "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." + "reason": "Unrelated changes; one hardens a workflow command input path, the other adjusts a reusable workflow call and adds a safety note." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow behaviors in different PRs; not the same fix." + "reason": "Different workflow and different fix: comment stdin handling vs changing secrets forwarding in pr-ci-security-gate.yml." }, { "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." + "reason": "Both harden shell handling of event text, but they target different workflows and different commands, so not the same underlying bug." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and distinct changes; no shared bug or mergeable single fix." + "reason": "Different workflow files and unrelated behavior changes; one pins a downloaded helper and unsets a token, the other adds workflow_dispatch to benchmark_v2." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "SSH runner hardening vs anti-slop permissions move; separate fixes." + "reason": "Both touch workflow config, but they solve different issues: runner hardening vs anti-slop permissions scoping." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "SSH runner hardening vs reviewer assignment checkout tweak; unrelated changes." + "reason": "Distinct workflow updates with no shared concrete bug or code path." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different failure modes; not the same underlying issue." + "reason": "Both are workflow-security related, but one hardens ssh-runner while the other changes PR CI gate logic; different problems and code paths." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "SSH runner changes are unrelated to PR CI security-gate permission/approval changes." + "reason": "Different workflow files and different fixes; no shared underlying change." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow edits, but they address different jobs and different behavior." + "reason": "Permissions scoping for anti-slop and benchmark trigger behavior are unrelated changes." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Anti-slop permission adjustment and reviewer assignment checkout ref are separate fixes." + "reason": "Separate workflow maintenance edits; no common bug or feature." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and unrelated changes; not the same bug." + "reason": "Anti-slop permissions and shell quoting for commit messages are different issues in different workflows." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and distinct concerns; no shared concrete issue." + "reason": "Different workflow targets and fixes; not the same underlying problem." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Reviewer assignment checkout ref and benchmark dispatch enablement are unrelated." + "reason": "Assign-reviewers checkout behavior and benchmark scheduling are unrelated." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows with different behavior changes; not duplicates." + "reason": "No shared bug: reviewer assignment checkout ref vs commit-message shell handling." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Reviewer workflow tweak vs PR CI security-gate logic; different problems." + "reason": "Different workflow logic and different failure modes." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark dispatch support and build-ci image tag detection are separate changes." + "reason": "Benchmark workflow trigger addition vs shell-safe commit message parsing; not the same change." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different code paths; no common fix." + "reason": "Unrelated workflow changes with no common concrete bug." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Build-ci docker tag parsing vs PR CI security-gate checks are unrelated." + "reason": "Both involve workflow hardening, but they affect different scripts/inputs and different code paths." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different files and different workflow behavior; not the same change." + "reason": "Different workflow files and unrelated fixes." }, { "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." + "reason": "Same file, but one adds checkout and diff-based security checks while the other changes permissions and approval gating; distinct changes." }, { "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." + "reason": "Security-gate logic vs a reusable-workflow note and secrets-handling comment; not the same underlying change." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Different security-gate edits: checkout/diff logic versus secrets inheritance hardening." + "reason": "Different edits to the same workflow file, but one is about PR file-change checks and the other is about secrets passing." }, { "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." + "reason": "Different concerns in the same workflow area: permissions/result gating vs reusable-workflow safety commentary." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Permissions/approval gating change vs secrets handling change; distinct fixes." + "reason": "Not the same fix; one adjusts permissions and job gating, the other changes secrets inheritance." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Reusable-workflow comment/wiring change and secrets: {} are separate changes." + "reason": "A safety note about the reusable workflow is not the same change as replacing secrets: inherit with secrets: {}." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and unrelated behavior changes." + "reason": "Unrelated workflow hardening vs reusable-workflow commentary/secrets handling." }, { "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." + "reason": "Different workflows and different fixes; no shared underlying bug." } ] }, @@ -23848,8 +23913,8 @@ }, { "label": "pull_request", - "component_index": 30, - "component_count": 37, + "component_index": 29, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23865,12 +23930,12 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "088f6356b7bca165e1e99b1da9c305e6377a5edd2101d81ac6b1d1252f7990ee", + "prepared_review_unit_hash": "4ac6459c716a40f961992ea5f6c0aaef47d59956a3715d8ec321634c408c4b6b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4276, + "serialized_chars": 4275, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -23878,7 +23943,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4276, + "serialized_chars": 4275, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -23887,18 +23952,18 @@ "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, + "summary": "Two open PRs are thematically similar because both replace file-open-based source inspection with safer source-reading utilities, but they target different code paths and behaviors, so they are not duplicates.", + "confidence": 0.9, "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.", + "canonical_pr_reason": null, "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.", + "best_pr_reason": "PR 46207 is the stronger representative: it has a clear concrete fix in modeling_utils and includes tests, making it more self-contained and easier to understand than the broader import-utils 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." + "reason": "Related theme only; they fix different mechanisms in different modules (import_utils self-source resolution vs modeling_utils attention-implementation detection) and are not the same concrete bug or mergeable into one PR." } ] }, @@ -23911,8 +23976,8 @@ }, { "label": "pull_request", - "component_index": 31, - "component_count": 37, + "component_index": 30, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23974,8 +24039,8 @@ }, { "label": "pull_request", - "component_index": 32, - "component_count": 37, + "component_index": 31, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23991,12 +24056,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "aeb0a3c7c14d81d0fd14556ea76cb164814d81c577d3ec55eda45439fc1420fe", + "prepared_review_unit_hash": "d353a36870884993891133649db03c8a4dbae05ce788c0416fb39f246fe6856c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4851, + "serialized_chars": 4850, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -24004,7 +24069,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4851, + "serialized_chars": 4850, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -24013,18 +24078,18 @@ "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, + "summary": "Both pull requests fix the same off-by-one right-window boundary bug in sliding window masking for Moonshine streaming; 46546 is the broader, more complete version and also touches Gemma4 and tests.", + "confidence": 0.91, "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.", + "canonical_pr_reason": "PR 46546 is the better canonical PR because it contains the same Moonshine streaming boundary fix plus an additional matching fix in Gemma4 and test coverage, making it the more complete change set.", "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.", + "best_pr_reason": "PR 46546 is the strongest representative because it addresses the shared boundary bug in the main Moonshine code paths and includes validation, while 46310 is a narrower subset of the same fix.", "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." + "reason": "Same underlying off-by-one right-window boundary bug in the sliding_window_mask function; 46546 expands the same fix and could plausibly subsume 46310." } ] }, @@ -24037,8 +24102,8 @@ }, { "label": "pull_request", - "component_index": 33, - "component_count": 37, + "component_index": 32, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24060,58 +24125,58 @@ "pull_request:46425|pull_request:46509", "pull_request:46425|pull_request:46850" ], - "prepared_review_unit_hash": "6570f8a0d2a5fef972434e0bb01270f266ffed36bd267e133d398ee4f9777d0c", + "prepared_review_unit_hash": "a39c6563e2a0c039ac95327514c60280c45dc2ae4f8533fb4d843173eb34066f", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 4, - "serialized_chars": 14036, - "estimated_input_tokens": 3509, - "estimated_eval_tokens": 7274 + "serialized_chars": 14037, + "estimated_input_tokens": 3510, + "estimated_eval_tokens": 7276 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 4, - "serialized_chars": 14036, - "estimated_input_tokens": 3509, - "estimated_eval_tokens": 7274 + "serialized_chars": 14037, + "estimated_input_tokens": 3510, + "estimated_eval_tokens": 7276 }, "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.", + "summary": "These PRs are not duplicates: they span unrelated areas, including multimodal continuous batching, two different new model integrations, a Nemotron Omni integration, and a Gemma attention-masking fix.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single underlying PR change ties the cluster together; if a representative must be chosen, PR 46425 is the most self-contained general model-integration PR, but it is not a true canonical duplicate target for the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 46425 is the clearest stand-alone representative among this heterogeneous set, but only as a cluster exemplar, not because it duplicates the others.", "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." + "reason": "Continuous batching multimodal support and a HunYuan VL model addition are different changes touching different subsystems and codepaths." }, { "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." + "reason": "One is continuous batching infrastructure for multimodal requests; the other is RADIO model support and conversion mapping. Same broad theme, not the same fix/change." }, { "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." + "reason": "RADIO model support and Nemotron Omni support are separate model integrations with distinct architectures, files, and implementation goals." }, { "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." + "reason": "RADIO model support is unrelated to the Gemma 3/4 sliding-window attention masking bug fix; they do not address the same code-path problem." } ] }, @@ -24124,8 +24189,8 @@ }, { "label": "pull_request", - "component_index": 34, - "component_count": 37, + "component_index": 33, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24141,12 +24206,12 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "2c58a0134382057f0f139cbc3cfbfff7ef30b7facaf4766dc49c91b48dfc677b", + "prepared_review_unit_hash": "e6cabd1fdd379122e41e885110f830f46da193eb91093c82de4c5f93ec158ac2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4409, + "serialized_chars": 4410, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -24154,7 +24219,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4409, + "serialized_chars": 4410, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -24163,18 +24228,18 @@ "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, + "summary": "These two pull requests fix different tokenizer-related bugs in different code paths and should not be clustered as duplicates.", + "confidence": 0.98, "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.", + "canonical_pr_reason": "No canonical PR: 46574 fixes CodeLlama decode stripping in the tokenizer implementation, while 46580 fixes incorrect tokenizer-class routing for specific DeepSeek checkpoints in auto-tokenization.", "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.", + "best_pr_reason": "Neither PR is a good global representative for the cluster because they address unrelated bugs; if forced, 46574 is the more self-contained bug fix, but it does not subsume 46580.", "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." + "reason": "Reject: different underlying problems and code paths. 46574 changes CodeLlama decoder setup to preserve leading spaces on decode; 46580 changes AutoTokenizer checkpoint-prefix routing for DeepSeek models that load the wrong tokenizer class." } ] }, @@ -24187,8 +24252,8 @@ }, { "label": "pull_request", - "component_index": 35, - "component_count": 37, + "component_index": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24204,12 +24269,12 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "2fcd9e250be12534b952f1a9f4d8bb43986d48c656661902b04b8f12b59be1c4", + "prepared_review_unit_hash": "afae7e160808d0c3ab4a62b28de73e6145043c486ab2ea49bb4c2dea10805dcf", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5496, + "serialized_chars": 5495, "estimated_input_tokens": 1374, "estimated_eval_tokens": 3004 }, @@ -24217,7 +24282,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5496, + "serialized_chars": 5495, "estimated_input_tokens": 1374, "estimated_eval_tokens": 3004 }, @@ -24226,18 +24291,18 @@ "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, + "summary": "Two separate Mistral-related PRs: one refactors/moves `MistralConverter` into the `integrations/mistral` package, while the other adds tekken tokenizer detection, conversion, and save utilities. They overlap in files but target different code changes and should not be merged as duplicates.", + "confidence": 0.93, "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.", + "canonical_pr_reason": "PR #46604 is the more substantial functional change: it adds tekken tokenizer support, including detection, conversion, and save utilities. PR #46603 is mainly a package refactor/move of `MistralConverter`.", "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.", + "best_pr_reason": "PR #46604 best represents the cluster because it introduces the core new Mistral tokenizer behavior, whereas #46603 is an implementation reorganization with less standalone user-facing impact.", "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." + "reason": "The PRs address different problems: #46603 moves/refactors `MistralConverter`, while #46604 adds tekken tokenizer detection/conversion/save logic. Shared Mistral files reflect subsystem overlap, not the same underlying change." } ] }, @@ -24250,8 +24315,8 @@ }, { "label": "pull_request", - "component_index": 36, - "component_count": 37, + "component_index": 35, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24259,127 +24324,56 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46741-4", + "cluster_id": "cluster-46741-3", "nodes": [ "pull_request:46741", "pull_request:46773", - "pull_request:46781", - "pull_request:46831" + "pull_request:46781" ], "soft_pairs": [ - "pull_request:46741|pull_request:46781", "pull_request:46741|pull_request:46773", - "pull_request:46741|pull_request:46831" + "pull_request:46741|pull_request:46781" ], - "prepared_review_unit_hash": "02c0bbe6b2326724782c025b208f70109da8fe90df49b06f375d1b91eb1d7449", + "prepared_review_unit_hash": "3a5cf43b14edd5025edafa3782d02eb92806c6894aca4d32dba3bd469d42f651", "component_budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 3, - "serialized_chars": 10050, - "estimated_input_tokens": 2513, - "estimated_eval_tokens": 5282 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 8456, + "estimated_input_tokens": 2114, + "estimated_eval_tokens": 4484 }, "budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 3, - "serialized_chars": 10050, - "estimated_input_tokens": 2513, - "estimated_eval_tokens": 5282 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 8456, + "estimated_input_tokens": 2114, + "estimated_eval_tokens": 4484 }, "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.", + "summary": "All three pull requests are about transformer model internals, but they fix different bugs: chunked-prefill/speculative decoding, padding-mask application for batch size 1, and quantized cache initialization for hybrid models. The soft-similarity links are not true duplicates.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #46741 is the broadest and most central representative of the cluster: it targets a coherent decoding-path fix across several linear-attention models and has the strongest technical footprint among the three.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #46741 is the best standalone representative because it addresses a concrete model-runtime bug with multi-model impact, whereas #46773 and #46781 are narrower fixes for unrelated failure modes.", "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." + "reason": "Different bugs: #46741 fixes chunked-prefill/speculative decoding state handling, while #46773 fixes padding-mask application for batch size 1. They share model families but not the same underlying code-path problem." }, { "left": "pull_request:46741", - "right": "pull_request:46831", + "right": "pull_request:46781", "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. 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"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": "74a15baf9241eb3324e9d5ba9d47496f30f5820f2d93e8026d9ca6c6ccb5288c", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 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The only clear duplicate groups are the DeepSpeed ZeRO-3 size-0 IndexError reports, a torch 2.4.1 compatibility pair, and a Qwen3.5Moe rotary/offload memory-materialization pair. Most other soft links are broad-similarity false positives.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43596 is the clearest, most generic representative of the repeated DeepSpeed ZeRO-3 'index 0 is out of bounds' failure, and it best matches the strongest duplicate candidate in that family.", + "canonical_pr_reason": null, + "best_issue_reason": "43596 is the most central issue for the ZeRO-3 IndexError family: explicit error, clear context, and model-agnostic enough to anchor the duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different bugs: missing Qwen3.5 config field vs streaming chat/completions failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Both are backend-specific model failures, but they affect different subsystems and code paths." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Unrelated model dtype mismatch vs AMD GPU failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Different dtype/autocast issue and GPU backend issue." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Both are hardware/runtime bugs, but not the same model or failure mode." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and different invalid-method/backend symptoms." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch is unrelated to ONNX export failure." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model/export issue vs FP8 config failure." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export bug is unrelated to auto device-mapping assert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Different docs/task issues; not the same concrete bug." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanup items, but they target different removed references and pages." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export error is unrelated to GenerationMixin import regression." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different trainer/input unpacking bug vs training resume/remote-code issue." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Resume/trust_remote_code problem is unrelated to multi-GPU YOLO device mapping." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask/tensor shape mismatch is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are errors, but one is ZeRO-3 IndexError and the other is a mask shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Different DeepSpeed init bug vs training-resume issue." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Both involve indexing/shape errors, but not the same code path or failure." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask shape mismatch is unrelated to Qwen3.5 video chat-template mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different tensor-shape failure vs MoE TP issue." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated training-resume bug vs Nemotron example breakage." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 IndexError and resume/trust_remote_code are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor preset issue is unrelated to ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but different errors and different model paths." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 size-0 IndexError during model loading; the model names differ, but the failure looks like the same root cause." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy being called is unrelated to GPT-OSS TP failure." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different model-specific tokenization/LoRA result mismatch issues." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different Qwen/NVFP4 runtime issue vs LoRA save/load mismatch." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to remote-code config_class AttributeError." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different device/dtype issue vs YOLO multi-GPU mapping failure." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP mismatch is unrelated to mask shape indexing." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both are DeepSpeed-related, but the runtime errors and code paths differ." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3.5Moe rotary-embedding/offload materialization bug; one is CPU offload, the other is meta->to_empty(cuda) state handling." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram failure is unrelated to YOLO multi-GPU mapping." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Different ZeRO-3 IndexError vs MoE tensor-parallel failure." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP/activation-checkpointing mismatch is unrelated to CustomTrainer signature breakage." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 loading IndexError is unrelated to GPT-OSS TP-only failure." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model and different failure type." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse-embedding performance issue is unrelated to Qwen3.5 video template mismatch." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different Qwen NVFP4 runtime issue vs AMD GPU failure." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different Gemma3/vLLM config bug vs Mistral tokenizer regex crash." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Different Gemma4 bugs: device mismatch vs expensive reverse embedding lookup." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 compatibility complaint; both point to the same version mismatch." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to Qwen NVFP4 runtime failure." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch is unrelated to Qwen device-map assert." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram backend error are different bugs." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy issue is unrelated to Qwen3.5 input embedding unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Both report the same ZeRO-3 'index 0 out of bounds for dimension 0 with size 0' loading failure, just on different models." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs leftovers, but they cite different removed commands/tasks and are not the same concrete issue." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different runtime failures: autocast dtype mismatch vs MPS Int histogram backend limitation." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different bugs despite both touching training/inference math." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch is unrelated to trainer loss signature breakage." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpointing/FSDP bug is unrelated to GenerationMixin import error." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU model failure is unrelated to RAG docs content." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy call issue is unrelated to mask/tensor shape mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about most soft links. The accepted duplicate groups are well supported by the issue titles, especially the two ZeRO-3 IndexError pairs, the torch 2.4.1 compatibility pair, and the Qwen3.5Moe rotary/offload pair. The false verdicts also read cautious rather than overstated." + }, + "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": "03bbe23a99528c539c915be0cfd273a560b2b07c76c04e110c0576464b6ab57a", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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": "Most candidate pairs are only loosely related and should stay separate. The clearest duplicates are the AutoTokenizer v5 regression reports and the ZeRO-3 loading IndexError reports; the rest are model- or subsystem-specific issues with similar symptoms but different root causes.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45920 is the broadest, most representative issue in the cluster: it describes the v5 AutoTokenizer regression across multiple model families and naturally subsumes the narrower Granite-only report (issue:45812).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best global issue representative because it captures a concrete, multi-model regression with clear impact and scope, making it a better canonical anchor than the narrower or more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different failures: corrupted Ovis2 checkpoint vs missing text encoder weights in Sam3Model." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both mention version incompatibility, but one is torch 2.4.1/transformers 5.8.0 and the other is USE_DISTRIBUTED=0 support in v5.9.0; different code-paths." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "vLLM model-load failure for PaddleOCR-VL is unrelated to PyTorch build/distributed support breakage." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both are the same concrete ZeRO-3 loading IndexError class (`index 0`/size 0) during model init/load, so they plausibly share one fix." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different symptoms and subsystems: missing `sliding_window_pattern` in Gemma3 config with vLLM vs CUDA assert in Qwen3 auto device mapping." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "One is a pipeline docs mismatch; the other is stale CLI docs. Same area, but not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "A missing Float8 storage backend is a runtime/build issue, not the same as the distributed-support regression." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU model failure vs table-question-answering crash; no shared underlying bug." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer detokenization regression is unrelated to outdated RAG examples docs." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy fallback issue and Qwen3-VL video StopIteration are different code paths." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Device-mapping forward mismatch and video apply_chat_template token/feature mismatch are different failures." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral is not the same as Gemma4 PLE device mismatch." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Corrupted checkpoint vs NVFP4 compatibility for DiffusionGemma; different root causes." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Model-loading failure for NemotronH is unrelated to documentation examples." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support regression are different compatibility problems." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both report the same AutoTokenizer v5 regression producing wrong token IDs; 45920 is the broader version of the same bug." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint and checkpoint-loading implementation failure are distinct issues." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes `_is_hf_initialized` incompatibility is not the same as the torch/distributed compatibility regression." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "NVFP4 model runtime failure is unrelated to RAG documentation drift." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding window, but one is a missing config attribute in Gemma3/vLLM and the other is a Qwen3-MoE-specific sliding_window issue." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors, but the mask-shape mismatch and ZeRO-3 size-0 loading error do not look like the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash unit-test load failure is not the same as an Ovis2 checkpoint corruption report." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 compatibility and pydantic PretrainedConfig field breakage are separate regressions." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Tokenizer detokenization regression and table QA crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load/runtime failure is unrelated to the v5.4.0 pydantic model breakage." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both concern Qwen3.5, but one is a chat crash and the other is a streaming chat/completions API failure; not enough evidence of one bug." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 index error during Bert loading is unrelated to torch 2.4.1/v5.8.0 compatibility." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm tracing error and YOLO multi-GPU device-map failure are different issues." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 runtime failure is unrelated to table QA crash." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding-window config/vLLM issue and Gemma4 device mismatch are different problems." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming inference failure for Qwen3.5-0.8B is unrelated to MPS histogram support on MoE ints." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Importing GenerationMixin and Gemma3 sliding-window config are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing failure and MPS histogram not implemented are different MoE/runtime bugs." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both involve dtype/tracing on MoE models, but the concrete failures and code paths differ." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and non-template node compilation error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 and corrupted Ovis2 checkpoint are different bugs." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Invalid method in GraniteMoEHybrid and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but the mask/index-size mismatch is not the same as the ZeRO-3 size-0 loading bug." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn2 fallback gating and remote-code model_class config_class AttributeError are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLmConfig pad_token_idx missing after v5 update is unrelated to the pydantic PretrainedConfig field regression." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers compatibility and Gemma4 device mismatch are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The canonical issue choice is well grounded: issue:45920 is clearly broader than issue:45812 and both describe the same AutoTokenizer v5 wrong-token-ID regression. The soft-edge calls are mostly conservative and stay within the evidence in the packet. The ZeRO-3 pair (41762/43596) is framed as plausible rather than certain, which is appropriately cautious." + }, + "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": 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": "1fda5823aff3688061bbf42c929787cfe1c94044c1ee39f949ac3076fefda981", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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": "The cluster is still mostly heterogeneous. The strongest true duplicates are the Qwen video-input regression pair, the custom-module/cache-path loading pair, and the input-validation/XOR logic pair. The Mistral-3 image-preprocessor dtype mismatch should not be merged with the Qwen3.5 video regression; that pair is too different in model family and failure mode.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45005 is still the closest umbrella-like representative, but only loosely: it is the broadest regression-style node and sits near several tied-weights/model-behavior reports, while most other items remain unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the best single anchor available for this noisy cluster, even though it only meaningfully covers a minority of the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different problems: PaddleOCR-VL loading in vLLM vs gpt-oss GGUF architecture support." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 quantization/OOM is a different failure mode from tied-weights handling on translation models." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are shape/index errors, but the model context and likely code path differ; not enough evidence of the same 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 on 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 support and Qwen3.5 streaming inference are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights argument handling and pydantic PretrainedConfig breakage are distinct regressions." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the pydantic field regression." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are indexing errors, but one is a mask-length mismatch and the other is a zero-sized index under deepspeed zero3/BERT; different underlying issues." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Reject: issue:43716 is a Mistral-3 image-preprocessor dtype mismatch, not the Qwen3.5 video-token/template regression described in issue:46294." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model breakage and torch/transformers version incompatibility are different root causes." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a text-embedding quality regression and the other is incorrect AutoModel/pipeline output; no clear shared code path." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen3.5/Qwen3.x video-input regression; 46294 looks like a specific manifestation of the broader 44479 bug." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Official Nemotron example breakage and YOLO multi-GPU device-map auto failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite config unwrapping and uninitialized rotary embedding memory after to_empty are different bugs." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code config_class AttributeError do not share the same concrete bug." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension RuntimeError and Qwen3.5/TRL embedding unpacking failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different failures and model families; one is multimodal dtype mismatch, the other is SFT trainer input-embedding unpacking." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and GLM5 are unrelated model-specific reports." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization breakage and flash-attn2 fallback gating are separate issues." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both are custom-code/loading-path problems and plausibly the same cache-path/module-resolution bug affecting trust_remote_code/from_pretrained behavior." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is a Mistral3 image-text model issue and the other is a broader translation-model v5 regression; not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to flash-attn2 fallback blocking." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is a different code path from tied-weights regressions." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Offloading/quantization behavior is not the same concrete bug as tied-weights handling." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer discussion and a docs typo are not duplicates." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "These are both minor text issues, but they are unrelated and do not describe the same change." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to translation-model tied-weights regression." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Both point to the same input_ids/inputs_embeds validation/XOR logic bug; 46463 looks like a model-specific instance of the broader validation-message issue." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different round-trip behaviors; no shared concrete fix is evident." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: at least one accepted soft-edge verdict is not grounded in the packet. `issue:43716` is a Mistral-3 image-preprocessor dtype mismatch, not a Qwen3.5/Qwen3.x multimodal regression, so accepting it with `issue:46294` overstates the evidence. The cluster summary should stay more conservative about that pair; the rest of the summary is broadly plausible, but this incorrect acceptance 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": 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": "64b40281bdd7edfce8dafab451f7febbed2c65e2e6c85b4bd20fe59434c63149", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37031, + "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 Hugging Face/Transformers bug reports. I only see a few true duplicate pairs: non-persistent buffer corruption, cache seq-length returning a tensor instead of an int, and the tokenizer regression affecting DeepSeek-Coder/related models.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43950 is the best canonical issue because it is the clearest, broadest report of a concrete Transformers 5.x regression and has the strongest duplicate-like overlap with another buffer-corruption report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best global issue anchor: its title describes a specific regression, and it matches the most clearly duplicate neighboring report (44534) plus a closely related buffer-materialization report (45902).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different failure modes; both involve tokenization/loading, but not the same concrete bug." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated model-specific training bug vs invalid method call; no shared underlying code-path." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying Transformers 5.x regression about non-persistent buffers being filled/corrupted with junk." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs example mismatch/quantization failure and the other is a model-quality discrepancy." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "AutoConfig remote-code field loss is a different bug from non-persistent buffer corruption." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different trainer/API incompatibility and DeepSpeed loading crash; no same concrete fix." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are quantization/storage-related, but they are different compatibility failures and not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different models and different symptoms; not the same code-path problem." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same underlying cache API bug: get_seq_length() returns a tensor instead of an int, with 46858 being a backend-specific manifestation." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": true, + "reason": "Both describe the v5 tokenizer regression producing wrong tokenization/IDs, with 46489 being a model-specific gap in the broader issue." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Tokenizer-version change is not the same as SigLIP2 embedding quality regression." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both concern SigLIP2, but zero probabilities and worse text embeddings are different concrete problems." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Both point to non-persistent buffer materialization corruption/uninitialized values in Transformers 5.x; 45902 is a specific instance of the same regression class." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different model-loading failures with different root causes." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 embedding quality issue vs HF/JAX implementation discrepancy; related topic but not the same bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen3.5, but FlashAttention packed-sequence misinterpretation and CPU-offload incompatibility are different issues." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior is unrelated to int4 quantization memory growth." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 KeyError is unrelated to the Qwen3_5Moe buffer initialization bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model import/loading failures; no same underlying bug." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "One is about noisy loading messages, the other is an actual model-loading failure." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer/detokenization bug is unrelated to a flash_attn import error on Python 3.13." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but one is noise and the other is a load failure for a different model." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight-dimension runtime error is unrelated to early stopping metric selection." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing inefficiency and MoE memory usage are different performance issues." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Remote-code field loss may be related in theme, but the reports describe different concrete failures and are too broad to merge." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different models and different loading/configuration failures." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for a model class and a bitsandbytes parameter incompatibility are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model load-time bugs with different failure signatures." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different error classes; not the same bug." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram/int issue is unrelated to Gemma4 device-mismatch during forward." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative: the three accepted soft pairs are plausible duplicates, the rejected pairs are appropriately cautious, and the summary does not overclaim beyond the titles/evidence available. Canonical choice of issue:43950 is defensible as the clearest anchor for the non-persistent-buffer regression." + }, + "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": "d04e26f502d9f3fc368e3cb676a7326f95191215bfc782dccc3e4037c3c09e92", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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 a heterogeneous set of Transformers issues, with a recurring theme of v5-era loading/tokenizer/model-compatibility regressions (remote code, DeepSpeed, Qwen, tokenizer behavior, docs cleanup). Only a small number of soft pairs look like true duplicates; most are related at the subsystem level but not the same concrete bug.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45020 is the broadest representative of the cluster\u2019s dominant theme: recent v5 regressions breaking model loading, especially for remote_code models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most central and reusable issue to anchor this cluster, since it captures the widest shared regression pattern among the loading-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Different bugs: tokenizer regex patch crash vs flash-attention fallback gating/check ordering." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Both are v5 regressions, but one is remote_code loading and the other is a Gemma4 PLE device_map forward mismatch." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Different concrete failures: `add-new-model-like` handling of tokenizer mappings vs a broad remote_code loading regression." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Related to Qwen/LoRA, but one is cross-version LoRA compatibility and the other is a gradient-checkpointing warning/config issue." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different model/runtime problems: autocast dtype mismatch vs device placement mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both concern tokenizer/model regressions, but they affect different tokenizer code paths and different concrete failures." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they hit different APIs (`convert_ids_to_tokens` vs `convert_tokens_to_ids`) and are not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same documentation cleanup for v5 pipeline removals; both describe outdated docs still referencing removed pipeline tasks." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Different tokenizer regressions for different model families and causes; too broad to treat as one bug." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "Unrelated failures: bitsandbytes `_is_hf_initialized` incompatibility vs YOLO multi-GPU device_map auto loading." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both are AutoModel loader issues, but one is `from_config` text_config unwrapping and the other is a remote-code `config_class` AttributeError." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Different problems: untied lm_head weights vs silent corruption of non-persistent buffers on load." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` loading regression: both report a TypeError from the new kwarg during model/parameter initialization." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "`46661` is a specific remote-code AttributeError, but it is not clearly the same concrete bug as the broader remote_code regression in `45020`." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "`43792` is a broad Whisper load/run failure; `44220` is a specific `_torch_extract_fbank_features()` issue, not clearly the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer-loading issues for different models; one is a bad error message, the other is a hard tokenizer load failure." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is missing weight conversion on load and the other is gradient averaging behavior under GAS." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is a missing `supports_gradient_checkpointing` flag on a remote-code model." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different error classes and code paths: custom trainer loss signature vs mask/tensor shape mismatch." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different architectures; not the same underlying bug." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are Qwen DeepSpeed ZeRO-3 load failures, but the model families and failure modes differ enough that this is not clearly one bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer/model loading reports, but the affected models and failure modes are different." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different runtime issues: RLHF gradient explosion vs flash_attention attribute crash on sink-less models." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Same error shape family, but the reported contexts are distinct enough that this is not confidently the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "`44560` is a specific Qwen3-VL video `StopIteration` manifestation of the broader v5 video-input regression described in `44479`." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely unrelated: DeepSpeed training weight-shape error vs image processor void-segmentation handling." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different issues in different model families: PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading failures for unrelated architectures." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated topics: GGUF gpt-oss support vs autocast dtype mismatch on Phi-tiny-MoE." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary stays grounded in the packet: it identifies a broad v5-era loading/tokenizer/model-compatibility theme without overclaiming exact duplicates. The accepted soft pairs are conservative and well supported, and the rejected pairs are phrased cautiously rather than as strong duplicates." + }, + "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": 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": "8d5ec1fa793b4dfadeec160003cbcb7580c1e565455f2a7c0f0d151d42e11b73", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 38017, + "estimated_input_tokens": 9505, + "estimated_eval_tokens": 19266 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose similarity bucket around Transformers v5 regressions, model loading/initialization, and model-specific inference bugs. Only a few pairs are true duplicates; most are related only at the subsystem or version level.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43646 is the broadest and most representative Transformers v5 regression here: it captures the generic custom-model initialization breakage, and it subsumes the narrower notebook-specific report in 43645.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it is the most general, least environment-specific duplicate theme among the issues present.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Different bugs: a Deepspeed/Bert zero-shard index error versus a general torch version incompatibility." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both are Qwen-related, but they describe different failures and code paths: rope/temporal position scaling vs uninitialized memory after meta-to-empty materialization." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different requests: GGUF support for gpt-oss versus a sliding_window bug in Qwen3-MoE." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but distinct failures: per-layer shared_kv_states rebuild in FSDP2 versus a device_map='auto' forward device mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "A Deepspeed/Bert zero3 index error is not the same as a torch 2.4.1 compatibility issue." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different audio bugs: track-to-track embedding leakage versus empty-transcription handling after align_special_tokens." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated: GGUF architecture support request versus a Float8 storage/runtime TypeError." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "An import/export symbol issue is not the same as meta-device loading breaking some models." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and a Kosmos2.5 long-input index error are different concrete bugs." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different failure modes and subsystems: Qwen3-MoE FP8 config versus meta-device model loading." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both involve attention/cache mechanics, but the concrete bugs differ: packed-sequence misinterpretation on Qwen3.5 versus device-tensor seq-length arithmetic on non-CUDA backends." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different multimodal problems: image preprocessor dtype mismatch versus video input StopIteration." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying Transformers v5 custom model initialization regression; 43645 is just the notebook-specific framing of 43646." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated: Qwen3-vl video inference StopIteration versus an MPS histogram op missing for Int." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different model/code-path failures: Bamba SDPA torch.compile crash versus Qwen3.5 flash-attention illegal memory access from 3D position_ids handling." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "A runtime failure running 3d_parallel.py is not the same as GGUF gpt-oss support." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Different torch-version problems in different contexts; not the same underlying bug." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.5/Qwen3-vl issues: video StopIteration versus TRL SFT embedding unpacking." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "An import error for GenerationMixin is unrelated to a Qwen3-MoE FineGrainedFP8Config failure." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths; too broad to treat as duplicates." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device mismatch during forward is not the same as a general torch version incompatibility report." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "A tokenizer-mapping registration bug is unrelated to a Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 base-patch16-224 wrong-output bug, described with different symptoms (zero probabilities vs nonsensical outputs) on the same model/processor path." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different failures: video StopIteration versus a mask/tensor shape mismatch." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: `_is_hf_initialized` handling versus a Kosmos2.5 long-input index error." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Different config-validation issues affecting different models." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "A Deepspeed zero3 Bert loading bug is unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different error sites and causes: zero3/Bert initialization versus mask-index shape mismatch." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different subsystems and bugs: Qwen3-MoE LoRA compatibility across hf4.x/hf5.x versus BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping registration failure and a mask-shape IndexError are not the same bug." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different loading/placement problems: dequantized model offload failure versus mmap-induced OOM on Strix Halo." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Related SigLIP2 surface area, but 39692 is a broader docs-example issue with multiple errors, not the same concrete failure as the zero-probability symptom in 38175." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same Transformers v5 non-persistent buffer corruption regression; the titles are effectively the same bug phrased differently." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different model-specific regressions: Qwen3_MoE LoRA compatibility versus Gemma4 resize_token_embeddings not updating tied structures." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen3-family failures with different triggers: auto device mapping cudaErrorAssert versus FineGrainedFP8Config." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated: Qwen3-MoE FP8 failure versus Strix Halo mmap OOM." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative: it identifies a loose similarity bucket rather than claiming broad duplication. The accepted pairs are well-supported by the titles/descriptions (43645\u219443646, 38175\u219443994, 43644\u219444534), and the rejected soft edges are generally cautious and consistent with the evidence. No obvious overstatement or mergeability problem stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 7, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "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": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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": "cache", + "cache_hit": true, + "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": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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": "7e464c19c29c1ef82ee4988fc3893a1d43d516b1c95e3244dcc86bc23b305e31", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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 mostly a heterogeneous set of Transformers v5 regression reports, especially around model/tokenizer loading and model-specific compatibility issues. The broadest anchor is the base_model_prefix loading regression, but most proposed pairs are not true duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43611 is the broadest, most central loading-regression report in the set and best represents the general v5 breakage theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best global issue anchor because it describes a general load-path regression rather than a single-model symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: Qwen3.5 PagedAttentionCache linear_attention crash vs a tokenizer/template compilation error." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline return_language regression and from_pretrained behavior inside Python classes are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "torch>=2.9 flex_attention compile failure is a different code path from Gemma4 device-mismatch during forward." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch version incompatibility is not the same bug as YOLO multi-GPU device_map auto loading." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility issue and Mistral-3 image preprocessor dtype mismatch are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "A global torch incompatibility does not match the Gemma4 PLE auto-device forward mismatch." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of a prior issue and a Qwen3.5 cache crash are not the same underlying bug." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression in Qwen VL models is unrelated to a generic mask shape IndexError." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they cover different pipeline task deprecations and should not be merged." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Missing Float8 storage object and non-template-node compilation are different failure modes." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction errors and EST-Roberta tokenizer loading failures are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 output quality issue and ModelOutput key assignment bug affect different components." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export export failure for torch_compilable_check is unrelated to Perceiver interpolation failure." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and gguf_file loading breakage are different tokenizer/loading issues." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language pipeline regression is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are different bugs." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state serialization and composite-config unwrapping are distinct save/load behaviors." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "A reproduction of issue 38071 and a mistral_common tokenizer bug do not share the same code path." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both mention Qwen3-VL loading, but one is a broad v5 regression and the other is a specific weight-shape mismatch; not enough to merge." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "EST-Roberta tokenizer loading and Mistral regex patch crashes are different tokenizer bugs." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are unrelated performance issues." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO3/BertModel IndexError is unrelated to compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "save/from_pretrained extra_state handling and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading cjvt/sleng-bert and Mistral regex patch failures are different tokenizer bugs." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 load regressions, but one is base_model_prefix handling and the other is non-persistent buffer initialization; not the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer loading failure for cjvt/sleng-bert is unrelated to the physical-intelligence/fast model loading regression." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Ignoring tokenizer.json and DeepSeek-Coder v1 incorrect output are both tokenizer issues but not the same concrete bug." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Ministral tokenizer BPE marker handling and Mistral3 lm_head weight tying are different subsystems." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP text model structure inconsistency and Sam3 text encoder weights not loading are separate model-loading regressions." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline behavior and CamemBERT masked LM predictions are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 image dtype mismatch and tokenizer/template compilation failure are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU arange placement bug and Qwen3_5Moe CPU-offload incompatibility are different device-placement issues in different models." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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": "fb3546f89fc9c112ea888253bc2b7187f77f03e9a2c97ac7f77487803167b2de", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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": "These reports are mostly unrelated model/tokenizer/runtime regressions; I would not merge any of the soft pairs. There are no PRs in the set.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43646 is the broadest representative regression here: a core v5 custom-model initialization break that sits in the middle of the v5-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the clearest umbrella issue for the cluster; it is general enough to summarize the v5 init regressions without being as model-specific as the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Different bugs: tokenizer mapping/model registration failure vs torch>=2.9 flex_attention compilation error." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Different code paths: AutoConfig trust_remote_code field loss vs PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression and runtime special-token mutation are unrelated symptoms." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8 failure is unrelated to the cache/attention crash." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but for different models and different loader paths; not the same concrete bug." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Grouped_mm tracing failure vs non-template-node compile error are different compiler issues." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is non-persistent buffer initialization and the other is custom model initialization; not the same bug." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon allocator TypeError and _is_hf_initialized flag regression are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer input-token counting bug vs multimodal iterable-dataset failure are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper decode skip_special_tokens handling and empty-transcription failure after align_special_tokens are different bugs." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing tied-weights attribute in one model and a separate model-loading failure in another are not the same issue." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio feature-extraction related, but the titles do not show the same underlying code-path or fix." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Backend packaging/install issue vs BACKENDS_MAPPING registration error are distinct." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multimodal iterable dataset failure and mistral_common continue_final_message bug are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method conflict and Jupyter custom-model initialization break are different problems." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF loading, but one is a generic from_pretrained/gguf_file regression and the other is a model-specific report; not enough evidence they are the same concrete bug." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map/offload dequantized-model failure is separate from GGUF loading failure." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are v5 loading regressions, but for different models and different loader symptoms; too broad to merge." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid method call are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Sampling-rate defaulting in apply_chat_template and MIMI batching/padding-mask mismatch are different audio bugs." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local-checkpoint loading and mistral_common continue_final_message are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Model tied-weights attribute error and tokenizer loading failure are not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is custom-model init and the other is non-persistent buffer serialization; different underlying fixes." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Loading-noise report and Mistral regex/backend_tokenizer crash are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:46869", + "accept": false, + "reason": "Non-template compile error and YOLO multi-GPU device-map failure are separate." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper runtime failure and YOLO multi-GPU offload failure are unrelated model-specific bugs." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom-model definition in notebooks and junk non-persistent buffers are different regressions." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope-index scaling bug are different model issues." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask batching bug and DAC latents/forward mismatch are different audio-model bugs." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked-generation inconsistency with compiled forward and StaticCache return-type contract violation are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied lm_head weights, but one is a missing tie in a specific model class and the other is a device-dependent serialization bug; not the same concrete change." + } + ] + }, + "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": 11, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "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": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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": "cache", + "cache_hit": true, + "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": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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": "cache", + "cache_hit": true, + "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": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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": "3c66a660337b5e2bbbd1cf95732a9e2652d2c57a14d33be5eb19e6867dabf828", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37479, + "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 a grab-bag of superficially similar Transformers bugs. The soft pairs mostly share broad keywords like loading, quantization, processors, or generation, but they do not describe the same concrete defect and should stay separate.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43873 is the broadest and most central open issue in the set, covering offloading/quantization behavior that overlaps the general resource-loading theme seen in several others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative anchor for this cluster because it is broad, active, and closest to the recurring loading/offloading/quantization theme, though it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Both concern model loading failures, but one is a Llava Next segfault and the other is sinq quantization save/load corruption; different bugs and code paths." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated failures: glm-4v-9b loading vs tokenizer loading for est-roberta." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both are model-loading crashes, but one is Qwen3 device-map cuda assert and the other is Llava Next segfault; not the same underlying issue." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss signature breakage and a 3d_parallel.py runtime failure are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM and T5 apex RMSNorm memory leak are different problems in different code paths." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen models, but one is a device-map loading assert and the other is flash-attention generation failure." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Different areas: custom Trainer loss API vs Qwen3Moe FP8 loading/config issue." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve save/serialization, but one is tied-weight serialization by device and the other is incorrect visual encoder keys for Qwen3.5." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bug and tokenization-version behavior are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Sam3PixelDecoder dummy conv and Sam3Model text-encoder weights not loading are different model bugs." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on a specific model/dataset is not the same as tokenization changes across versions." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech and tokenizer loading for est-roberta are separate failures." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding and dtype mismatch in inference are unrelated." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Both are Trainer-related, but checkpoint resumption failure and early-stopping metric validation are distinct bugs." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 device-map loading crash and 3d_parallel.py failure are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile with SDPA and packed-weight unpacking during accelerate loading are different concrete problems." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both touch offloading/memory, but one is quantization offload behavior and the other is Strix Halo mmap OOM; not the same bug." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache internals, but one is skipped beam-search cache reorder and the other is static-cache seq_length tensor arithmetic on non-CUDA backends." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Model dtype loading issue and Trainer max_steps recomputation on resume are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression and tokenization version changes are not the same concrete defect." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS integer histogram failure and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "One is a Bamba SDPA/compile bug; the other is a CPU offload device mismatch for bark-small." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Both are preprocessing-related, but LayoutLMv2 tokenizer crashes and OmDet-Turbo resolution mismatch are different bugs." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both concern custom model/from_pretrained behavior, but one is a Transformers 5.0 initialization breakage and the other is inconsistent behavior inside Python classes; not clearly the same code-path defect." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation cache handling, but they are different failures in different execution paths." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both are multimodal save/load-related, but tied lm_head weights in Mistral3 and wrong visual encoder keys in Qwen3.5 are separate issues." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image input size/resolution problems, but they affect different models and mechanisms; not the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Different load failures: Qwen3Moe FP8 config vs dequantized model offload on gpu+cpu." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both hit serve/multimodal processor code, but one is continuous-batching string-to-device conversion and the other is a missing _tokenizer attribute." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma model bugs: variable-name collision in forward vs device mismatch under device_map=auto." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and a 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 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": 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": "d905c9e7ddb85c205adbac490ec4b816914e6d762e8b86d2a3b19177b3d6b8eb", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35666, + "estimated_input_tokens": 8917, + "estimated_eval_tokens": 18090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very noisy: the suggested soft edges mostly connect unrelated bugs across tokenization, multimodal loading, quantization/offloading, cache behavior, and docs. No pair looks like the same concrete fixable change, so I would not merge any of them.", + "confidence": 0.19, + "canonical_issue_reason": "issue:44534 is the broadest, most central v5 regression in the set; it describes a framework-level behavior change rather than a model-specific symptom, so it is the best candidate to stand in as the cluster anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44534 is the best overall representative because it is high-level and impacts core loading/runtime behavior, while the other issues are mostly narrow model- or component-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Different bugs: cache-path collision for local models vs permission propagation in save_pretrained." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation/cache math, but one is inconsistent outputs under compiled forward and the other is a device-tensor slice-arithmetic bug in static cache prefill; not the same fix." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime failures: CUDA assert on Qwen3 device mapping vs GPT-OSS MoE tensor-parallel behavior." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric resolution vs Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different model-specific regressions: CamemBERT masked-LM outputs vs Qwen3.5 modular cache state resetting." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and StableLmConfig pad_token_idx are separate issues." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to pipelines import failure caused by kernels version/revision requirements." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer API signature change vs CUDA assert on model loading are different failure modes." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer problems, but they affect different tokenizers and different code paths; not one underlying bug." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Config API discrepancy for Gemma3TextConfig is not the same as GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch 2.10 compatibility and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Llava Next segmentation fault are separate model-loading bugs." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping/eval metric handling is unrelated to void segmentation-map processing." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and inputs_embeds/past_key_values generation bug do not share the same code path." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video-input processing error and Qwen3VL weight_only load error are distinct multimodal issues." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is not the same as the T5Tokenizer add_special_tokens load-time conflict." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba torch.compile+SDPA failure and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor void-segmentation bug vs BarkProcessor voice_preset issue are different components and symptoms." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "CUDA memory increase under int4 quantization is unrelated to tokenization changes across versions." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading behavior and T5 apex.FusedRMSNorm memory leak are different bugs." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Cache-strategy typo and stale docs for removed pipeline tasks are documentation-level but not the same change." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to packed-weight unpacking in BitNet accelerate loading." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Both touch v5 behavior, but one is a low-level buffer regression and the other is from_pretrained behavior inside Python classes; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and composite Qwen multimodal from_config unwrapping are separate configuration issues." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path slash import warning and undefined video-branch variables in multimodal token counting are not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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": "050f0dc9acdff78bb1e53d7d0ad1310541757c64595a0e954c1f58bce6afdcc5", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36430, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformer issues across tokenizers, multimodal processors, generation, and config/loading edge cases. Only one pair is a clear duplicate: the Qwen2_5_VLProcessor batched apply_chat_template crash report (44514/44545).", + "confidence": 0.87, + "canonical_issue_reason": "issue:44545 is the clearest representative of the only exact duplicate pair in the set (44514/44545), with the same bug, same title, and slightly more complete metadata; the rest of the cluster is too mixed to form a strong single canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "As a cluster-wide representative, none is ideal because the items span many unrelated bugs; issue:44545 is still the best anchor only because it is part of the sole unambiguous duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Both mention processing edge cases, but one is a metric/gathering bug and the other is a SAM3 text+boxes behavior issue; different code paths and symptoms." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different failures in different components: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming/chat completions crash." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Both are CI/model-specific bugs, but one is CPU offload device mismatch for Bark and the other is BigBirdTokenizer special-token registration; not the same underlying bug." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter update vs progressive generation with inputs_embeds/past_key_values are unrelated issues." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation internals, but one is Qwen3OmniMoe video input validation and the other is static-cache sequence length tensor arithmetic." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention window sizing, but Qwen3-MoE sliding_window and TimesFM window_size AttributeError are different model families and bugs." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping/cudaErrorAssert are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen 3.5/3.6 multimodal-related, but one is from_config text_config unwrapping and the other is CPU-offload rotary embedding behavior; different fixes." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both concern Qwen3.5/SAM3 config-loading, but one is incorrect visual encoder keys on save_pretrained and the other is text encoder weights not loading." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading regressions, but they affect different repositories and likely different tokenizer code paths." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window and Float8 storage lookup are unrelated failures." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init validation vs Qwen3.5 num_labels propagation are different config issues." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization junk vs inconsistent from_pretrained-in-class behavior are distinct problems." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken duplicate special-argument error and ScandiBERT loading failure do not describe the same bug." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation at non-default resolution vs dtype mismatch in SwitchTransformers/TimmWrapperModel are unrelated model-specific bugs." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both are classification/config related, but one is config propagation for Qwen3.5 and the other is zero-loss behavior with num_labels=1 across sequence-classification models." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Physical-intelligence/fast loading failure and PIL image processors requiring torchvision are different loading regressions." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and ZeRO-3 gradient growth are different training issues." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 doc example errors and OmDet-Turbo processor/model resolution mismatch are separate documentation/model-size bugs." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Tie-word-embeddings warning during ms-swift LoRA fine-tuning is unrelated to Qwen3.5 save_pretrained visual encoder key regression." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video processor padding calculation and FA2 long-context performance regression are different issues." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "GraniteSpeech local checkpoint loading with PEFT adapters and quantized model save/load breakage are unrelated loading paths." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processor updates vs DiaConfig losing custom token IDs are different tokenizer/config persistence bugs." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and T5 apex.FusedRMSNorm memory leak are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and T5 fused RMSNorm memory leak are different bugs." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "T5 Apex RMSNorm leak and missing supports_gradient_checkpointing flag on Nemotron-3-Nano-Omni are unrelated implementation issues." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve HF_HUB_OFFLINE, but one is tokenizer cache loading and the other is an unconditional model_info() call in _patch_mistral_regex; related theme, not the same concrete code path." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Near-verbatim duplicate reports of the same Qwen2_5_VLProcessor.apply_chat_template batched-input crash when padding=False." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. It correctly treats the cluster as mostly heterogeneous, and the only accepted duplicate pair (44514/44545) is well supported by the identical titles and closely matching issue descriptions. The rejected soft pairs are framed cautiously and do not overclaim duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "4a4d1129bcbec9e52479b33fcf9a6d979d0c6f8666091e4cfa299d7d5c06a801", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37050, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of unrelated Transformers issues spanning tokenizers, multimodal inputs, cache behavior, model loading, and performance regressions. The soft-similarity pairs mostly share a subsystem or pattern, but they do not look like the same underlying bug, so none are safe duplicate merges.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43873 is the broadest, most actively discussed open bug in the set and is the best representative of the cluster\u2019s runtime-regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the strongest combination of scope, activity, and cross-cutting impact among the issues here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both involve trainer workflows, but one is a Qwen3.5 embedding unpacking failure and the other is a generic train/evaluate lifecycle issue; different code paths and symptoms." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "One is about unwrapping composite multimodal configs in AutoModelForCausalLM.from_config, the other is a missing supports_gradient_checkpointing flag on a trust_remote_code model; unrelated bugs." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba cache correctness and a T5 decoder-input validation error are different model families and different failure modes." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 documentation/model example problems are not the same as a quantization/offloading runtime bug." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT checkpoint loading for GraniteSpeech is a model-loading issue, but not the same as the offloading/quantization behavior reported in 43873." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both report bad outputs, but they affect different models and likely different regressions; too broad to treat as one bug." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both touch tokenizer special-token handling, but one is runtime post-processor refresh logic and the other is BigBirdTokenizer registration/empty decode behavior." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen VL issues: one is a from_pretrained weight_only loading error, the other is video vision_position_ids being wrong." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache behavior, but one is a stale indexer cache on a second forward pass and the other is a get_seq_length device-tensor arithmetic bug in static cache under torch.compile." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer special-token post-processing and LayoutLMv2 NER/padding crashes are distinct tokenizer bugs." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer regex/fix_mistral_regex paths, but one is an attribute error loading Mistral and the other is a Kimi tokenizer regression with codec handling/warnings." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation-map processing and a GenerationMixin import error are completely unrelated." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Both are RT-DETR related, but one is a bad output field in VideoPrism and the other is a forward TypeError when backbone feature levels are insufficient." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression/warning handling and list_repo_files revision forwarding are different subsystems and bugs." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache get_seq_length returning the wrong type and VideoPrism output-field misassignment are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC forward/from_latents mismatch are separate model/backend issues." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token registration and BitNet packed-weight unpacking are unrelated tokenizer vs. model-loading failures." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer API regression and Kosmos2.5 long-OCR index error are different multimodal bugs." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "A Bamba torch.compile/SDPA failure and an MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Both are inference/runtime regressions, but one is a compile+SDPA failure and the other is a bfloat16 dtype mismatch in different models." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument duplication and failure to load cjvt/sleng-bert are not the same concrete bug." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "A deepspeed zero3/BertModel index error and an fbank feature extraction issue are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input Qwen issues, but one is Qwen3OmniMoe processing failure and the other is chat-template feature/token count mismatch in Qwen3.5-9B." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and FA2 long-context performance regression are different problems." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable-name collision in forward and a cache length tensor/type bug are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and missing fields from AutoConfig with trust_remote_code are different bugs." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both are loading-related, but one concerns base_model_prefix handling in Transformers 5.0 and the other inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment and RTDetrV2 output divergence are different model-specific regressions." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token decode behavior and DAC latent/forward mismatch do not share an underlying code path." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and add-new-model-like failure inside TOKENIZER_MAPPING_NAMES are different subsystems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 18, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "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": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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": "cache", + "cache_hit": true, + "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": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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": "cache", + "cache_hit": true, + "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": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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": "2b4c8f7807899ee7273c4116dfa0b04514d843850545c406d979546930d4cc8e", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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: model-loading, tokenizer, video-processing, cache, and offload issues that do not describe the same underlying bug. I rejected all soft-edge duplicate candidates.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43749 has the strongest signal in the set (high discussion and inbound references) and is a substantive infrastructure bug, but the cluster as a whole is not a clean duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the most central and impactful issue in this mixed cluster, with the most evidence of downstream attention and a broadly relevant failure mode.", + "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 init causing recompilation and the other about max_cache_length semantics; different bugs." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both involve video processors, but one is an undefined-variable bug in multimodal token counting and the other is an input-shape bug." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "44479 is a broad video-input regression across several models; 43329 is a specific undefined-variable issue. Related area, not the same concrete defect." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different models and failure modes: FineGrainedFP8Config handling vs a key error while loading MobileLLM-125M." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Unrelated: a nonsensical 'ADD THE DATA' issue versus an isolated reproduction report." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Different memory/loading problems in different environments; one is FSDP CPU RAM efficient loading, the other is Strix Halo mmap OOM." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token accounting is unrelated to a perplexity regression on gpt-oss-20b." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems: init_empty_weights argument handling versus image processor dependency requirements." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Separate pipelines/models and different failure types; both are multimodal but not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and code paths, so they are not the same defect." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different issues: model loading for Qwen3Moe FP8 versus loading AutoImageProcessor from URL." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency and token-count tracking are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Custom token IDs being lost on save/load is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "PyTorch import error versus Bart generate() unbound local error; no shared bug." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both are RT-DETR family, but one is an AMP/CUDA loss crash and the other is a feature-level mismatch in forward." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Both involve model loading/state, but one is untied lm_head weights and the other is dtype propagation in BLIP2." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and code paths." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to kernels package version/revision requirements in transformers.pipelines." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "A model-loading regression and a tokenizer max_length constant issue are not the same bug." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Tokenizer configuration bug versus YOLO multi-GPU device-map failure." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Different model-loading failures with different root causes and affected models." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RT-DETR output differences and Qwen3.5 save_pretrained key issues are separate problems." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error and trainer token counting are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied embeddings, but one is a specific untied lm_head bug in Mistral3 and the other is LoRA merge collapse after vocab extension." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility and kernels version/revision requirements are different dependency issues." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "ZeRO3 deque error is unrelated to an unreleased PEFT version bump." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "TensorFlow backend packaging and missing Qwen2_5_VL import 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-10000-493", + "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": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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": "cache", + "cache_hit": true, + "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": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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": "cache", + "cache_hit": true, + "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": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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": "cache", + "cache_hit": true, + "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": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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": "7dfeae1685a6a31433dd1c8ac2c9b60b575d9ef08e5d405e2cd995ec7003d779", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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 issues are a loose similarity bucket, not a true duplicate cluster: they span many unrelated models and root causes (tokenizers, multimodal loading, dtype/offload, TP plans, configs, CI, docs). I found no pair that should be merged as the same underlying bug/change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Different bug classes: SigLIP2 model/pipeline correctness vs silently ignored return_tensors in text_kwargs." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen-related models, but one is a tokenizer BPE-marker bug and the other is a flash-attention generation issue with different code paths." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs DeepSpeed ZeRO-3 gradient anomaly; unrelated symptoms and fixes." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Doc example errors for SigLIP2 are unrelated to the regression in processor.tokenizer/image-to-tokenizer behavior." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype mismatch during eval is not the same as the ZeRO-3 gradient growth issue." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug is separate from FP8 inference failure on B200 hardware." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Hardware-specific FP8 inference failure is unrelated to a general accuracy regression after version upgrade." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error on CLIP model load is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is broader and different from lm_head serialization inconsistency." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "mDeBERTa special-token behavior is not the same root cause as DeepSeek-Coder tokenizer output differences." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "BF16-to-FP32 eval dtype drift and resume_from_checkpoint key mismatch are different training-state bugs." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states output bug and incorrect visual encoder save_pretrained keys affect different Qwen3.5 code paths." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "janus image-generation test failure is unrelated to an unreleased PEFT version bump." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig token-ID persistence bug and MLukeTokenizer AttributeError are separate config/tokenizer failures." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model load failure for a specific checkpoint is not the same as HF_HUB_OFFLINE breakage in tokenizer regex patching." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "mDeBERTa add_special_tokens regression and Granite token-ID regression are both tokenizer bugs but in different implementations and failure modes." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "TP OOM when loading a large Qwen2 model is unrelated to a dependency version constraint issue." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT legacy-field loading failure and bark-small CPU-offload device mismatch are different loading/runtime problems." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2.5-VL import and Float8 storage lookup failure are unrelated API/runtime issues." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is not the same as Qwen3VL model loading regression." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size AttributeError and RT-DETR feature-level mismatch are different model-specific bugs." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "dtype mismatch in SwitchTransformers/TimmWrapperModel is unrelated to RT-DETR forward shape/feature-level error." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3.5 rotary-pos-emb registration failure and missing linear_attn TP plan entries are distinct Qwen3.5 issues." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/device-related, but one is a CPU-offload mismatch in bark-small and the other is a stale GraniteSpeech test." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-cardinality runtime limit and a post-upgrade accuracy regression are not the same bug." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-VL pad_token_id attribute error and composite-config unwrapping for AutoModelForCausalLM are different config-loading paths." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Generic position-id key warnings are not the same as the CLIP text-model structure inconsistency." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy field preset loading bug is unrelated to BigBirdTokenizer mask-token registration." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Import error for Qwen2.5-VL and missing Float8 storage are unrelated failure modes." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-VL pad_token_id error is unrelated to StableLmConfig missing pad_token_idx after v5 update." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT pretrained loading and BigBird tokenizer special-token registration are unrelated 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": 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": "42edecd9f43289283c5d38cf1876adac607567959377f3dc4992f44f7974d4bb", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35049, + "estimated_input_tokens": 8763, + "estimated_eval_tokens": 17782 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the soft pairs mostly share only broad subsystems or model families, not the same concrete bug/change. None of the issues is a safe duplicate hub or canonical representative, and there are no PRs here.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache/generation behavior, but one is about compiled forward output inconsistency and the other about cache length handling for quantized cache; different bugs and code paths." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "One is a StableLmConfig field regression, the other is an init_empty_weights argument error; unrelated failures." + }, + { + "left": "issue:46832", + "right": "issue:46858", + "accept": false, + "reason": "RT-DETR feature-level mismatch and a static-cache slice arithmetic bug are separate model/runtime issues." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 is unrelated to a DiffusionGemma pipeline output issue." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Both are Gemma 4, but one is a missing default token-type input for fine-tuning and the other is a multi-GPU OOM; not the same bug." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading failure are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization, but one is offloading behavior and the other is save/load corruption after sinq quantization." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decoding crash and empty chat-template input crash are unrelated." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but one is CUDA OOM and the other is a device-mapping forward mismatch; different concrete bugs." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow job-state reporting are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 wrong outputs and unexpected position-id keys are not the same issue." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "One is a flash-attention crash on sink-less models; the other is broken quantized save/load. Different paths." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and a Trainer broadcast TypeError are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Trailing-slash import warning and GPT-oss OOM are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and DiffusionGemma pipeline failure are different models and code paths." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation error and Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing behavior and TrainerState token-count tracking are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and a Sam3-litetext memory overflow are not the same bug." + }, + { + "left": "issue:45479", + "right": "issue:46829", + "accept": false, + "reason": "Zero-loss classification regression and wrong hidden_states output are different model-output bugs." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are transformers serve crashes, but one is continuous-batching multimodal input handling and the other is KV-cache continuation indexing." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export error and SigLIP2 zero-probability outputs are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a flex_attention import version check are distinct issues." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy and checkpoint key mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "CUDA assert under auto device mapping and a DeepSeek accuracy regression after upgrade are different bugs." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4 processor missing _tokenizer and rope validation TypeError are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and DeepSeek accuracy regression 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": 28, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "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": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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": "6c91a494d28b822eec60e3d52432cf223ff6b95b1b89fe73fda5130f8aecab36", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36753, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster does not contain a grounded duplicate pair. Most items are unrelated or only share broad subsystem/theme overlap; the import-utils pair (45520, 46170) should be rejected because they describe different platform-specific failures.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45520 is the closest representative only because it is the clearest import_utils-specific regression in the set, but it is not a proven duplicate of issue:46170.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Different bugs: non-persistent buffer corruption in from_pretrained vs CLIP text-model structural inconsistency." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Different failures: missing Qwen2.5-VL symbol import vs DeepSeek coder detokenization regression." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "Different code paths: gguf_file handling in from_pretrained vs dtype/config staleness in from_config." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same symptom class, but different model families and likely different fixes." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Unrelated bugs: audio chat-template sampling-rate default vs batched video processor shape issue." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both are tokenizer/speech related, but one is loading failure and the other is save_pretrained/tokenization failure." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Model image-generation test failure vs stale num_return_sequences warning; not the same bug." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different problem classes: latent/forward mismatch vs stale CI device-override test." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Different preprocessing bugs: label reduction vs return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver non-default-resolution failure and RT-DETR memory cleanup are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both multimodal, but one is mm_token_type_ids defaulting and the other is rope position scaling." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both docs issues, but they target different pipeline APIs and deprecations." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Tuple-label metric gathering vs BeitImageProcessorFast label reduction are distinct bugs." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different runtime problems: CUDA assert in device mapping vs FP8 inference on B200." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile SDPA failure are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both import-utils regressions, but they concern different helpers and different affected behaviors." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different helpers and model families: DAC latent mismatch vs qwen3_omni_moe feature-length calculation." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different audio bugs: unsupported center argument vs Whisper empty-transcription failure after token alignment." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "LwDetr AMP crash and D-FINE auxiliary-loss omission are separate training issues." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both cache-related, but one is max_cache_length configuration and the other is device tensors breaking slice arithmetic." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor image-size mismatch and image-loss AMP crash are unrelated." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Different APIs and failures: from_config dtype staleness vs TimesFM window_size AttributeError." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Qwen multimodal text_config unwrapping and CLIP text-model structure inconsistency are not the same bug." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different platform-specific import failures: Python 3.13 KeyError for flash_attn in import_utils vs Windows AMD ROCm torch.distributed dependency ImportError/TypeError." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe feature-length computation." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and RT-DETR memory cleanup are different model bugs." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba SDPA/torch.compile failure and GraniteSpeech stale device-override test are different issues." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing flash-attention helper import and generic Torch 2.10 incompatibility are not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the only accepted soft-edge pair is not grounded in the packet. issue:45520 is about `KeyError: 'flash_attn'` in `import_utils.py` on Python 3.13, while issue:46170 is about a Windows + AMD ROCm `torch.distributed` dependency ImportError/TypeError. They share a broad import-utils theme, but the titles and described failure modes do not support a duplicate-issue conclusion. Because the canonical/best-issue reasoning depends on that acceptance, the summary is not conservative enough." + }, + "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": 30, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "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": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 31, + "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:10000", + "issue:15354", + "issue:27957", + "issue:29870", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43927", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44617", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "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:46858" + ], + "soft_pairs": [ + "issue:45459|issue:46234", + "issue:44617|issue:46697", + "issue:39692|issue:44493", + "issue:43701|issue:45083", + "issue:44206|issue:45823", + "issue:32090|issue:33357", + "issue:44857|issue:45072", + "issue:42490|issue:43575", + "issue:44360|issue:44561", + "issue:43550|issue:45083", + "issue:38175|issue:44493", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "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:43278|issue:43381", + "issue:10000|issue:15354", + "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": "c3c3f87f68f829c2f526d3a8c359fe145e9aad42ad75b77605c1717882480687", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36263, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items do not form a single duplicate cluster; they are a grab bag of unrelated bugs across tokenization, generation, multimodal processing, serialization, and training/runtime errors. I would reject every soft edge candidate.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits: the reports describe different underlying bugs and code paths, so there is no meaningful duplicate representative.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: the set is too heterogeneous to nominate one issue as the representative duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "One is a tokenizer/protobuf error path; the other is a missing import_utils availability symbol. Different bugs and fixes." + }, + { + "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": "Doc example/model-processor mismatch is unrelated to unexpected position-id key warnings across models." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint-resume key mismatch is a different problem from qwen3_omni_moe length calculation behavior." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported center arg in audio feature extraction is unrelated to Gemma4 device_map forward mismatch." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error and Mac bus error on CLIP are distinct failures." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype issues, but they hit different models/code paths and are not the same concrete bug." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to Qwen2 TP load OOM." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is a different bug from position-id key issues." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 issue and Llama 3.2 Vision loading breakage are separate model-specific problems." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention 2 tests are not the same as output embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate decoder_attention_mask crash and Trainer broadcast NoneType error do not share a code path." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash is unrelated to qwen2.5-vl video vision_position_ids." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Eval dtype change and undefined multimodal-token helpers are different bugs." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong token IDs regression and return_tensors being ignored are separate tokenizer issues." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output differences are unrelated to Qwen3.5 flash-attention generation failures." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multimodal finetuning with multiple images is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat template tool-call handling and SmolVLM video padding are different processing bugs." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift and gradient checkpointing in eval mode are not the same issue." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and GeneratorExp/torch.jit.script export failure are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug for Qwen3.5 is unrelated to Gemma4 multi-GPU OOM." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "DiaConfig token-ID persistence and loading the wrong custom module after save_pretrained are distinct serialization problems." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2Model and Qwen3.5 missing-decorator registration error are different code paths." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "BART generation crash and Deepspeed Adafactor OOM are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "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 is different from device-tensor seq_length breaking slice arithmetic." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45803", + "issue:45823", + "issue:46121" + ], + "soft_pairs": [ + "issue:37428|issue:42175", + "issue:32090|issue:33290", + "issue:44561|issue:44779", + "issue:43873|issue:45229", + "issue:25251|issue:32090", + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:42490|issue:43873", + "issue:44568|issue:45491", + "issue:43278|issue:43575", + "issue:45588|issue:45823", + "issue:43381|issue:43701", + "issue:29127|issue:34567", + "issue:44871|issue:44977", + "issue:41720|issue:45229", + "issue:33357|issue:39692", + "issue:44977|issue:45563", + "issue:45198|issue:45803", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:43653|issue:44743", + "issue:43611|issue:46121", + "issue:45372|issue:45588", + "issue:29870|issue:34689", + "issue:42915|issue:42994", + "issue:45372|issue:45406", + "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": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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": "cache", + "cache_hit": true, + "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": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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": "cache", + "cache_hit": true, + "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": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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": "cache", + "cache_hit": true, + "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": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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": "dc226a0277996b9197426864eff276907c50e04fb2bffcdd444b7fdab5b8a9e2", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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": "This cluster is a loose collection of unrelated issues rather than a true duplicate set. None of the soft-similarity pairs describe the same concrete bug/change, so all are rejected.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45698 is the most active and broadly scoped loading bug in the set, so it is the best available representative, though the cluster is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 has the highest discussion/inbound references and the broadest user impact among these unrelated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Different loader failures: gguf_file handling vs an unrecognized custom model/config error." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "One is a tied lm_head-weight bug; the other is a FlashAttention support/runtime issue." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to max_cache_length being honored only for quantized cache." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing errors is unrelated to the Windows/ROCm torch.distributed import dependency problem." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor/model input-size mismatch is unrelated to SAM3 LiteText memory overflow." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "\"ADD THE DATA\" is not a concrete bug matching the Gemma roundtrip tokenization failure." + }, + { + "left": "issue:43761", + "right": "issue:46832", + "accept": false, + "reason": "CLIP hidden_states regression and RT-DETR feature-level TypeError are different code paths." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Different Qwen multimodal bugs: video input processing vs batched chat-template padding crash." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy field loading in BEiT is unrelated to save/load choosing the wrong custom module." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend setup issue is unrelated to a missing import utility function." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Missing config attribute and backend-mapping rejection are different failure modes." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d/pixel decoder behavior is unrelated to Sam3Video CUDA OOM." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Specific unsupported-FA2 error for NemotronH is not the same concrete bug as the generic Flash Attention 2 issue." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric label truncation and auxiliary-loss normalization are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to stale auto_mappings references." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/extended-vocab collapse with tied embeddings is unrelated to mm_token_type_ids defaults." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus test failure and Qwen3.5 flash-attention generation bug are different models and paths." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Chunked-prefill cache missing and recurrent-state reset are both cache-related but not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor lookup and missing fpn_position_embeddings are unrelated SAM/video issues." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading script failure is unrelated to loading the Phi-4 multimodal model." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id and sliding_window behavior are distinct config/runtime problems." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk and rotary_pct reload regression are different serialization/config issues." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization on resize is unrelated to trailing-slash local path import warnings." + } + ] + }, + "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": "5df7aa25b1aa085dbf5a84c59d1e0f1cd30936a15626b46423d00e8fd378155f", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36556, + "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 looks noisy and mostly heterogeneous: the soft pairs span unrelated bugs in generation, vision, configs, docs, and CI. I would not merge any of the soft-edge candidates as duplicates; at most, there is a small cache/chunked-prefill subtheme. If a representative issue is needed, #46421 is the closest anchor, but it does not explain most of the cluster.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #46421 is the closest representative because it covers the broadest cache/chunked-prefill path among the items and is more central than the more specific cache bugs nearby.", + "canonical_pr_reason": null, + "best_issue_reason": "#46421 is the best available issue representative, but only for the narrow cache/chunked-prefill subset; the overall cluster is too mixed for a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Different subsystems and failures: config validation for attention head dimensions vs image processor padding." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both mention trust_remote_code/cache, but one is a cache-path collision and the other is a FileNotFoundError loading from cache; not the same bug." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper timestamp decode crash vs RT-DETR forward TypeError; unrelated code paths." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-count limit error vs cache seq-length tensor/device bug; unrelated issues." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both involve chunked prefill/cache, but one is missing cache state and the other is lazy init causing recompilation; different concrete bugs." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 TorchScript parsing error vs flash_attention crash on s_aux=None; no shared code path." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Model load shape mismatch vs incorrect tied-weights warning; related model family, but different failure modes." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing removed pipeline API vs a model producing nonsensical outputs; not the same underlying problem." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Generate-time decoder_attention_mask bug vs post_init reinitializing resized embeddings; distinct paths." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM vs Whisper empty-transcription generation failure; unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffers initialized with junk vs GPTNeoXConfig reload losing rotary_pct; different persistence/config issues." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils vs Qwen3.5 chat crash; unrelated." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale warning in paged generate vs Whisper empty-transcription crash; different bugs." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline output nesting bug vs Flash Attention 2 support for XLMRoberta; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version compatibility issue vs TorchScript indentation/parsing failure; different causes." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video input regression in Qwen VL models vs KV-cache continuation indexing crash in serve; not the same defect." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug vs Sam3-litetext memory overflow; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA model failure vs local dataset loading script issue; different areas." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "post_init policy for patchtsmixer vs strict config loading for granite_speech; not duplicates." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Device-mapping CUDA assert on Qwen3 vs category-count limit error; unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug vs dataset loading script issue; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d vs OmDet-Turbo processor resolution mismatch; different model/input issues." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs stale generate warning; not the same problem." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Different video-processing bugs in different models: wrong vision_position_ids vs incorrect padding calculation." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/example errors vs local dataset loading script issue; unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merging/tied embeddings collapse vs incorrect visual encoder keys in save_pretrained; different code paths." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI device-override test flake vs auto_mappings referencing removed configs; both CI-related but not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "BEiT label reduction bug vs Swin2SR over-padding bug; unrelated image-processor issues." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are Sam3-family memory issues, but one is video-model OOM and the other is litetext memory overflow; not clearly the same code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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": "245943fbc637dae191a502df5b1ee7f9934f3448ca9e8cde2f3c15c85cd4787d", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36202, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; only the DeepSeek tokenizer reports look like the same underlying v5 regression. All other soft pairs are too far apart in symptom or code path to merge as duplicates.", + "confidence": 0.71, + "canonical_issue_reason": "issue:44779 is the earliest and broadest report in the only plausible duplicate pair, describing the v5 tokenizer regression at a general level; issue:46489 reads like a narrower follow-up about a specific DeepSeek-Coder v1 gap in that fix.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the strongest representative issue overall: it has a clear regression description, touches the core tokenizer bug, and is the best anchor for the related follow-up report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both report DeepSeek tokenizer output corruption on transformers v5+, and 46489 explicitly frames itself as a gap in the earlier fix, so they appear to be the same underlying tokenizer regression." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Different bugs: one is about custom multimodal code breaking around processor.tokenizer/images, the other is about resize_token_embeddings not updating Gemma4 output embeddings." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both hit apply_chat_template, but one is tool-call messages with no content and the other is an empty list input; these are related edge cases, not clearly the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different subsystems and failures: Qwen3OmniMoe video processing versus transformers serve KV-cache continuation indexing." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Unrelated issues: XLNet device placement in relative positional encoding versus a bare-except bug in Fuyu tensor conversion." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "One is AutoTokenizer ignoring tokenizer.json; the other is list_repo_files not forwarding revision. Same library area, but not the same bug." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal/chat-template-related, but one is assistant_masks becoming all-zero and the other is wrong vision_position_ids for Qwen2.5-VL video inputs; too different to treat as duplicates." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated behaviors: Gemma4 resize_token_embeddings inconsistency versus Whisper empty transcription failure after align_special_tokens." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure is not the same as the TensorBoard-without-TF backend configuration error." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Different bugs: pipeline top_k output nesting versus a Bart generate decoder_attention_mask UnboundLocalError." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache, but one is a missing GenerationMixin cache in chunked_prefill and the other is a device-tensor seq_length arithmetic issue in static cache; not the same defect." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Trust-remote-code cache-path collision and a missing import_utils helper are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading failures for different model families and different root causes." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are not the same concrete bug." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different loading/configuration problems for different models; no shared code-path bug is evident." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both involve config loading, but one is trust_remote_code missing fields and the other is an unrecognized model_type; separate issues." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flakiness in GraniteSpeech is unrelated to Phi-4 multimodal model loading." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to embedding resizing/reinitialization." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter list handling are distinct configuration-validation bugs." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "One is package-extra dependency composition, the other is 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": "Both are import errors, but for different symbols and likely different causes; too broad to merge." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight tying in Mistral3 conditional generation and Qwen3.5 save_pretrained checkpoint corruption are different defects." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "One is default config initialization from None, the other is a missing field being dropped by strict validation; different code paths and symptoms." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge verdicts are mostly conservative. The DeepSeek pair is the only clearly plausible duplicate-like match from the titles, and the remaining pairs are rejected for reasonable symptom/code-path mismatches rather than stretched similarity." + }, + "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": "cache", + "cache_hit": true, + "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": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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": "cache", + "cache_hit": true, + "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": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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": "cache", + "cache_hit": true, + "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": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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": "cache", + "cache_hit": true, + "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": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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": "e3927819ee1d651643330ff5abd78fff5834e596608f7a4dd9a10131ee137907", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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 heterogeneous: it mixes unrelated bugs across generation, config loading, tokenizers, SAM3, DETR, Gemma, Qwen, DeepSpeed, and CI. I do not see a safe duplicate canonical issue or PR for the whole set.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items are not one duplicate cluster, but many unrelated failures in different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: none of these issues safely represents the others, so picking one as the cluster anchor would be misleading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Both mention SAM3, but one is an attribute error in video encoder output and the other is a memory overflow in sam3-litetext; different bugs and likely different fixes." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Moe load-balancing loss and RT-DETR AMP/CUDA crash are unrelated code paths and symptoms." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to SAM3 auto-mapping CI breakage." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve strict config behavior, but they hit different model configs and different failure modes; not enough to treat as one concrete bug." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings behavior and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Custom processor/tokenizer regression is unrelated to output embedding resizing." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5-VL image processor import failure and DeepSpeed/BertModel zero3 index error are different issues." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing files in processor.save_pretrained and AutoProcessor backend-missing error are both processor-adjacent, but not the same underlying bug." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization of tied lm_head weights is unrelated to t5gemma decoder embedding resize propagation." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe/transformers 5.0 and CPU-vs-CUDA layout differences are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug is unrelated to MLflow job status reporting." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading physical-intelligence/fast on >=5.1.0 and protobuf-related tokenizer error masking are separate tokenizer issues." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "The first is a specific Nemotron Flash Attention 2.0 unsupported error; the second is too generic and not clearly the same concrete bug." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR background-class cardinality error and Qwen3.5 variable-length position_ids behavior are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning and patchtsmixer post_init policy are different model/config issues." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen VL models is unrelated to Windows/ROCm torch.distributed dependency failures." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a tied-embeddings warning during LoRA fine-tuning and the other is flash-attention generation failure." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory release and MaskGenerationPipeline partial-batch handling are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 zero3 from_pretrained and deepspeed double optimizer step are different DeepSpeed problems." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Windows ROCm import/dependency issues are unrelated to RTDetrModel feature-level mismatch." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy Conv2d in pixel decoder and the other is a model-type warning; different underlying defects." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 vision encoder attribute error and Qwen3OmniMoe video-processing ValueError are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading and Windows/ROCm distributed import failure are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale indexer crash and Gemma 4 mm_token_type_ids defaulting are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Tied-embeddings warning in Qwen3.5 LoRA and paged generate stale warning are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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": "1c0498578868b60b886fdb5e25987a77df663c6aaf7dc59c2fb584aac05fc69c", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36008, + "estimated_input_tokens": 9002, + "estimated_eval_tokens": 18260 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose cluster of mostly Transformers v5-era regressions around loading, config serialization, generation/cache behavior, and a few model-specific bugs. Only one soft edge looks like a true duplicate; the rest are broader similarity matches, not the same underlying issue.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43646 is the broadest umbrella report here: a general v5 breakage in custom model initialization, which best matches the cluster\u2019s repeated loading/config regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45375 is the cleanest concrete bug report and the strongest duplicate candidate in the set: a required Qwen3.5 MoE config field being dropped by strict serialization.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading failure vs downstream accuracy regression on a specific model; not the same bug." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Cache return-type bug and LlamaConfig validation are different code paths and failures." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs a warning about tie_word_embeddings; not equivalent." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Torch.compile attention branching bug vs Gemma pipeline roundtrip issue; unrelated." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat-completions API rejection vs tokenizer/pipeline roundtrip behavior; different surfaces." + }, + { + "left": "issue:46829", + "right": "issue:46858", + "accept": false, + "reason": "VideoPrism output structure bug vs cache seq_length tensor/device bug; different underlying problem." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Isolated reproduction of another issue vs Gemma pipeline token roundtrip failure; not a duplicate." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache crash vs flash-attention sink-less AttributeError; unrelated internals." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention compile/cache, but one is branching divergence and the other is lazy cache init causing recompilation." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram dtype error vs missing chat template error; no shared bug." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Docstring annotation parsing crash vs cache seq_length tensor bug; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Dummy Conv2d in SAM3 vs partial-batch pipeline dropping results; different components." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError vs slowdown after version upgrade; not the same failure mode." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained writes wrong class metadata vs processor.save_pretrained missing files; both serialization-related but not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Siglip2 produces bad outputs vs AutoProcessor backend-missing error; different symptoms and causes." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden_states regression vs MoE router-loss omission; unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Data filtering slowdown vs double optimizer step under deepspeed; different problems." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch vs slowdown regression; unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Broad custom-model-init regression vs ESM2-specific breakage; not the same underlying bug." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id config mismatch vs AttentionInterface.register behavior change; different APIs." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file omission vs deepspeed optimizer stepping twice; unrelated." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "FlashAttention failure on Ministral-3 vs empty-list apply_chat_template IndexError; different code paths." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure vs GGUF loading failure; opposite operations and different models." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE config/serialization problem: a required field is missing or dropped, causing from_pretrained errors." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs update bug after sync_gpus vs missing cache during chunked prefill; both generation-related but not the same defect." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 video encoder attribute error vs trust_remote_code config field loss; different models and failure modes." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve AutoProcessor and vision backends, but one is a missing torchvision crash and the other is an unrecognized image-processor message." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Attention kernel divergence under compile vs Qwen3.5 variable-length position_ids behavior; unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "SAM3 vision output attribute error vs TimesFM window_size AttributeError; different models and bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The chosen duplicate pair issue:45375 \u2194 issue:45478 is well supported by the packet, and the remaining soft-edge verdicts stay conservative by distinguishing different surfaces/failure modes rather than overcalling duplicates. The umbrella/canonical framing around v5 loading/config regressions is plausible and does not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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": "537446c23e97ebd6bfc85bcaeea8ff800da989954ce6db1454b35545a1aa9e9a", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36376, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The only clear duplicate edge is the Qwen3ForCausalLM VRAM-leak pair (42673 \u2194 43704). The Qwen3.5 MoE/config pair (45310 \u2194 45375) is too weakly supported to treat as the same underlying bug, so it should remain rejected.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 42673 is the strongest canonical anchor because it is a specific, self-contained bug report and has an exact duplicate in 43704 with the same title and failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42673 is the best overall issue candidate because it has the clearest duplicate evidence and the most concrete, reproducible bug description among the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch import availability and Sentence Transformers hanging during load are different failures." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols and likely different code paths." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Docs/example errors in SigLIP2 versus AutoProcessor behavior when a vision backend is missing are separate issues." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Unrelated model-loading failure versus DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same broad Qwen3.5/MoE area, but the packet does not show enough evidence that these are the same root cause." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "One report is too generic to establish the same bug as the Gemma-4 ZeRO3 loading issue." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "Different subsystems: T5 decoder-input validation versus auto_docstring import-time diagnostics." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer/decoding, but the concrete models and failure modes differ." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 compatibility and processor.save_pretrained missing files are separate bugs." + }, + { + "left": "issue:44242", + "right": "issue:46832", + "accept": false, + "reason": "Different model families and code paths: MoE load-balancing loss versus RT-DETR backbone feature-level mismatch." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "A docstring mistake is not the same underlying bug as a variable-length position_ids runtime issue." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized-model saving failure and Llama4Config missing pad_token_id are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance versus InternVL2 meta-init incompatibility are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and continue_final_message behavior for mistral_common are different problems." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma processor attribute crash and Gemma pipeline roundtrip on \u2581 are not the same bug." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Import-time NameError in sentence-transformers versus Qwen3.5 kernel registration error are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and pipeline-parallel output correctness are distinct issues." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "Training-time AMP crash in LwDetrImageLoss versus auto_docstring import-time logging are unrelated." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss logic and auto_docstring diagnostics are unrelated." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption versus Qwen3.5 infinite-loop-on-image are different bugs." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing imports, but they are different exported symbols and likely separate fixes." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same Qwen3ForCausalLM VRAM leak in multi-dataloader-thread use; clear duplicate." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen model variants and different symptoms; too broad to merge safely." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Gemma token roundtrip issue versus DiffusionGemma image-text-to-text pipeline failure are different code paths." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash and auto-docstring annotation handling are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-VL import error are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in eval versus DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained for MoE and a Qwen3.5 from_pretrained error are not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but it overstates one soft-edge pair. Issue 42673 \u2194 43704 is a clear duplicate and conservative to accept. However, issue 45310 \u2194 45375 is not strongly supported as the same bug: the packet only shows a related Qwen3.5/MoE config area, not enough to conclude the same root cause. The summary\u2019s claim that it likely shares the same root cause is too strong, so the cluster should be rejected." + }, + "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": "8d737a0e2f7896527035ff780f8085dd9a5657b3bb84348183937209d7819d8e", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37240, + "estimated_input_tokens": 9310, + "estimated_eval_tokens": 18876 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated bugs across tokenizers, model loading, training/runtime behavior, docs, and testing infra. The title similarity is mostly driven by shared Transformers/v5 vocabulary, not the same underlying defect. No soft pair looks safe to merge as a duplicate.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Different problems: generation kwargs sync bug vs a janus image-generation test failure." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated: legacy Beit preset loading vs pytest-xdist capture-file race." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Different infra issues: xdist file race vs stale auto_mappings references causing CI failures." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "TensorFlow backend packaging issue vs a bad image_utils import; not the same bug." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model auto-loading/config error vs testing utility race condition." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "Different doc/lint issues: unreleased PEFT version pin vs auto_docstring stdout noise." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python/version compatibility bug vs missing/nonexistent import from image_utils." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "Different training/runtime failures: MLflow reporting on job failure vs Deepspeed adafactor OOM." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Stuck SentenceTransformers loading is not the same as embedding reinit on resize." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup behavior change and add_special_tokens BOS/EOS regression are distinct tokenization bugs." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Package dependency mismatch vs leftover dummy classes leaking into namespace/checks." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Phi4 multimodal config initialization bug vs VideoPrism output field mismatch." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Different attention-mask vs pipeline batching bugs; same area but not same defect." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config default handling vs Whisper timestamp decode crash; unrelated code paths." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Both mention VRAM/performance, but one is multithreaded leakage and the other is long-context FA2 slowdown." + }, + { + "left": "issue:44625", + "right": "issue:46877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug is unrelated to auto_docstring import-time diagnostics." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error vs documentation parameter mismatch; not the same underlying issue." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer v5 loading issue and mDeBERTa add_special_tokens regression are separate tokenizer bugs." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions: cleanup_spaces behavior vs Granite token IDs." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but they affect different model families and failure modes." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config defaults vs ModelOutput key assignment; no shared code-path bug." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image patch method vs old InternVL2 meta-init incompatibility; unrelated multimodal issues." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Importing sentence-transformers NameError vs missing Qwen2.5-VL symbol; different import failures." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation tensor indexing bug vs auto_docstring annotation crash." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken vitpose models vs Gemma 4 text-only mm_token_type_ids defaulting; unrelated model-specific bugs." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to MLflow reporting on failed training jobs." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Job-reporting failure vs Llama 3.2 Vision model loading regression; distinct subsystems." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup behavior and processor.tokenizer/images regression are different v5 changes." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but Kimi-K2.5 codec handling is a separate concrete bug from clean_up_tokenization_spaces." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Buffer registration/read issue is unrelated to Deepspeed optimizer step being called twice." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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": "cache", + "cache_hit": true, + "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": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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": "cache", + "cache_hit": true, + "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": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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": "46bfda7484ecc037abf7a0ea9d9e7b77c33b1c0b8ed527800419c811dda4badc", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35718, + "estimated_input_tokens": 8930, + "estimated_eval_tokens": 18116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose topical grouping, not a duplicate set. The pairs share broad Transformer/v5/model-family vocabulary, but the underlying failures differ in code path, symptom, and fix scope, so all soft edges are rejected.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella in the set for upgrade-related import regressions, so it is the closest thing to a cluster representative.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the most representative issue title-wise for this cluster\u2019s recurring v5/import-breakage theme, even though the cluster itself is heterogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated failures: missing `transformers.onnx` import vs a LayoutLMv3 error-message clarity complaint." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Different problems: extras/backend packaging issue vs Python 3.14 import/load failure." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different code paths and symptoms: SigLIP2 numerical discrepancy vs Qwen3_5 image-triggered infinite loop." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Docs parameter-name mismatch vs import-time stderr/stdout diagnostics; not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under `torch.compile` is unrelated to `pad()` wasting time converting arrays." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same model family, but one is invalid `GenerationConfig` and the other is a RoPE implementation discussion." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior change vs stale phonemizer backend after language switching; different subsystems." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "`layer_type_validation` import break is a specific missing symbol; 45278 is a broad umbrella for many import errors, not the same concrete bug." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizers, but one is decoder-type regression and the other is DeepSeek tokenization correctness." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model-loading regression via `base_model_prefix` is unrelated to NaNs in classification heads on init." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3 Moe issues on different versions/code paths: one is a general 5.0 bug, the other a from_pretrained failure in 5.4+." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label empty output is unrelated to SigLIP2 implementation drift." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility failure vs a PyTorch version check bug in flex_attention; not the same underlying issue." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file loading errors are unrelated to a documentation typo." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloaders vs bfloat16 dtype mismatch in CI inference are different bugs." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 Moe regressions, but one is save_pretrained key corruption and the other is from_pretrained loading failure." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "`num_labels` propagation in Qwen3.5 is unrelated to NaNs in classification heads." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance issue vs missing `get_number_of_image_patches` method; documentation versus runtime bug." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Different subsystems: Qwen3_omni_moe feature-length helper bug vs flex_attention version check." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-dataclass regressions, but they affect different models and fields (`attentions` vs `hidden_states`)." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Empty multi-label outputs in an example script are unrelated to a pipeline translation-task error message." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing `embed_tokens.weight` in UMT5Encoder loading is unrelated to `AutoProcessor.from_pretrained` kwarg forwarding." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer-SGD argument handling has no overlap with trainer evaluate-after-train failure." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder regression is unrelated to an accuracy regression in DeepSeek-R1-Distill-Llama-8B." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Flash Attention support request is unrelated to a later Flash Attention 2 issue with different details." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "`torch.split()` return handling in GlmMoeDsaIndexer is unrelated to Minimax MSA numerical discrepancies." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Stale indexer cache on second forward pass is unrelated to image over-padding in Swin2SR." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Stale phonemizer language state is unrelated to `apply_chat_template` crashing on an empty list." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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", + 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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 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"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": "cache", + "cache_hit": true, + "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": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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": "cache", + "cache_hit": true, + "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": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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": "cache", + "cache_hit": true, + "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": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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": "6183c3e58656942572ec8e5c47b0e6f34b7e79f439c85abdd485710770df37ed", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36646, + "estimated_input_tokens": 9162, + "estimated_eval_tokens": 18580 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items are mostly unrelated bug reports that only share superficial similarity around regressions, loading/saving, import failures, or model-specific attribute mismatches. I do not see a true duplicate set here, so all soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue cleanly serves as a canonical duplicate target; the cluster spans distinct bugs across different models, APIs, and runtime/version regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick the broadest representative, issue:45278 is the closest umbrella for upgrade-related import breakages, but it still does not represent the rest of the cluster well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but one is about Smollm3 layer dropping and the other is a GLM-5 implementation discussion; different model paths and failures." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "One is quantized model saving failure; the other is saving Pipeline objects. Different objects and failure modes." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL/MoE model loading regression vs. a state_dict-sorting load bug; same broad area, but not the same underlying defect." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4 issues, but one is token embedding resizing and the other is bidirectional attention mask construction." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 config propagation bug vs. import failure for Trainer due to datasets; unrelated symptoms and code paths." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled-file import errors and docstring lint stdout noise are unrelated import-time problems." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing vocab_size on Gemma3Config vs. missing fpn_position_embeddings on SAM3 video output; different classes and fields." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different packages: transformers.generation vs huggingface_hub." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support error for Nemotron vs invalid GenerationConfig for GLM-5; unrelated failures." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "One is /v1/chat/completions request handling, the other is chat-template tokenization on tool-call messages." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Base-model-prefix loading regression vs inability to save Pipeline objects; different functionality." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Both involve persistence, but Pipeline save_pretrained and sinq-quantized model roundtrip are separate behaviors." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init policy are unrelated config issues." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State-dict ordering load bug vs Qwen3.5 checkpoint save regression; both about persistence, but not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but one targets 3.9+/3.10+ and the other Python 3.14 loading." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention-mask logic are different model-specific bugs." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 causal-mask bug vs LlamaConfig head_dim validation; different models and code paths." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions assignment regression and Qwen3.5 checkpoint corruption are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:46829", + "accept": false, + "reason": "xLSTM training bugs for small models vs VideoPrism output field mismatch; different subsystems." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3Config missing vocab_size vs Llama4Config missing pad_token_id; similar shape, but different models and fields." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Gemma3 missing vocab_size and Qwen3.5 num_labels propagation are distinct config bugs." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "BART generate() decoder_attention_mask UnboundLocalError vs tensor-parallel training bug; unrelated execution paths." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 Moe from_pretrained error are different model-loading defects." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state mismatch vs a typo in cache strategies; no shared underlying bug." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache/layer no_grad decoration issue vs broad import errors after upgrade; different code areas." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD args ignored in optimizer setup vs Trainer import breaking because of datasets; unrelated." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs propagation bug vs Qwen3.5 variable-length position_ids handling; distinct behaviors." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "BART generate decoder mask bug vs tokenizer loading regression; both regressions, but not the same code path." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure vs PretrainedConfig type-checking breakage in v5.4.0; different compatibility issues." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file import errors vs DebertaV2Model parsing failure on Python 3.13; different root causes." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State_dict-sorted load error vs Gemma pipeline roundtrip failure on \u2581; both roundtrip/load issues, but not the same defect." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3 config attribute bug vs training optimizer-state corruption under FSDP2/PEFT; unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Generic load error when state_dict is sorted vs Qwen3.5 VisionConfig field dropping under @strict; different serialization 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": 56, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "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": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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": "cache", + "cache_hit": true, + "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": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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 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"issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "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:46095", + "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:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44704|issue:44908", + "issue:44492|issue:46328", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:44360|issue:45468", + "issue:43519|issue:46655", + "issue:44273|issue:44908", + "issue:44655|issue:44861", + "issue:43576|issue:46218", + "issue:45230|issue:45310", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689" + ], + "prepared_review_unit_hash": "f4b25469cdf837b7153eadfb46f9146d9d15de5f44806023fdd8cc26dadb12af", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942241, + "estimated_input_tokens": 235561, + 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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": "cache", + "cache_hit": true, + "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": 942241, + "estimated_input_tokens": 235561, + "estimated_eval_tokens": 471378 + }, + "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": "cache", + "cache_hit": true, + "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "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": "cache", + "cache_hit": true, + "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": "cache", + "cache_hit": true, + "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": "cache", + "cache_hit": true, + "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "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": "cache", + "cache_hit": true, + "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "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": "cache", + "cache_hit": true, + "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": "cache", + "cache_hit": true, + "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": "cache", + "cache_hit": true, + "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": "cache", + "cache_hit": true, + "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": "cache", + "cache_hit": true, + "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": "cache", + "cache_hit": true, + "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": 35, + "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": "aa9477a48b76c147681f910b7b08d9f30c11371894aa188897b4e1967549a4e5", + "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": "Two related VibeVoice pull requests are present, but they are not the same change: one is the core VibeVoice implementation and the other is a draft for VibeVoice Realtime with extra tokenizer/generation work.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the better canonical PR because it is the non-draft core VibeVoice implementation and appears to be the main upstream integration point, while 42781 is a separate draft focused on realtime/tokenizer additions.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the best representative of the cluster since it is the central implementation PR, has substantial review activity, and is not just a follow-on variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "They overlap on VibeVoice files, but 42781 is a distinct draft for \"VibeVoice Realtime\" and also adds acoustic-tokenizer and generation-utils changes; this is not clearly the same concrete code-path fix and would not naturally 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": 35, + "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": "ce48d351b30317e3ac8178f49c584b5f75a5cae6edc629ab8d5eccb19ca3f469", + "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": "These PRs are unrelated feature additions: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They do not fix the same code-path problem and should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 41224 is the better canonical representative because it is a focused, concrete model-capability addition with clear integration points and tests, whereas PR 40755 is a separate forecasting feature in a different model family.", + "best_issue_reason": null, + "best_pr_reason": "PR 41224 is the stronger standalone PR to represent this cluster\u2019s only coherent topic, due to its narrower scope and explicit image-classification support work; PR 40755 addresses an entirely different TimesFM forecasting enhancement.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different model families and different capabilities: TimesFM covariate forecasting vs DINOv3 image classification. No shared underlying bug or mergeable 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": 35, + "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": 35, + "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": "6d69426d093fd62fed5b9709548d76c5b3f0c5c07f6df0904a20e1d3515ebe9b", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 23, + "serialized_chars": 38876, + "estimated_input_tokens": 9719, + "estimated_eval_tokens": 19694 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 23, + "serialized_chars": 38876, + "estimated_input_tokens": 9719, + "estimated_eval_tokens": 19694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated open PRs across different subsystems. The only clear duplicate-like pair is the two `fixed_cross_entropy` changes (43251 and 43254), which both address the same underlying issue of forwarding supported `nn.functional.cross_entropy` kwargs. All other soft-similarity pairs are too broad or touch different code paths to merge as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical PR for the only true duplicate subgroup: it explicitly targets issue 43240 and cleanly forwards `weight` and `label_smoothing` into `cross_entropy` while preserving the intended wrapper behavior.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest representative of the cluster's only real duplicate pair because it has the explicit issue link, the clearer implementation of the kwargs-forwarding fix, and the higher likelihood of being the preferred landing change over 43254.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different products and problems: Mistral tokenizer missing methods vs adding a new MobileLLM model. No shared code-path bug or mergeable duplicate change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API addition vs ExecuTorch dynamic-shape export test; unrelated functionality and no same underlying bug." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness for several models is not the same change as introducing MobileLLM model support." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs fix and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Both touch loss/model code in different contexts, but one is a cross-entropy wrapper fix and the other is Mistral4 test/model work; not the same bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46707", + "accept": false, + "reason": "ExecuTorch export testing and native FSDP2 migration are different subsystems with no shared concrete issue." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Dynamic-shape export tests for decoder-only LM do not match Mistral4 test/model changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic export test and MobileLLM model implementation are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model support is not the same as fixing `cls.config` resolution order." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Model addition vs Falcon output-collection refactor; no common bug or change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill are unrelated; the latter is tooling/docs, not the same code path." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output interface refactor and Mistral4 test fixes are different model-specific changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46707", + "accept": false, + "reason": "Mistral4 test/model fixes and native FSDP2 migration are unrelated system changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes are not the same underlying issue as CLIP-family `layrnorm` renaming/correction." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 work and chat response parsing update are different areas and fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes do not match adding a TDT loss kernel." + }, + { + "left": "pull_request:45170", + "right": "pull_request:46707", + "accept": false, + "reason": "A weight-renaming typo fix in CLIP-like models is not the same as FSDP2 migration." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46707", + "accept": false, + "reason": "TDT loss kernel integration and native FSDP2 module migration are unrelated changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Model-specific Mistral4 fixes and a model-creation skill are not the same code-path problem." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model implementation is unrelated to the model-creation skill tooling PR." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes and `cls.config` resolution ordering are separate framework/model concerns." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46707", + "accept": false, + "reason": "Kernel loading for TDT loss does not overlap with FSDP2 migration." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46707", + "accept": false, + "reason": "MobileLLM model addition and FSDP2 infrastructure are different changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same concrete wrapper bug in `fixed_cross_entropy`: forwarding supported `cross_entropy` kwargs (`weight`, `label_smoothing`) through the helper. They are plausible variants of one mergeable change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: only 43251/43254 share the same issue target and the same `fixed_cross_entropy` kwargs-forwarding fix, while the other pairs are correctly treated as unrelated soft similarities. The mergeability judgment for 43251/43254 is reasonable and not overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 35, + "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": "2a60e4e0b3cb448cf5ee6deb92f34bd0fe555a01af9aac5af74530ebb8f83a35", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate workflow-dependency bump PRs: one for Node 24 compatibility across many GitHub Actions, and one for upgrading docker/build-push-action and other actions to latest versions. They overlap in workflow files but target different actions and different underlying maintenance changes.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better representative: it has the clearest single purpose (Node 24 compatibility) and a broader, more coherent set of workflow action updates.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the stronger canonical PR candidate because its title and edits align around one concrete compatibility upgrade, whereas 42976 is a separate latest-version bump focused mainly on docker build actions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are GitHub Actions upgrade PRs, but they change different actions and solve different problems. Shared workflow filenames alone are not enough to treat them as 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": 6, + "component_count": 35, + "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": "b770e96c8d927bf7a6cc5bf061df52e239d9cedf6b87085e4640a1d366dedf70", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 21187, + "estimated_input_tokens": 5297, + "estimated_eval_tokens": 10850 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 21187, + "estimated_input_tokens": 5297, + "estimated_eval_tokens": 10850 + }, + "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 PRs. The only potentially close pair is the Step 3.7 Flash library PR and the later WIP Step 3.7 Flash mini-model/script PR, but they still look like separate deliverables rather than one duplicate change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46562 is the best representative: it is the main library-facing Step 3.7 Flash implementation with docs, auto-mapping, and tests. The other PRs are separate model additions, and 46658 is a separate WIP conversion/debug-script effort rather than the same code change.", + "best_issue_reason": null, + "best_pr_reason": "46562 is the most complete and canonical-looking PR in the set; the others are distinct model introductions or auxiliary artifacts, not duplicates of one another.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Both are model-addition PRs, but they add different models (ViT NEPA vs Molmo) with different codepaths and files." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model families and implementations; only the broad 'add model' theme overlaps." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Unrelated model additions (ViT NEPA vs CTSM), not the same underlying bug or feature." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by naming, but they are distinct model releases with separate implementations." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are separate model PRs with no shared concrete change beyond generic model registration." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different models and different codepaths; not duplicates." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step 3.7 Flash are unrelated model additions; shared auto-mapping edits are incidental." + }, + { + "left": "pull_request:46562", + "right": "pull_request:46658", + "accept": false, + "reason": "Both are Step 3.7 Flash-related, but 46562 adds the library model while 46658 is a separate WIP mini-model/conversion-script PR; they are not the same concrete change and would not cleanly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 35, + "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": "8938b09d3192d10f37e106142bf38d8ecc421a99b4a731f0441dc5b1b76be099", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 10, + "serialized_chars": 16284, + "estimated_input_tokens": 4071, + "estimated_eval_tokens": 8398 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 10, + "serialized_chars": 16284, + "estimated_input_tokens": 4071, + "estimated_eval_tokens": 8398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is heterogeneous: whisper decoding/test cleanup, unrelated test-only edits, FP8 dequant/model-loading changes, generation watermarking validation, CI memory shims for Phimoe, and an ASR pipeline type dispatch tweak. None of the soft edges look like the same underlying bug or change, so there are no duplicates to merge.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46380 is the best representative only by breadth and concreteness: it fixes a real runtime validation bug and includes targeted tests. The rest are narrower, draft, test-only, or unrelated subsystem changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 46380 has the clearest end-user runtime impact and the most coherent bug-fix scope among the set, making it the strongest single representative for the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer/decode logic vs unrelated test-only edits in CLIP and ViT; not the same code path or bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding fix vs FP8 dequant/model-loading changes; completely different subsystems." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper batch/timestamp decode change vs generation watermarking validation; no shared underlying defect." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Bogus test assertions in model tests vs Phimoe CI/infrastructure memory handling; unrelated changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46870", + "accept": false, + "reason": "Test-only CLIP/ViT edits vs ASR pipeline model-type dispatch; no common bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only changes vs FP8 dequant/model-loading fix; different purpose and code path." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Dummy test modifications vs generation config validation fix; unrelated." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 quantization/model-loading fix vs Phimoe CI test environment change; not the same issue." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 dequant padding/loading fix vs watermarking config validation; distinct runtime paths." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config/watermarking validation fix vs CI memory limit patch for Phimoe integration tests; 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": 8, + "component_count": 35, + "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": "29e30c131d44de6c4ef5fc3d42728f5018be030f82b8dcd9377269277b1ef9a4", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6347, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6347, + "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 unrelated '[don't merge]' test/infra changes: one checks repo-bot/version formatting, one changes comment/workflow diff behavior, and one changes a security-gate workflow trigger. No pair appears to fix the same concrete bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these PRs target different workflow/test concerns and are not duplicates of one underlying change.", + "best_issue_reason": null, + "best_pr_reason": "#46747 is the most concrete standalone workflow fix, but it is still unrelated to the other two PRs and should not be treated as a duplicate representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: 43488 edits setup/versioning and a ViT test for bot-format checking, while 46747 only changes the PR security-gate workflow trigger. No shared underlying bug." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Shared ViT test file is incidental; 43488 is a version/dependency/bot-format test PR, while 43532 rewrites comment-driven workflow plumbing and related utility files." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch GitHub Actions, but they address different workflow code paths: comment CI/show-diff behavior vs. security-gate trigger/permissions. 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": 35, + "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": "532cfeef11aa5f24e91c6ec92db9a57b6303ca0cb8ee0198fb504522b5e38082", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate feature PRs: one adds Promptable Concept Segmentation and the other adds Promptable Visual Segmentation. They overlap in scaffolding but target different pipelines and model/test files, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR as a duplicate: the PRs implement different pipeline features with different code paths and dedicated files/tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader, more extensive pipeline addition and is the better representative if one PR must be selected.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features: concept segmentation vs visual segmentation. They share documentation and registry scaffolding, but the pipeline implementations, filenames, and test suites are distinct, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 35, + "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": "13c037d549872ded01deab1ecded774b5e2f0863461ecbc8693d8909f013bab2", + "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 implement unrelated Trainer customizations: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. They do not look like the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are separate Trainer changes with different code paths and different intended behavior.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the cleaner representative only in the sense that it is a focused standalone Trainer behavior change; it is not a duplicate of 43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different functionality: 43651 adjusts loss scaling during gradient accumulation, while 43663 extracts signature-column logic for input filtering. Same file/subsystem is not enough to merge them 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": 11, + "component_count": 35, + "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": "20902f4d1cca499af952b3b44f789875a5a119849141e0c98b482d1cba92a191", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are closely related CLI typing fixes in the same file, but they appear to address different import/annotation paths rather than the exact same patch. The more targeted PR is the pydantic/TypeAdapter guard in 43842.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "43842 is the most specific and directly issue-aligned fix: it targets the TypeAdapter NameError when pydantic is absent, with a minimal serve.py change.", + "best_issue_reason": null, + "best_pr_reason": "43842 is the strongest standalone candidate because it is narrowly scoped, explicit about the failure mode, and less of a broad typing cleanup than 43656.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Both touch serve.py and the TypeAdapter area, but 43656 is a broader future-annotations/type-hint cleanup while 43842 is a specific pydantic-missing guard. They do not look like the same concrete change or patchable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 35, + "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": 35, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44071", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44071", + 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"pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "9bcb805f4e91d8d0fd8655586b984af3d4a2b49779e37a185c269b5cfda45816", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84905, + "estimated_input_tokens": 21227, + "estimated_eval_tokens": 42710 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75100, + "estimated_input_tokens": 18775, + "estimated_eval_tokens": 37806 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a broad sweep of model-specific refactors to standardized output tracing. Most PRs are not true duplicates because they target different model code paths. The only clear duplicate pockets are GPT-Neo and GPT-J/CodeGen, where later PRs look like reworked or broadened versions of the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best representative of the tight GPT-J/CodeGen duplicate pocket: it is the broadest and latest variant, overlaps the same concrete output-tracing changes, and subsumes the GPT-J-specific edits seen in the nearby PRs.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the strongest single PR to anchor deduping here because it covers the same GPT-J/CodeGen refactor more comprehensively than the nearby variants and has the clearest overlap with the accepted duplicate candidates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and different concrete code paths; same tracking issue and similar refactor pattern are not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models and implementations; these are related refactor-style changes, not the same underlying bug/change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor on the same code path; 44085 looks like a narrower variant of the same change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Both are output-tracing refactors, but they touch different model implementations and are not the same concrete change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model code paths (EfficientNet vs GPT-J/CodeGen); broad standardization theme alone is not a duplicate signal." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families and separate implementations; not the same underlying fix." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 vs DeBERTa-v2 are unrelated concrete code paths despite similar output-tracing refactor wording." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR are unrelated code paths; only the refactor pattern is shared." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing change in the same file/model family; this looks like a reworked duplicate." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are different implementations; same architectural cleanup theme is not enough." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo are separate model code paths, so these are not duplicates." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different model families; these PRs are related only by the standardized tracing initiative." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing vs GPT-J/CodeGen output tracing are distinct changes in different model code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated implementations; not the same bug or change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J target different code paths and do not look mergeable as one PR." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo vs ResNet are different model implementations; similar refactor style only." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are unrelated concrete changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model families; not the same underlying fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert are separate model-specific changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different implementations; not a duplicate." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model families; same refactor theme is not enough." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "Different models and different concrete output handling logic." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are separate model implementations; not the same underlying change." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT vs Flaubert/XLM are different code paths; only the refactor pattern overlaps." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are unrelated model-specific refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are different model families and not duplicate changes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert vs Flaubert are distinct implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are unrelated concrete code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are different model families; same output-tracing initiative does not make them duplicates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert are separate model-specific changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 vs GPT-Neo are different model implementations." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different model families; not the same change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet vs MPNet are distinct implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated model-specific refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different concrete code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated model implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different code paths; same initiative only." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are not the same underlying bug or change." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet vs LongT5 are separate model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are unrelated concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are separate implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are different model families." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are distinct implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated concrete code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are different model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet vs LongT5 are unrelated model-specific refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are different code paths; only the refactor theme is shared." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa-v2 are distinct model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa-v2 and TextNet are unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is a later, broader variant that overlaps the same concrete change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing change on the same code path; 44722 subsumes the gptj-specific edits." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are different model code paths, so not duplicates." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet/ResNet/RT-DETR are different model-specific changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa-v2 and SpeechT5 are separate model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa-v2 and ViTS are different model implementations; same tracing initiative only." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about cross-family refactors. The accepted duplicate pockets are limited to the clearly mergeable GPT-Neo and GPT-J/CodeGen variants, and the canonical-pr choice of 44722 is supported as the broader later GPT-J/CodeGen variant. I don\u2019t see an overstatement of evidence in the soft-edge verdicts." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 35, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "13c79a0b58ad774af27240a6c4daecd6eadb43cfe8ef6d956f07b25e8941febf", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84905, + "estimated_input_tokens": 21227, + "estimated_eval_tokens": 42710 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17126, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All items are model-specific PRs that modernize output tracing/collection, but they target different architectures and code paths. They are thematically similar, not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: each change is scoped to a different model, so they are not the same underlying fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 44073 is the clearest representative of the cluster\u2019s standardized output-tracing pattern, with explicit output-hook mapping and a focused scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Same broad refactor theme, but FocalNet vs ImageGPT are different model paths with separate implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both standardize outputs, but VisualBert and TextNet are unrelated model code paths and not one mergeable fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both touch output tracing, but MPNet and VisualBert are distinct model-specific refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different models and different forward/output plumbing; too broad to be the same underlying change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated implementations; these are parallel cleanup refactors, not duplicates." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert output tracing and SpeechT5 output-capture changes affect different concrete code paths and cannot plausibly be 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": 14, + "component_count": 35, + "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": "998c82ff21f87262837b8786e9e47fe6ec8ad74cd28a00acc45f219e1d12e973", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40173, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40173, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are separate model-specific output-tracing refactors, not duplicate bug fixes. The cluster is thematically similar, but each PR changes a different model implementation and would not realistically be merged as one PR.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the broadest and most representative change in the cluster: it spans both `falcon_mamba` and `mamba`, adds the new output-capturing plumbing, and looks like the most complete instance of this refactor pattern.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the strongest standalone representative of the cluster\u2019s refactor theme because it covers multiple related model files and the core output-tracing machinery, while the others are narrower per-model variants.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families (`timm_backbone` vs `upernet`) and different forward/output plumbing; same theme, not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "`timm_backbone` and `vision_text_dual_encoder` are unrelated code paths; both mention output tracing, but they are not duplicate fixes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "`timm_backbone` vs `univnet` are separate model implementations with distinct output handling; not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "`timm_backbone` and `mamba/falcon_mamba` are different architectures and code paths; too broad to treat as duplicates." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` and `codegen` have different forward signatures and output semantics; same refactor style, not same bug." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "`timm_backbone` and `rwkv` are unrelated model paths; no concrete shared bug/change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "`mobilenet_v1` and `univnet` are distinct model families; output tracing is the shared theme, not the underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "`mobilenet_v1` and `upernet` change different forward implementations; not a duplicate PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "`mobilenet_v1` and `depth_anything/prompt_depth_anything` are separate model-specific refactors, not one concrete fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "`mobilenet_v1` and `vision_encoder_decoder` have different code paths and output contracts; not the same bug." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are different model wrappers with different tracing changes; reject as non-duplicate." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated model families; same refactor label, different changes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "`vision_text_dual_encoder` and `upernet` touch different model implementations and output types; not a single code-path fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "`vision_text_dual_encoder` and `mamba/falcon_mamba` are different architectures; no shared concrete bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` and `codegen` have unrelated forward logic; similar refactor pattern only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "`vision_text_dual_encoder` and `depth_anything` are separate model-specific output-tracing changes, not duplicates." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "`univnet` and `upernet` are different model families with distinct output handling; not the same underlying fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "`univnet` and `mamba/falcon_mamba` are unrelated model code paths; too broad to merge as one PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` differ in model architecture and forward behavior; not a duplicate change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "`univnet` and `depth_anything` are separate output-tracing refactors across different model code paths." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "`upernet` and `mamba/falcon_mamba` are unrelated model implementations; same broad theme only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "`upernet` and `codegen` alter different forward/output contracts; not the same concrete bug or change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "`mamba/falcon_mamba` and `superpoint` are different model families with different tracing code; not duplicate PRs." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "`mamba/falcon_mamba` and `codegen` are separate architectures with different output tracing implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "`depth_anything` and `vision_encoder_decoder` are distinct model wrappers; not the same code-path problem." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "`depth_anything` and `speech_encoder_decoder` are separate model-specific changes, not one mergeable fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "`depth_anything` and `superpoint` differ in model architecture and output handling; reject as non-duplicate." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "`depth_anything` and `rwkv` are unrelated model implementations; same refactor motif only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "`depth_anything` and `dpr` are different model code paths with different output contracts; not the same fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are analogous wrappers but different concrete implementations; too broad to merge." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "`vision_encoder_decoder` and `superpoint` are unrelated models; not duplicate changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "`vision_encoder_decoder` and `rwkv` touch different code paths and output behavior; reject." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "`vision_encoder_decoder` and `dpr` are separate model wrappers; no shared concrete bug." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are different model families; not the same underlying change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "`speech_encoder_decoder` and `rwkv` are unrelated model implementations; similar theme only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "`speech_encoder_decoder` and `dpr` have different forward paths and output semantics; not a duplicate." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are distinct model code paths; same refactor label is insufficient." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "`superpoint` and `dpr` are different model implementations; not the same fix." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are unrelated model families with different output tracing changes; reject." + } + ] + }, + "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": 35, + "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": "57374bd1808273027068393e3a38af0ab09ff4a3593d91e79bd77dfa924c873f", + "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": "These are two unrelated model-addition PRs: one implements PenguinVL, the other adds Voxtral TTS. They share only generic Transformers boilerplate and docs/auto-registry plumbing, not the same underlying bug or feature.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for the cluster; if one must be selected, #45401 is the cleaner representative because it is more narrowly scoped and has an explicit issue target, but it is not a duplicate of #44662.", + "best_issue_reason": null, + "best_pr_reason": "#45401 is the stronger standalone PR candidate: it is tightly tied to a specific issue, has a focused model implementation, and is more self-contained than the broader PenguinVL add-on.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model integrations for different architectures and use cases (PenguinVL vs Voxtral TTS). Overlap in auto-registration/docs is generic scaffolding, not the same 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": 16, + "component_count": 35, + "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": "8c22fe8005fd2f0ff7bfc77c1bfc52f5eb004ef67811b48e232c60809b491d4f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4219, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4219, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs with only superficial similarity. One is a workflow change to convert PRs to draft; the other is a CI rerouting change plus an unrelated code edit used as a trigger. They do not appear to fix the same underlying bug or implement the same change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46845 is the better representative because it has a clearer, concrete purpose in the CI path and a more identifiable change set than the vague experimental PR #44965.", + "best_issue_reason": null, + "best_pr_reason": "PR #46845 is the strongest standalone PR in this cluster: it makes a specific CI workflow adjustment and is more actionable than #44965, whose title and diff are too ambiguous.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44965", + "right": "pull_request:46845", + "accept": false, + "reason": "Different changes: #44965 edits a workflow to convert PRs to draft, while #46845 reroutes CI to a smaller runner group and includes an unrelated model file touch. They do not target the same concrete code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 35, + "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": "3638ebd0dcfcf94b5e7e1cec53a231c6ed242d5270ef17540dc023310f4681e1", + "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": "These PRs are related conceptually but not duplicates: #44979 adds a low-level Module Fusion API scaffold, while #45363 wires n-to-1 kernel fusion through KernelConfig and model loading. They target different code paths and could not plausibly be merged as one PR without turning into a broader feature bundle.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a single representative is needed, #45363 is the more concrete end-user change because it implements the actual KernelConfig-based fusion path across loading/integrations; #44979 is just the lower-level API foundation.", + "best_issue_reason": null, + "best_pr_reason": "#45363 is the better standalone PR to represent the cluster because it delivers the end-to-end feature and touches the runtime path users would actually exercise.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different feature layers: #44979 introduces a generic module-fusion API, while #45363 implements KernelConfig-driven n-to-1 fusion and model integration. They do not fix the same concrete problem and are 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": 18, + "component_count": 35, + "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": "a31ed154f9d9a7edd45f27e2173f4b774ae8e70178e6c0eeae7d99f250b920cc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the later PR also adds tests, making it the better canonical choice.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "Choose PR 45317 because it is the more complete version of the same fix and includes test coverage, while still targeting the same code path as PR 45086.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best representative because it contains the same bug fix plus validation tests, so it is the most merge-ready and complete candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same code-path change in `tokenization_utils_tokenizers.py`; the second PR appears to be the test-augmented refinement of the first, so they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 35, + "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": "ba2a8e251926ef15236daba9aac97bf221f08033c14cb5748a5196cc88b10cf4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open NemotronH pull requests overlap on model internals, but they target different scopes: one is a conversion/mapping refactor, the other is the fuller dense/sparse model split with docs and tests. They are related, but not duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "45569 is the broader, more complete implementation PR: it introduces the dense/sparse NemotronH split, auto-mapping, docs, and tests. 45115 is a narrower conversion-mapping/inheritance refactor.", + "best_issue_reason": null, + "best_pr_reason": "45569 is the best representative of the cluster because it addresses the main user-facing model restructuring rather than only checkpoint conversion naming.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They share NemotronH internals, but 45115 is focused on checkpoint conversion key renaming and inheritance plumbing, while 45569 implements the actual dense/sparse model split plus documentation and tests. Different concrete changes, so not a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 35, + "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": "20d8e6171907021f0769aa3a62099cdbe587659c47de51d1e43f565968a511fa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5952, + "estimated_input_tokens": 1488, + "estimated_eval_tokens": 3232 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5952, + "estimated_input_tokens": 1488, + "estimated_eval_tokens": 3232 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the same feature area, but they are not the same change: one adds full heterogeneous model support, while the other is a narrower per-layer configuration-only piece. The overlap is mostly in shared config/docs/tests files, not the concrete code-path fix.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the broader umbrella change: it includes both heterogeneous configuration and modeling/runtime integration, whereas 45333 is a narrower config-only subset.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the best representative of the cluster because it covers the full heterogeneous model support feature and subsumes the config work; 45333 looks like a partial, narrower follow-up or split-out piece.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Reject as duplicate: they share heterogeneous config/docs files, but 45332 also changes modeling/runtime code paths (cache, masking, modeling_utils, supported_models, mxfp4) that 45333 does not. This is closer to related feature work than the same concrete PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 35, + "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": "cb7f42a4af3d4b1c125f293964ca731546ec2121eff71d33bfba530ceec81795", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are type-checking related, but they address different changes: one is a broad mypy/typing sweep across many files, the other adds specific typing protocols/aliases for modeling utilities. They are not the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45425 is the more concrete and self-contained typing change, with specific new protocol/alias definitions and targeted code updates. PR #45415 is a broad repository-wide type-checking sweep rather than a single fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45425 is the better standalone candidate because it fixes a focused typing interoperability problem in the codebase. PR #45415 is too broad and mixed, spanning many files and type-ignore policy changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both concern typing, but #45415 is a broad type-checking pass while #45425 introduces targeted typing helpers for specific APIs; they do not appear to fix the same concrete problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 35, + "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": "e66021eec23458f8447c9f427a28a25db2e2b477509581789400720fc3197253", + "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 target different failure modes and code paths: one fixes Accelerate/ZeRO-3 loading metadata and config serialization, while the other fixes expert tensors being overwritten during FSDP2/rank-0 broadcast. They are not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR fits this cluster well because the two PRs address distinct bugs. If forced to choose one, PR #45662 is the broader expert-parallel correctness fix, but it is not a duplicate of #45548.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the better representative of the cluster only in the sense that it is the more substantial EP correctness fix; however, it should not be treated as the same fix as #45548.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different concrete bugs: #45548 fixes EP + DeepSpeed ZeRO-3 loading via accelerate launch and config serialization/has_ep handling, while #45662 fixes experts being silently overwritten by rank-0 broadcast in a different distributed loading path (FSDP2). Shared EP vocabulary and one common file are not enough to merge them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 35, + "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": "6f4ddb226c8f1907d234bc1e5007e276b2ec100357e51ccaa5fc066ac891150a", + "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": "Both PRs address the same xdist-related captured_info collision problem in testing/debug logging; #45645 appears to be the broader, more complete fix because it adds both per-worker file handling and CI workflow aggregation of multiple artifacts.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45645 is the better canonical PR: it covers the xdist-safe output split in testing_utils and also updates CI to read all captured_info artifacts, making the fix end-to-end.", + "best_issue_reason": null, + "best_pr_reason": "#45645 is the strongest representative because it resolves the underlying artifact collision and preserves the debug-log consumption path in CI; #45639 is a narrower subset.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same concrete bug: captured_info output collisions under pytest-xdist. #45645 is a superset of #45639, not a different change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 35, + "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": "8fa8d800f3045ea61cd5ba59755a5073aa7b0b495c0e51598ff5e0f702d0ddb9", + "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": "These are two unrelated open PRs: one adds TRF003 tuple-return handling across model forwards, the other adds TRF018 weight-initialization rule changes across many model files. They share only broad linter/modeling overlap, not the same underlying fix.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two changes address different lint rules and different codepaths (forward return behavior vs. weight initialization).", + "best_issue_reason": null, + "best_pr_reason": "PR 46259 is the better standalone representative of its change set because it is the broader, more mature modeling-rule implementation, but it is still unrelated to PR 45720.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Reject: they target different linter rules and fix different underlying behaviors. One changes forward signatures/tuple-return behavior (TRF003), the other changes initialization patterns across model classes (TRF018), so they are not the same PR merged twice." + } + ] + }, + "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": 35, + "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": 26, + "component_count": 35, + "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-45932-3", + "nodes": [ + "pull_request:45932", + "pull_request:46100", + "pull_request:46891" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100", + "pull_request:45932|pull_request:46891", + "pull_request:46100|pull_request:46891" + ], + "prepared_review_unit_hash": "08ccf1e4828a29dfca6d6a7c1519f2f7d3bc1973e4030d147ae2090e6f3575d9", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7882, + "estimated_input_tokens": 1971, + "estimated_eval_tokens": 4198 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7882, + "estimated_input_tokens": 1971, + "estimated_eval_tokens": 4198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are unrelated: one is a grafana/CI instrumentation PR with model tweaks, one is a test-migration PR, and one is a PEFT integration CI PR. They only share broad workflow/test infrastructure similarities, not the same concrete bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a clear canonical duplicate target here; the cluster does not represent one underlying change, so no PR should be treated as the representative duplicate fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Both are test/CI-oriented, but 45932 also changes model implementation and workflow secrets while 46100 is a test migration with new kernel/DDP test files. They do not fix the same concrete issue and would not plausibly merge into one PR." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46891", + "accept": false, + "reason": "They both touch the CI caller workflow, but 45932 is a grafana/testing PR with unrelated model edits, while 46891 is specifically about PEFT integration CI and peft.py. Shared workflow file alone is not enough to indicate the same underlying change." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46891", + "accept": false, + "reason": "46100 is a broad test migration across vision tests and kernel fixtures, whereas 46891 targets PEFT integration CI and peft integration code paths. These are different changes in different areas, not 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": 27, + "component_count": 35, + "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": "cb9f66b9497e95be945b7659117dfd58ac4507ce88435477465d01375a133b72", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs overlap on distributed files, but they are not the same change: one is a focused EP + Trainer integration, while the other is a broad distributed branch-base sweep with many unrelated subsystems. Treat them as related but not duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46126 is the clearest single-purpose change: EP + Trainer integration on top of DistributedConfig. PR 46269 is a broad branch-base PR that touches many unrelated distributed areas, so the overlap is incidental rather than duplicate intent.", + "best_issue_reason": null, + "best_pr_reason": "PR 46126 is the best representative of the cluster because it has a specific, concrete feature goal and a tighter scope than the branch-base PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: they share some distributed filenames, but the titles, scope, and diff context differ substantially. 46126 targets EP/trainer integration, while 46269 is a broad distributed branch base spanning CI, FSDP, sharding, integrations, and model changes. Not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 35, + "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": "f75f3cea02dc76563352739bb32297929851c1500c3fe8367e415019c6b76647", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25925, + "estimated_input_tokens": 6482, + "estimated_eval_tokens": 13220 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25925, + "estimated_input_tokens": 6482, + "estimated_eval_tokens": 13220 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of small workflow-maintenance PRs, mostly unrelated despite some superficial similarity in GitHub Actions hardening. The only exact duplicates are none; even the repeated pr-ci-security-gate.yml PRs change different parts of the workflow.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the most substantive and central workflow change here: it adds checkout/pinning and security checks to pr-ci-security-gate.yml, while the other nearby PRs are narrower edits to the same workflow or unrelated workflow tweaks.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the best representative of the cluster because it is the clearest functional workflow/security change and the closest hub for the repeated pr-ci-security-gate.yml edits, even though the cluster is not a true duplicate set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different problems: stdin-safe comment handling in self-comment-ci vs security-gate logic in pr-ci-security-gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Same broad area of CI workflows, but the actual changes are unrelated: comment parsing vs permissions/approval gating." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated changes; one hardens a workflow command input path, the other adjusts a reusable workflow call and adds a safety note." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow and different fix: comment stdin handling vs changing secrets forwarding in pr-ci-security-gate.yml." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both harden shell handling of event text, but they target different workflows and different commands, so not the same underlying bug." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and unrelated behavior changes; one pins a downloaded helper and unsets a token, the other adds workflow_dispatch to benchmark_v2." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Both touch workflow config, but they solve different issues: runner hardening vs anti-slop permissions scoping." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Distinct workflow updates with no shared concrete bug or code path." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Both are workflow-security related, but one hardens ssh-runner while the other changes PR CI gate logic; different problems and code paths." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and different fixes; no shared underlying change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Permissions scoping for anti-slop and benchmark trigger behavior are unrelated changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Separate workflow maintenance edits; no common bug or feature." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Anti-slop permissions and shell quoting for commit messages are different issues in different workflows." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow targets and fixes; not the same underlying problem." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers checkout behavior and benchmark scheduling are unrelated." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "No shared bug: reviewer assignment checkout ref vs commit-message shell handling." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow logic and different failure modes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark workflow trigger addition vs shell-safe commit message parsing; not the same change." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Unrelated workflow changes with no common concrete bug." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Both involve workflow hardening, but they affect different scripts/inputs and different code paths." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and unrelated fixes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but one adds checkout and diff-based security checks while the other changes permissions and approval gating; distinct changes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Security-gate logic vs a reusable-workflow note and secrets-handling comment; not the same underlying change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Different edits to the same workflow file, but one is about PR file-change checks and the other is about secrets passing." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Different concerns in the same workflow area: permissions/result gating vs reusable-workflow safety commentary." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Not the same fix; one adjusts permissions and job gating, the other changes secrets inheritance." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "A safety note about the reusable workflow is not the same change as replacing secrets: inherit with secrets: {}." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflow hardening vs reusable-workflow commentary/secrets handling." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different fixes; no shared 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": 29, + "component_count": 35, + "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": "4ac6459c716a40f961992ea5f6c0aaef47d59956a3715d8ec321634c408c4b6b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs are thematically similar because both replace file-open-based source inspection with safer source-reading utilities, but they target different code paths and behaviors, so they are not duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the stronger representative: it has a clear concrete fix in modeling_utils and includes tests, making it more self-contained and easier to understand than the broader import-utils refactor in 46152.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Related theme only; they fix different mechanisms in different modules (import_utils self-source resolution vs modeling_utils attention-implementation detection) and are not the same concrete bug or mergeable 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": 30, + "component_count": 35, + "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": 31, + "component_count": 35, + "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": "d353a36870884993891133649db03c8a4dbae05ce788c0416fb39f246fe6856c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4850, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4850, + "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 sliding window masking for Moonshine streaming; 46546 is the broader, more complete version and also touches Gemma4 and tests.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the better canonical PR because it contains the same Moonshine streaming boundary fix plus an additional matching fix in Gemma4 and test coverage, making it the more complete change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 is the strongest representative because it addresses the shared boundary bug in the main Moonshine code paths and includes validation, while 46310 is a narrower subset of the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Same underlying off-by-one right-window boundary bug in the sliding_window_mask function; 46546 expands the same fix and could plausibly subsume 46310." + } + ] + }, + "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": 35, + "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": "a39c6563e2a0c039ac95327514c60280c45dc2ae4f8533fb4d843173eb34066f", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 14037, + "estimated_input_tokens": 3510, + "estimated_eval_tokens": 7276 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 14037, + "estimated_input_tokens": 3510, + "estimated_eval_tokens": 7276 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: they span unrelated areas, including multimodal continuous batching, two different new model integrations, a Nemotron Omni integration, and a Gemma attention-masking fix.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single underlying PR change ties the cluster together; if a representative must be chosen, PR 46425 is the most self-contained general model-integration PR, but it is not a true canonical duplicate target for the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 46425 is the clearest stand-alone representative among this heterogeneous set, but only as a cluster exemplar, not because it duplicates the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Continuous batching multimodal support and a HunYuan VL model addition are different changes touching different subsystems and codepaths." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46425", + "accept": false, + "reason": "One is continuous batching infrastructure for multimodal requests; the other is RADIO model support and conversion mapping. Same broad theme, not the same fix/change." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46509", + "accept": false, + "reason": "RADIO model support and Nemotron Omni support are separate model integrations with distinct architectures, files, and implementation goals." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46850", + "accept": false, + "reason": "RADIO model support is unrelated to the Gemma 3/4 sliding-window attention masking bug fix; they do not address the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 35, + "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": "e6cabd1fdd379122e41e885110f830f46da193eb91093c82de4c5f93ec158ac2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests fix different tokenizer-related bugs in different code paths and should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: 46574 fixes CodeLlama decode stripping in the tokenizer implementation, while 46580 fixes incorrect tokenizer-class routing for specific DeepSeek checkpoints in auto-tokenization.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global representative for the cluster because they address unrelated bugs; if forced, 46574 is the more self-contained bug fix, but it does not subsume 46580.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Reject: different underlying problems and code paths. 46574 changes CodeLlama decoder setup to preserve leading spaces on decode; 46580 changes AutoTokenizer checkpoint-prefix routing for DeepSeek models that load the wrong tokenizer class." + } + ] + }, + "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": 35, + "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": "afae7e160808d0c3ab4a62b28de73e6145043c486ab2ea49bb4c2dea10805dcf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate Mistral-related PRs: one refactors/moves `MistralConverter` into the `integrations/mistral` package, while the other adds tekken tokenizer detection, conversion, and save utilities. They overlap in files but target different code changes and should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46604 is the more substantial functional change: it adds tekken tokenizer support, including detection, conversion, and save utilities. PR #46603 is mainly a package refactor/move of `MistralConverter`.", + "best_issue_reason": null, + "best_pr_reason": "PR #46604 best represents the cluster because it introduces the core new Mistral tokenizer behavior, whereas #46603 is an implementation reorganization with less standalone user-facing impact.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "The PRs address different problems: #46603 moves/refactors `MistralConverter`, while #46604 adds tekken tokenizer detection/conversion/save logic. Shared Mistral files reflect subsystem overlap, not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 35, + "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-46741-3", + "nodes": [ + "pull_request:46741", + "pull_request:46773", + "pull_request:46781" + ], + "soft_pairs": [ + "pull_request:46741|pull_request:46773", + "pull_request:46741|pull_request:46781" + ], + "prepared_review_unit_hash": "3a5cf43b14edd5025edafa3782d02eb92806c6894aca4d32dba3bd469d42f651", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 8456, + "estimated_input_tokens": 2114, + "estimated_eval_tokens": 4484 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 8456, + "estimated_input_tokens": 2114, + "estimated_eval_tokens": 4484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are about transformer model internals, but they fix different bugs: chunked-prefill/speculative decoding, padding-mask application for batch size 1, and quantized cache initialization for hybrid models. The soft-similarity links are not true duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46741 is the broadest and most central representative of the cluster: it targets a coherent decoding-path fix across several linear-attention models and has the strongest technical footprint among the three.", + "best_issue_reason": null, + "best_pr_reason": "PR #46741 is the best standalone representative because it addresses a concrete model-runtime bug with multi-model impact, whereas #46773 and #46781 are narrower fixes for unrelated failure modes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46741", + "right": "pull_request:46773", + "accept": false, + "reason": "Different bugs: #46741 fixes chunked-prefill/speculative decoding state handling, while #46773 fixes padding-mask application for batch size 1. They share model families but not the same underlying code-path problem." + }, + { + "left": "pull_request:46741", + "right": "pull_request:46781", + "accept": false, + "reason": "Different bugs: #46741 is about decoding/cache behavior in several linear-attention models, while #46781 is about QuantizedCache initialization for hybrid SSM+attention models. Not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260625T180018Z/analysis-runs/hybrid-model-20260625t180018z/manifest.json b/snapshots/20260625T180018Z/analysis-runs/hybrid-model-20260625t180018z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..59d6eb0191b80c3fa7b456d8769b32df427b7fb5 --- /dev/null +++ b/snapshots/20260625T180018Z/analysis-runs/hybrid-model-20260625t180018z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260625t180018z", + "artifacts": { + "hybrid": "snapshots/20260625T180018Z/analysis-runs/hybrid-model-20260625t180018z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260625T180018Z/analysis-runs/hybrid-model-20260625t180018z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-25T18:09:11Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260625T180018Z", + "variant": "hybrid" +} diff --git a/snapshots/20260625T180018Z/manifest.json b/snapshots/20260625T180018Z/manifest.json index f13491995e262bb90546df22525eebd482e5e61f..7cd19bba2d5e2faf638b378a5a18fd1ef1d765d9 100644 --- a/snapshots/20260625T180018Z/manifest.json +++ b/snapshots/20260625T180018Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1335 }, "extracted_at": "2026-06-25T18:00:18Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260625t180018z", + "runs": { + "hybrid-model-20260625t180018z": { + "analysis_id": "hybrid-model-20260625t180018z", + "artifacts": { + "hybrid": "snapshots/20260625T180018Z/analysis-runs/hybrid-model-20260625t180018z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260625T180018Z/analysis-runs/hybrid-model-20260625t180018z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260625T180018Z/analysis-runs/hybrid-model-20260625t180018z/manifest.json", + "model": null, + "published_at": "2026-06-25T18:09:11Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260625T180018Z", "watermark": {