diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index d46bf68c88781de6cdcf080c6ba26035cb3376e0..a53658fb6b12da6523b7cdc40fb231cad9906b9a 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": "20260609T120115Z", - "generated_at": "2026-06-09T12:12:37Z", + "snapshot_id": "20260609T180023Z", + "generated_at": "2026-06-09T18:07:17Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1148,364 +1148,6 @@ } ] }, - { - "cluster_id": "cluster-45363-3", - "summary": "Cluster of 3 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 46339, - "issue_numbers": [], - "pr_numbers": [ - 45363, - 45666, - 46339 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 45363, - "right_pr_number": 45666, - "code_similarity": 0.392, - "size_similarity": 0.298, - "file_overlap": 0.571, - "area_overlap": 0.329, - "patch_similarity": 0.306, - "shared_filenames": [ - "fused_qwen_example.py", - "src/transformers/integrations/__init__.py", - "src/transformers/integrations/hub_kernels.py", - "src/transformers/modeling_utils.py" - ], - "shared_file_areas": [ - { - "filename": "fused_qwen_example.py", - "left_ranges": [ - [ - 1, - 30 - ] - ], - "right_ranges": [ - [ - 1, - 49 - ] - ] - }, - { - "filename": "src/transformers/integrations/__init__.py", - "left_ranges": [ - [ - 67, - 81 - ], - [ - 226, - 240 - ] - ], - "right_ranges": [ - [ - 67, - 73 - ], - [ - 222, - 228 - ] - ] - }, - { - "filename": "src/transformers/integrations/hub_kernels.py", - "left_ranges": [ - [ - 11, - 17 - ], - [ - 22, - 35 - ], - [ - 505, - 716 - ] - ], - "right_ranges": [ - [ - 11, - 53 - ], - [ - 286, - 295 - ], - [ - 521, - 1077 - ] - ] - }, - { - "filename": "src/transformers/modeling_utils.py", - "left_ranges": [ - [ - 3738, - 3747 - ] - ], - "right_ranges": [ - [ - 1330, - 1338 - ], - [ - 3763, - 3789 - ], - [ - 4223, - 4234 - ], - [ - 4628, - 4641 - ] - ] - } - ] - }, - { - "left_pr_number": 45363, - "right_pr_number": 46339, - "code_similarity": 0.506, - "size_similarity": 0.925, - "file_overlap": 0.286, - "area_overlap": 0.545, - "patch_similarity": 0.297, - "shared_filenames": [ - "src/transformers/integrations/hub_kernels.py", - "src/transformers/modeling_utils.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/integrations/hub_kernels.py", - "left_ranges": [ - [ - 11, - 17 - ], - [ - 22, - 35 - ], - [ - 505, - 716 - ] - ], - "right_ranges": [ - [ - 14, - 52 - ], - [ - 285, - 294 - ], - [ - 521, - 685 - ] - ] - }, - { - "filename": "src/transformers/modeling_utils.py", - "left_ranges": [ - [ - 3738, - 3747 - ] - ], - "right_ranges": [ - [ - 1346, - 1354 - ], - [ - 3785, - 3811 - ], - [ - 4245, - 4256 - ], - [ - 4650, - 4663 - ] - ] - } - ] - }, - { - "left_pr_number": 45666, - "right_pr_number": 46339, - "code_similarity": 0.399, - "size_similarity": 0.322, - "file_overlap": 0.667, - "area_overlap": 0.247, - "patch_similarity": 0.318, - "shared_filenames": [ - "src/transformers/core_model_loading.py", - "src/transformers/integrations/hub_kernels.py", - "src/transformers/modeling_utils.py", - "tests/kernels/test_kernels.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/core_model_loading.py", - "left_ranges": [ - [ - 19, - 25 - ], - [ - 80, - 86 - ] - ], - "right_ranges": [ - [ - 19, - 25 - ], - [ - 80, - 86 - ] - ] - }, - { - "filename": "src/transformers/integrations/hub_kernels.py", - "left_ranges": [ - [ - 11, - 53 - ], - [ - 286, - 295 - ], - [ - 521, - 1077 - ] - ], - "right_ranges": [ - [ - 14, - 52 - ], - [ - 285, - 294 - ], - [ - 521, - 685 - ] - ] - }, - { - "filename": "src/transformers/modeling_utils.py", - "left_ranges": [ - [ - 1330, - 1338 - ], - [ - 3763, - 3789 - ], - [ - 4223, - 4234 - ], - [ - 4628, - 4641 - ] - ], - "right_ranges": [ - [ - 1346, - 1354 - ], - [ - 3785, - 3811 - ], - [ - 4245, - 4256 - ], - [ - 4650, - 4663 - ] - ] - }, - { - "filename": "tests/kernels/test_kernels.py", - "left_ranges": [ - [ - 19, - 54 - ], - [ - 228, - 281 - ], - [ - 294, - 317 - ], - [ - 605, - 995 - ] - ], - "right_ranges": [ - [ - 21, - 28 - ], - [ - 33, - 39 - ], - [ - 90, - 103 - ], - [ - 217, - 323 - ], - [ - 336, - 359 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -1838,6 +1480,71 @@ } ] }, + { + "cluster_id": "cluster-46291-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46291.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 46291, + "canonical_pr_number": 46293, + "issue_numbers": [ + 46291 + ], + "pr_numbers": [ + 46293, + 46478 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 46293, + "right_pr_number": 46478, + "code_similarity": 0.483, + "size_similarity": 0.325, + "file_overlap": 0.333, + "area_overlap": 0.862, + "patch_similarity": 0.111, + "shared_filenames": [ + "src/transformers/integrations/hub_kernels.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/hub_kernels.py", + "left_ranges": [ + [ + 89, + 180 + ], + [ + 233, + 247 + ] + ], + "right_ranges": [ + [ + 89, + 181 + ], + [ + 234, + 248 + ], + [ + 263, + 269 + ], + [ + 360, + 366 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-45561-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", @@ -1913,71 +1620,6 @@ } ] }, - { - "cluster_id": "cluster-46291-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #46291.", - "status": "open", - "confidence": 0.55, - "canonical_issue_number": 46291, - "canonical_pr_number": 46293, - "issue_numbers": [ - 46291 - ], - "pr_numbers": [ - 46293, - 46478 - ], - "evidence_types": [ - "closing_reference" - ], - "pr_comparisons": [ - { - "left_pr_number": 46293, - "right_pr_number": 46478, - "code_similarity": 0.483, - "size_similarity": 0.325, - "file_overlap": 0.333, - "area_overlap": 0.862, - "patch_similarity": 0.111, - "shared_filenames": [ - "src/transformers/integrations/hub_kernels.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/integrations/hub_kernels.py", - "left_ranges": [ - [ - 89, - 180 - ], - [ - 233, - 247 - ] - ], - "right_ranges": [ - [ - 89, - 181 - ], - [ - 234, - 248 - ], - [ - 263, - 269 - ], - [ - 360, - 366 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-45081-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", @@ -2096,31 +1738,277 @@ ] }, { - "cluster_id": "cluster-44024-2", + "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": 44076, + "canonical_pr_number": 44068, "issue_numbers": [], "pr_numbers": [ - 44024, - 44076 + 44018, + 44068 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 44024, - "right_pr_number": 44076, - "code_similarity": 0.269, - "size_similarity": 0.976, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.492, - "shared_filenames": [], - "shared_file_areas": [] + "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 + ] + ] + } + ] } ] } @@ -2181,13 +2069,13 @@ "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-44024-2", - "canonical_pr_number": 44076, + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, "duplicate_pr_numbers": [ - 44024 + 44018 ], "target_issue_number": null, - "reason": "PRs in cluster-44024-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-45081-3", @@ -2198,16 +2086,6 @@ "target_issue_number": 45081, "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-45363-3", - "canonical_pr_number": 46339, - "duplicate_pr_numbers": [ - 45363, - 45666 - ], - "target_issue_number": null, - "reason": "PRs in cluster-45363-3 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-45561-3", "canonical_pr_number": 45645, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 53c758c274bdf38a0552507b34c1c81bcbadd73d..c7881c0bc73cf9cd338e336f2ff85b1831e451f2 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": "20260609T120115Z", - "generated_at": "2026-06-09T12:12:37Z", + "snapshot_id": "20260609T180023Z", + "generated_at": "2026-06-09T18:07:17Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -132,20 +132,20 @@ "issue:43866|issue:46402", "issue:45800|issue:46304" ], - "prepared_review_unit_hash": "822e6c0633dcf95296382bf06616acc0b17ecf8120e53d24c72a1195659d4086", + "prepared_review_unit_hash": "ebcf884ac6c53a81bb7e50c428d19b8a8b065f677529dc043bf88fa07512b6c8", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46529, + "serialized_chars": 46531, "estimated_input_tokens": 11633, "estimated_eval_tokens": 23522 }, @@ -154,318 +154,324 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly distinct bug reports, with a few tight duplicate clusters: DeepSpeed ZeRO-3/Bert index-out-of-bounds, Qwen3.5 MoE rotary-embedding/device-materialization issues, and torch 2.4.1 compatibility reports. No pull requests are present.", - "confidence": 0.68, - "canonical_issue_reason": "issue:43596 is the clearest representative of the largest high-similarity cluster: the DeepSpeed ZeRO-3 + BertModel index-out-of-bounds failure, with a near-duplicate in 43638 and no broader, more generic framing than needed.", + "summary": "Most items are unrelated model-/environment-specific bug reports. The only clear duplicate pair is the DeepSpeed ZeRO-3 BertModel index error; there is also a likely torch 2.4.1 compatibility duplicate pair, but otherwise the soft matches are too broad to merge.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43596 is the older, clearer report of the same DeepSpeed ZeRO-3/BertModel index-out-of-bounds failure as 43638, so it is the best canonical issue target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the strongest global issue representative because it names the concrete failure mode and model path cleanly, and it anchors the most convincing duplicate cluster in the set.", + "best_issue_reason": "Issue 43596 is the strongest representative because it describes the concrete failure mode directly and is earlier than its duplicate candidate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Related model family, but different failures: missing config attribute vs streaming chat/completions bug." + "reason": "Different failure paths: Qwen3.5 config attribute access vs streaming chat/completions API." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different hardware/runtime problems on different backends (AMD GPU vs MPS Int histogram)." + "reason": "Different model/hardware contexts: AMD GPU failure vs an MPS histogram kernel issue." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model-specific dtype mismatch vs AMD GPU execution failure." + "reason": "Unrelated bugs: image preprocessor dtype mismatch for Mistral-3 vs GPT-OSS failing on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch in Phi MoE is not the same bug as GPT-OSS failing on AMD GPUs." + "reason": "Both are runtime failures, but the models and code paths differ completely." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different models and symptoms; not the same concrete bug." + "reason": "Different reports: GPT-OSS on AMD GPUs vs a broken Nemotron example." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Both are MoE-related, but the failure modes and code paths are different." + "reason": "Different underlying problems: AMD GPU compatibility vs an invalid method call in GraniteMoEHybrid." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated issues." + "reason": "DeepSpeed collective mismatch and ONNX export failure are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different model/export problems with no shared concrete failure path." + "reason": "Different models and error modes: ONNX export vs Qwen3Moe FineGrainedFP8 failure." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export failure and device-mapping CUDA assert are distinct bugs." + "reason": "No shared bug: export-to-ONNX issue vs Qwen3 auto device mapping cuda assert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Task crash and outdated RAG examples are not the same underlying issue." + "reason": "Different topics: table QA crash vs outdated RAG examples." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs regressions, but they concern different removed references and are not one bug/change." + "reason": "Both are docs cleanups, but they target different removed v5 references and are not the same change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Export-to-ONNX and GenerationMixin import failure are unrelated." + "reason": "Different code paths: ModernBERT ONNX export vs GenerationMixin import breakage." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different training/trainer problems; no shared code-path bug is evident." + "reason": "Different issues: TRL SFT embedding unpacking vs resuming training with trust_remote_code." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask-shape IndexError and Gemma4 device-mismatch are different forward-path failures." + "reason": "Shape-mask mismatch in one report vs Gemma4 PLE device mismatch in another." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both involve errors during loading/training, but the concrete failures are different and not clearly the same bug." + "reason": "Both are IndexError/shape-related, but they concern different tensors and different model paths." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Zero-3 Bert loading error vs resume-training issue are unrelated." + "reason": "DeepSpeed ZeRO-3 Bert init bug vs model resume/trust_remote_code issue." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different concrete failures: Bert zero-size index error vs mask/tensor shape mismatch." + "reason": "Same broad class of IndexError, but not the same underlying bug." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Unrelated issues: tensor masking vs video chat-template feature/token mismatch." + "reason": "Different multimodal/video handling failures with different symptoms." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different subsystems and failure modes." + "reason": "Different bug: mask/index mismatch vs GPT-OSS MoE tensor parallelism issue." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Resume-training with local model is unrelated to the Nemotron example breakage." + "reason": "Model resume issue and broken Nemotron example are unrelated." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video StopIteration and training-resume problems are unrelated." + "reason": "Different models and error conditions: Qwen3-VL video StopIteration vs training resume with remote code." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different bugs: Zero-3/Bert loading vs resume-training with trust_remote_code." + "reason": "Completely different failure modes and models." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset and ModernBERT ONNX export are unrelated." + "reason": "BarkProcessor voice_preset vs ModernBERT ONNX export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both are DeepSpeed-related, but the concrete failures and code paths differ." + "reason": "Both mention DeepSpeed ZeRO-3, but one is a collective mismatch and the other is a BertModel zero-sized tensor index error." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3/BertModel index-out-of-bounds failure; 43638 is just a non-pretrained Bert variant of the same bug." + "reason": "Same DeepSpeed ZeRO-3 BertModel index-out-of-bounds bug; the titles differ only in how the model setup is described." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger kernel cross-entropy call and GPT-OSS TP failure are unrelated." + "reason": "Different MoE/kernel issues: Liger cross-entropy path vs GPT-OSS tensor parallel support." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Wrong detokenization and LoRA merge/save divergence are different bugs." + "reason": "DeepSeek detokenization bug and LoRA merge/save mismatch are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "NVFP4 runtime failure and LoRA save/load mismatch are unrelated." + "reason": "Different model/runtime problems: Qwen-3-NVFP4 run failure vs LoRA save/load inconsistency." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "FSDP activation-checkpointing shape recomputation and mask index mismatch are not the same bug." + "reason": "Activation-checkpointing/FSDP recomputation mismatch is not the same as a mask shape index error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both mention DeepSpeed, but one is a weight-dimension error and the other is a collective mismatch." + "reason": "Both involve DeepSpeed, but the errors are different code paths and symptoms." }, { "left": "issue:45859", "right": "issue:45902", - "accept": true, - "reason": "Same Qwen3_5MoeTextRotaryEmbedding buffer/materialization bug; both failures come from mishandled inv_freq/device state." + "accept": false, + "reason": "Same class/component, but the reported failures differ enough that they are not clearly the same underlying bug." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Zero-3 Bert loading error vs GPT-OSS tensor-parallel issue are unrelated." + "reason": "DeepSpeed/Bert index error vs GPT-OSS tensor parallel failure are unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation-checkpointing/FSDP mismatch and CustomTrainer signature breakage are unrelated." + "reason": "Activation checkpointing FSDP error is unrelated to CustomTrainer.compute_loss signature breakage." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different subsystems and different failure modes." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model families and different failure points." + "reason": "Different models and errors: Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid method." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Inputs_embeds reverse lookup issue and video chat-template mismatch are unrelated." + "reason": "Different multimodal issues: reverse embedding lookup vs video token/feature mismatch." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different GPU/runtime issues with no shared concrete code path." + "reason": "Different models and runtime conditions: NVFP4 failure vs AMD GPU incompatibility." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3/vLLM config regression and Mistral tokenizer patch crash are unrelated." + "reason": "Gemma3/vLLM config regression and Mistral tokenizer regex patch crash are unrelated." }, { "left": "issue:45800", "right": "issue:46515", "accept": true, - "reason": "Both describe the same torch 2.4.1 compatibility regression; one is simply a more specific transformers version report." + "reason": "Same torch 2.4.1 compatibility problem; the later issue is just a shorter restatement of the same incompatibility." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Device-map forward mismatch and expensive reverse embedding lookup are different Gemma4 issues." + "reason": "Both are Gemma4-related, but one is a device mismatch and the other is an expensive reverse embedding lookup." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch 2.4.1 incompatibility and Qwen-3 NVFP4 runtime failure are not the same bug." + "reason": "General torch-version incompatibility and a Qwen-3 NVFP4 runtime error are not the same bug." }, { - "left": "issue:34928", - "right": "issue:41720", + "left": "issue:43827", + "right": "issue:44512", "accept": false, - "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map CUDA assert are unrelated." + "reason": "Both are docs issues about removed v5 content, but they concern different obsolete references." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Different dtype/hardware bugs on different models and backends." + "reason": "Different bugs: autocast dtype mismatch vs an MPS unsupported-op failure." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "TRL SFT embedding unpacking and MPS histogram error are unrelated." + "reason": "TRL SFT embedding unpacking bug is unrelated to the MPS histogram limitation." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger-kernel cross-entropy routing and Phi autocast dtype mismatch are different bugs." + "reason": "Different issue types and different model paths." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and trainer loss-signature incompatibility are unrelated." + "reason": "DeepSpeed collective mismatch vs trainer signature change are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP activation-checkpointing issue and GenerationMixin import failure are unrelated." + "reason": "Different failure modes: checkpointing/FSDP tensor mismatch vs missing GenerationMixin import." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Cross-entropy dispatch issue and tensor mask shape mismatch are different failures." + "reason": "Liger kernel cross-entropy call and mask shape mismatch are unrelated." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "GPU inference failure and RAG docs cleanup are unrelated." + "reason": "Different topics: AMD GPU model failure vs outdated RAG examples." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Checkpoint corruption and missing text encoder weight loading are different bugs." + "reason": "Corrupted checkpoint report and Sam3Model text encoder weight-loading bug are not the same issue." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both are compatibility regressions, but one is torch-version specific while the other is a USE_DISTRIBUTED=0 breakage; not the same concrete bug." + "reason": "Both are torch compatibility complaints, but they reference different version breakages and different conditions." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it sticks to issue titles, correctly notes that all items are issues, and only elevates clusters that are supported by the stronger similarity pairs. The accepted soft-edge pairs are plausible duplicate clusters, and the rejected pairs are conservative rather than overstated. " + "feedback": "The analysis is grounded in the packet and the soft-edge judgments are appropriately conservative. The two accepted pairs are strong duplicates by title/content, and the rejected pairs are justified by clearly different models, error modes, or subsystems. The summary is also consistent with the listed evidence." }, "evaluator_used": true, "retried": false, @@ -481,8 +487,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -583,9 +589,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, @@ -867,8 +873,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -959,9 +965,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, @@ -1189,8 +1195,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -1283,9 +1289,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, @@ -1610,196 +1616,196 @@ "issue:43950|issue:45834", "issue:44560|issue:45685" ], - "prepared_review_unit_hash": "4f565990ec9c1c898172dc412bfc6cf6809d585291badaebdb39a31f22048722", + "prepared_review_unit_hash": "203d48175828b8ed3f614a5f15b92652b547b231534152d33b4e51359209fcef", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36679, - "estimated_input_tokens": 9170, - "estimated_eval_tokens": 18596 + "serialized_chars": 36681, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue set with a few true duplicate pairs; no single cluster-wide canonical issue/PR emerges.", - "confidence": 0.79, - "canonical_issue_reason": "No single canonical issue: the items split into several unrelated bug families, with only a few clear duplicate subgroups.", + "summary": "This cluster is mostly heterogeneous: the issues span unrelated models, loaders, and regressions. Only two soft pairs look like true duplicates: the v5 docs regression and the `_is_hf_initialized` / `init_empty_weights` loading TypeError. No PRs are present.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 44291 is the best canonical issue candidate: it describes the generic `_is_hf_initialized` loading regression clearly, and its pair mate 43872 is a more specific manifestation of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "No single best issue across the whole set; the strongest duplicate subgroups are separate and model-specific rather than one shared bug.", + "best_issue_reason": "44291 is the strongest overall issue: it has a concrete, reproducible failure, clear version context, and it matches the only clearly duplicate loader-related report in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "Different failures: tokenizer/model loading vs flash-attn fallback gating." + "reason": "Different failures: a model-loading key error vs flash-attn2 fallback gating. Same broad area, not the same bug." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Different bug classes: lm_head tying vs non-persistent buffer corruption." + "reason": "Both involve loading/state handling, but one is an untied lm_head bug and the other is a non-persistent buffer regression." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression: both still reference removed v5 pipeline tasks." + "reason": "Same documentation regression: both report stale docs still mentioning removed v5 pipeline tasks." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same `_is_hf_initialized`/`Int8Params` incompatibility during empty-weight model loading." + "reason": "Same underlying TypeError from unexpected `_is_hf_initialized` during model loading / init_empty_weights; one is a specific bitsandbytes symptom." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Qwen3-MoE FP8 failure is unrelated to the bitsandbytes init-arg incompatibility." + "reason": "Different problems: FP8 config failure vs bitsandbytes `_is_hf_initialized` incompatibility." }, { "left": "issue:43792", "right": "issue:44220", - "accept": true, - "reason": "Both point to the Whisper/fbank feature extraction path failing." + "accept": false, + "reason": "Both are audio/Whisper-related, but the titles point to different failure modes and no shared concrete bug is evident." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing behavior issue vs missing model flag; not the same concrete bug." + "reason": "One is LoRA gradient checkpointing behavior, the other is a missing flag on a trust_remote_code model; not the same bug." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer-loading problems for different models." + "reason": "Both are load-time errors, but they affect different models and different code paths (Voxtral vs est-roberta tokenizer loading)." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Trainer kwarg mismatch is unrelated to the mask/tensor shape IndexError." + "reason": "Different trainer/runtime errors: unexpected keyword argument vs tensor mask shape mismatch." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed but the failure modes are different: missing weights vs gradient averaging." + "reason": "Both mention DeepSpeed, but one is weight conversion under accelerate+deepspeed and the other is gradient averaging with GAS." }, { "left": "issue:43940", "right": "issue:45313", - "accept": true, - "reason": "Same ZeRO-3 weight-loading failure pattern in Qwen-family models with missing params." + "accept": false, + "reason": "Similar Qwen ZeRO-3 symptoms, but the affected model/loading path differs and they are not clearly the same concrete bug." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures for different architectures." + "reason": "Different model families and failures: GLM-4.7-Flash test loading vs NemotronH checkpoint loading." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF NaNs from position_id handling are unrelated to flash_attention.py crashing on s_aux=None." + "reason": "Unrelated bugs: RLHF NaN/SDPA fallback vs flash_attention crash on `s_aux=None`." }, { "left": "issue:41093", "right": "issue:44805", - "accept": true, - "reason": "Same mask-shape mismatch IndexError in tensor indexing, just with different reported sizes." + "accept": false, + "reason": "Same error shape class, but no evidence they share the same input/model/path; too generic to merge." }, { "left": "issue:44479", "right": "issue:44560", - "accept": true, - "reason": "Same v5.3.0 video-input regression family in Qwen VL models." + "accept": false, + "reason": "Both are video regressions, but one is a broad v5.3.0 regression and the other is a specific StopIteration on Qwen3-VL embedding." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "A bad error message and a tokenizer load failure are not the same underlying bug." + "reason": "Different tokenizer/loading failures for different models; only the symptom class is similar." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "NemotronH checkpoint loading and Sam3Model text-encoder loading are unrelated." + "reason": "Both are model loading issues, but they concern different architectures and different missing-weight behavior." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed weight-dimension error is unrelated to segmentation-map preprocessing." + "reason": "Training with DeepSpeed weight-shape error vs image processor void-segmentation-map failure; unrelated." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Qwen3.5 PagedAttention crash and NemotronH checkpoint loading are different problems." + "reason": "Different model/runtime problems: PagedAttentionCache group-type error vs checkpoint loading failure." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Specific ZeRO-3 BertModel index error is too different from a vague torch-version incompatibility report." + "reason": "Zero3/Bert index error is unrelated to a torch version incompatibility report." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF architecture support and autocast dtype mismatch are unrelated." + "reason": "GGUF gpt-oss support and Phi autocast dtype mismatch are different code paths and models." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Different rotary-embedding issues with different root causes." + "reason": "Both involve positional/rope internals, but they affect different models and different root causes." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Non-pretrained Bert/ZeRO-3 index error is not the same as a generic torch incompatibility." + "reason": "A Zero3/Bert initialization bug and a torch compatibility complaint are not the same underlying issue." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "FSDP2 shared_kv_states KeyError and PLE device mismatch are different Gemma4 bugs." + "reason": "Same model family, but different failures: FSDP2 shared_kv_states bug vs device_map auto device mismatch." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "GGUF support for gpt-oss is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "No shared bug: GGUF support for gpt-oss vs Qwen3-MoE sliding_window behavior." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Track-to-track embedding leak and empty-transcription generation failure are different audio bugs." + "reason": "Different audio/model bugs: cross-track embedding leakage vs empty-transcription generation after token alignment." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Image-preprocessor dtype mismatch is unrelated to the Qwen3-VL video StopIteration regression." + "reason": "Both are Qwen video issues, but the reported failures differ (dtype mismatch vs StopIteration) and no exact shared bug is shown." }, { "left": "issue:43950", @@ -1811,13 +1817,13 @@ "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Video-processing regression and MPS histogram int support are unrelated." + "reason": "Different subsystems and failures: video StopIteration vs MPS histogram unsupported for Int." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The rejected soft edges are mostly clearly distinct bug classes, and the accepted pairs are plausible duplicate families rather than overstatements. No single cluster-wide canonical issue emerges from these items." + "feedback": "The summary is well grounded in the packet and stays conservative overall. The two accepted soft pairs look supportable from the titles/context: 43872/44291 are the same `_is_hf_initialized` loading TypeError class, and 43827/44509 are the same v5 docs regression. No PRs are present, and the rest of the pair rejections are appropriately cautious rather than overstated." }, "evaluator_used": true, "retried": false, @@ -1923,247 +1929,253 @@ "issue:44488|issue:44991", "issue:39692|issue:43994" ], - "prepared_review_unit_hash": "66f93280ed0ba2437630870028f11e9c069ff3339f267a27e50997170f467a03", + "prepared_review_unit_hash": "b758bf56d1f7b2022449aff5c7cad3292847e13952e34458ee234c6bf9bcbced", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37623, - "estimated_input_tokens": 9406, - "estimated_eval_tokens": 19068 + "serialized_chars": 37625, + "estimated_input_tokens": 9407, + "estimated_eval_tokens": 19070 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous. The strongest duplicate pair is 43644/44534 (near-exact same Transformers v5 buffer-corruption regression), and 43645/43646 also look like the same custom-model initialization bug. The SigLIP2 pair 38175/43994 is not conservatively duplicate from titles alone and should be rejected.", - "confidence": 0.88, - "canonical_issue_reason": "43644 is the clearest canonical issue: it states the broad Transformers v5 non-persistent-buffer regression and has a near-exact duplicate in 44534.", + "summary": "Mostly a heterogeneous set of unrelated Transformers bug reports, with only a few clear duplicate pockets: the v5 non-persistent buffer regression, the custom-model initialization regression, and the SigLIP2 bad-output reports.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43644 is the clearest, most concrete regression report in the set (specific v5 symptom, versioned, and directly duplicated by 44534).", "canonical_pr_reason": null, - "best_issue_reason": "43644 is the best representative because it captures the most reusable root-cause description and anchors the strongest duplicate pair in the set.", + "best_issue_reason": "issue:43644 is the best representative issue because it is narrowly scoped, reproducible, and names the exact failure mode; most other items are broader or unrelated symptom reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Different failures: a missing Qwen2.5-VL import vs meta-device loading breakage for other models." + "reason": "Different models and different failure modes; both are import/loading-related only at a broad level." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Both involve torch, but the failure modes and affected code paths are unrelated." + "reason": "Different torch/version compatibility problems with no concrete shared code path." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF/gpt-oss support and missing Float8 storage are different problems." + "reason": "GGUF architecture support vs missing Float8 storage are unrelated." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Both report the same custom-model initialization regression in Transformers 5.0.0; 43645 is just the notebook-specific wording of the same underlying bug." + "reason": "Same custom-model initialization regression; the notebook-specific report is just a narrower presentation of the same bug." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 failures and meta-device loading failures are different underlying bugs." + "reason": "Different models and different errors (FP8/Qwen3MoE vs meta-device loading failures)." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different models and different attention/position-id failure modes." + "reason": "Different model families and different failures (torch.compile/SDPA vs flash-attention with packed 3D position_ids)." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both involve Qwen3.x, but one is a video StopIteration error and the other is an embedding/unpacking trainer issue." + "reason": "Different Qwen3.5/VL failures and different stack traces; not the same underlying bug." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py runtime failure is unrelated to GGUF gpt-oss support." + "reason": "3d_parallel.py runtime issue vs GGUF gpt-oss support are unrelated." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but for different model families and likely different fixes." + "reason": "Both are tokenizer regressions, but on different model families with different symptoms and no shared concrete failure." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device mismatch and stale config dtype are not the same bug." + "reason": "Different device-mapping and torch-version issues; too broad to treat as one bug." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Importing GenerationMixin and Qwen3Moe FP8 loading are unrelated." + "reason": "ImportError for GenerationMixin is unrelated to Qwen3MoE FP8 failures." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping failure and Gemma4 PLE device mismatch are different issues." + "reason": "Tokenizer-mapping bug vs Gemma4 device mismatch; no same code-path." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Video StopIteration and mask-shape IndexError are distinct failures." + "reason": "Both are index/shape-style failures, but on different models and different paths." }, { "left": "issue:38175", "right": "issue:43994", - "accept": false, - "reason": "Both mention SigLIP2, but the evidence is too weak: one is about zero probabilities and the other about nonsensical outputs, which could be different symptoms or different root causes." + "accept": true, + "reason": "Same SigLIP2 model reporting bad/zero outputs through different APIs; this looks like one underlying model output bug." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized regression and Kosmos2.5 OCR index error are unrelated." + "reason": "_is_hf_initialized flag regression is unrelated to Kosmos2.5 OCR indexing." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both mention config validation, but they are different models and not clearly the same underlying bug." + "reason": "Strict config loading for granite_speech vs glm4v validation are different config issues." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Zero-3 BertModel indexing and add-new-model-like tokenizer mapping are unrelated." + "reason": "Zero3/BertModel indexing bug is unrelated to add-new-model-like tokenizer mapping logic." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Zero-3 BertModel indexing and tokenizer-mapping handling are different bugs." + "reason": "Zero3 init with BertModel vs tokenizer mapping-name edge case are different failures." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping failure and mask-shape IndexError do not share a concrete code path." + "reason": "Tokenizer mapping bug and tensor mask shape mismatch do not share the same concrete code path." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "gpu+cpu offload loading and Strix Halo mmap OOM are different memory/loading problems." + "reason": "Dequantized model offload failure vs mmap/OOM on Strix Halo are unrelated." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Near-exact duplicate reports of the same Transformers v5 non-persistent-buffer junk-fill regression." + "reason": "Near-identical v5 regression about non-persistent buffers being initialized with junk; same underlying bug." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "SigLIP2 wrong outputs and a documentation example with model/processor mismatch are not the same report." + "reason": "Same model family, but one is bad outputs and the other is docs/example mismatch plus quantization failure." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3 MoE LoRA incompatibility and BitNet packed-weight loading are unrelated." + "reason": "Qwen3_moe LoRA compatibility problem vs BitNet packed-weight loading bug are different issues." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Qwen3 auto-device-map CUDA assert and Qwen3Moe FP8 failure are different issues." + "reason": "Different Qwen3-related runtime failures; not the same bug." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Composite-checkpoint dtype handling and stale config dtype after from_config are related in theme but not the same bug." + "reason": "Both involve dtype, but one is ignored loading dtype for composite checkpoints and the other is stale config metadata." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "FP8 config failure and mmap OOM are different code paths." + "reason": "FP8/Qwen3MoE failure is unrelated to mmap/OOM on Strix Halo." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "One is ZeRO-3 weight loading for language_model, the other is a save_pretrained visual-encoder key regression." + "reason": "ZeRO-3 loading for language_model vs save_pretrained visual-encoder key regression are separate bugs." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading failures, but for different models and without enough evidence of one root cause." + "reason": "Both are model-loading complaints, but they target different models and no shared concrete root cause is evident." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention generation failures are unrelated." + "reason": "GLM5 and Qwen3.5 flash-attention failures are different model-specific bugs." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different tokenizer-loading regressions; too broad to merge." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "LoRA training incompatibility and resize_token_embeddings behavior are different bugs." + "reason": "Qwen3_moe LoRA incompatibility is unrelated to gemma4 resize_token_embeddings behavior." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "GraniteMoEHybrid invalid method calls and Nemotron example breakage are unrelated." + "reason": "GraniteMoEHybrid invalid method call vs Nemotron example breakage are not the same underlying issue." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Related Transformers v5 regressions, but not the same concrete bug: buffer corruption vs custom model initialization." + "reason": "The buffer-initialization regression and the custom-model notebook initialization regression are different bugs." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Different model-loading regressions for different model families." + "reason": "Different model/tokenizer load failures with no evidence of the same underlying defect." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Documentation example errors are not the same as the SigLIP2 inference-output bug." + "reason": "Docs example and quantization-failure report is not the same bug as SigLIP2 nonsensical outputs via AutoModel/pipeline." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly grounded, but one soft-edge acceptance overreaches: issue:38175 vs issue:43994 are both about SigLIP2, yet the packet only gives titles and they describe different symptoms (zero probabilities vs nonsensical outputs). That is not enough evidence to conservatively call them a true duplicate/near-duplicate pair. The 43644/44534 pair is well supported, and 43645/43646 is plausible, but the SigLIP2 acceptance makes the overall verdict too strong." + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the soft-edge calls. The representative/canonical issue choice for 43644 is supported by the matching titles and the 44534 duplicate pocket, and the accepted soft pairs are phrased cautiously enough. I do not see any overstatement that would require rejection." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2176,8 +2188,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -2272,9 +2284,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, @@ -2526,8 +2538,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -2617,9 +2629,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 47, @@ -2847,8 +2859,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -2938,9 +2950,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 47, @@ -3165,8 +3177,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -3258,9 +3270,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 47, @@ -3500,8 +3512,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -3592,9 +3604,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, @@ -3819,8 +3831,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -3912,9 +3924,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, @@ -4148,8 +4160,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -4239,9 +4251,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 47, @@ -4552,172 +4564,172 @@ "issue:43873|issue:45704", "issue:44387|issue:45701" ], - "prepared_review_unit_hash": "7b0ddcf53707aae649f6972148537b0fb978e4a4a8e7510de0a0ea093f43f9f7", + "prepared_review_unit_hash": "32ae0015b3799789b7deae905772d1f683b036a088d52b3233e146997aba3730", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36672, - "estimated_input_tokens": 9168, - "estimated_eval_tokens": 18592 + "serialized_chars": 36674, + "estimated_input_tokens": 9169, + "estimated_eval_tokens": 18594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous and does not contain any convincing duplicate pairs. The items span unrelated issues across tokenizers, multimodal processors, training, serving, quantization, and device/offload behavior.", + "summary": "This cluster is a grab-bag of unrelated issues. The soft pairs mostly share only broad keywords like tokenizers, processors, offloading, quantization, or multimodal serving, but not the same concrete bug or code path.", "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single canonical issue stands out: the cluster spans many unrelated model-, tokenizer-, processor-, and runtime-specific bugs. If forced to pick a representative, issue:43873 is the closest to the offloading/quantization subset, but it does not unify the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Both mention device mismatch, but they affect different Gemma variants and different code paths: a variable-name collision in forward vs auto device-map PLE forwarding." + "reason": "Different models and failures: Gemma3n audio_mel_mask collision vs Gemma4 PLE device mismatch." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Different failures and contexts: Qwen3 auto device mapping cuda assert vs failure to run 3d_parallel.py." + "reason": "Unrelated problems: Qwen3 auto device mapping cuda assert vs generic 3d_parallel.py execution failure." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both are serve crashes, but one is a multimodal batching str-to tensor issue and the other is Gemma4Processor missing _tokenizer." + "reason": "Both touch serving/multimodal code, but one is a continuous-batching crash and the other is a missing _tokenizer on Gemma4Processor." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Different models and bugs: OmDet-Turbo image size mismatch vs Perceiver interpolation failure." + "reason": "Different image-processing bugs: OmDet-Turbo output size mismatch vs Perceiver non-default resolution failure." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer padding/NER crash vs OmDet processor input resolution mismatch; no shared underlying bug." + "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to OmDet-Turbo processor resolution output." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "A regression in processor/tokenizer API usage is not the same as a broad tokenization difference across versions." + "reason": "One is a regression in processor/tokenizer access; the other is a broad report that tokenization changes across versions." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Both involve runtime/device behavior, but one is torch.compile+SDPA and the other is CPU offload device mismatch for a different model." + "reason": "Different code paths: torch.compile+SDPA failure in Bamba vs CPU offload device mismatch in bark-small." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Different quantization/loading problems: FineGrainedFP8Config failure vs dequantized model loading with gpu+cpu offload." + "reason": "Both involve model loading/configuration, but one is FineGrainedFP8 on Qwen3Moe and the other is dequantized gpu+cpu offload loading." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collision for trust_remote_code is unrelated to read-only permission propagation in save_pretrained." + "reason": "One is a cache-path collision for trust_remote_code; the other is save_pretrained copying read-only permissions." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to 3d_parallel.py execution failure." + "reason": "ImportError for GenerationMixin is unrelated to failing to run 3d_parallel.py." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both involve parallelism, but one is a cuda assert on Qwen3 auto device mapping and the other is a tensor-parallel-only failure on GPT-OSS MoE." + "reason": "Both mention distributed/parallel loading, but the failures are different models and different behaviors." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM prediction errors and Qwen3.5 recurrent-state resets are different model-specific bugs." + "reason": "CamemBERT masked LM regression and Qwen3 modular recurrent-state reset are unrelated model bugs." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and missing pad_token_idx in StableLmConfig are unrelated." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to StableLmConfig missing pad_token_idx." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "Fine-grained FP8 model loading and transformers.pipelines import/version resolution are unrelated issues." + "reason": "FineGrainedFP8 model failure is unrelated to importing transformers.pipelines with kernels version/revision requirements." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping metric lookup and Qwen2-VL multi-GPU training are unrelated." + "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BEiT label reduction bug and glm-4v-9b loading failure do not share a concrete code-path." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer failures, but they concern different tokenizers and different error mechanisms." + "reason": "Different tokenizer crashes in different model families and task setups." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Different Qwen3 multimodal problems: video-processing ValueError vs Qwen3VL weight_only loading error." + "reason": "Video-input processing error in Qwen3OmniMoe is unrelated to Qwen3VL weight_only loading." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Llava Next segmentation fault are distinct bugs." + "reason": "Qwen3Moe FP8 loading and Llava Next segmentation fault are different failures and code paths." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "CustomTrainer compute_loss signature mismatch is unrelated to Qwen3 CUDA assertion on device mapping." + "reason": "Trainer compute_loss signature change is unrelated to Qwen3 auto device mapping." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload regression are different config bugs." + "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload behavior are different config bugs." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping metric selection and void segmentation-map processing are unrelated." + "reason": "Early stopping metric lookup is unrelated to image processor handling of void segmentation maps." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Tokenizer inconsistency and T5Tokenizer add_special_tokens conflict are both tokenizer-related but not the same bug." + "reason": "Tokenizer inconsistency vs T5 tokenizer attribute/method name conflict are different issues." }, { "left": "issue:33357", @@ -4729,37 +4741,37 @@ "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metric gathering label truncation and SAM3 text/box behavior are unrelated." + "reason": "Metric gathering drops tuple labels in eval, whereas SAM3 PCS concerns text/bounding-box behavior." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Image processor void-segmentation failure and BarkProcessor voice_preset bug are unrelated." + "reason": "Void segmentation maps and BarkProcessor voice_preset are different processor bugs." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile SDPA failure and BigBirdTokenizer special-token registration are unrelated." + "reason": "torch.compile+SDPA failure is unrelated to BigBirdTokenizer mask token registration." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both involve loading/offload, but Bark CPU-offload mismatch and BitNet packed-weight unpacking are different concrete code paths." + "reason": "Both involve offloading/loading, but one is a device mismatch and the other is packed weights not unpacking during accelerate loading." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior and T5 apex FusedRMSNorm memory leak are unrelated." + "reason": "Quantization/offloading behavior is unrelated to a T5 RMSNorm memory leak." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "Int4 quantization OOM and tokenization changes across versions are unrelated." + "reason": "CUDA reserved memory OOM under int4 quantization is unrelated to tokenization changes across versions." } ] }, @@ -4778,8 +4790,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -4867,9 +4879,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, @@ -5079,8 +5091,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -5172,9 +5184,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, @@ -5476,200 +5488,203 @@ "issue:45987|issue:46192", "issue:43577|issue:43582" ], - "prepared_review_unit_hash": "e5570aae0337c6bddcc106db4a768802efbe7f07b44f53ae864d15c018a99cad", + "prepared_review_unit_hash": "bc335411b840baa67bee3b3721f2911fab186315d109b0efdb07c601f67f9610", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35971, - "estimated_input_tokens": 8993, - "estimated_eval_tokens": 18242 + "serialized_chars": 35973, + "estimated_input_tokens": 8994, + "estimated_eval_tokens": 18244 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly unrelated despite surface overlap; the only plausible duplicate is the v5 / `trust_remote_code` regression pair.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 45020 is the best umbrella issue in this set: it describes the broad remote-code breakage, and issue 44561 reads like a narrower concrete instance of the same regression.", + "summary": "The soft edges are mostly false positives: they share broad themes like regressions, dtype mismatches, or tokenizer/processor issues, but they do not describe the same concrete bug or fixable code path.", + "confidence": 0.92, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "45020 is the strongest triage target because it is broader, more reusable as a canonical report, and most likely to subsume closely related remote-code failures.", + "best_issue_reason": "Issue 44561 is the strongest standalone report: it names a concrete regression cause (`is_torch_fx_available` removal) and a clearly affected surface (`trust_remote_code` models), making it a good anchor for triage even though the rest of the set is largely unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Different models and different failure modes: image preprocessor dtype mismatch vs Gemma3n variable-name collision." + "reason": "Both mention dtype mismatches, but one is image preprocessing vs model dtype and the other is an audio/text variable-name collision in Gemma3n; different models and code paths." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Unrelated areas: image processor void segmentation maps vs trainer `compute_loss` signature change." + "reason": "Unrelated bugs: void segmentation maps in an image processor vs a Trainer `compute_loss` signature mismatch." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Different code paths: metric gathering drops labels in the last batch vs Mamba2 `use_cache` producing wrong results." + "reason": "Different subsystems and failures: metric gathering drops tuple labels vs Mamba2 cache usage producing wrong results." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "One is a CUDA assert in Qwen3 auto device mapping; the other is tokenizer loading failure for a specific model." + "reason": "Both are failures, but one is a Qwen device-map CUDA assert and the other is a tokenizer load failure for a different model." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "Image processor URL loading and compiler template-node errors are unrelated." + "reason": "No shared bug: loading `AutoImageProcessor` from URL is unrelated to a compile-time error about non-template nodes." }, { "left": "issue:43950", "right": "issue:45987", "accept": false, - "reason": "Both mention loading/cache behavior, but one is buffer corruption on `from_pretrained` while the other is a return-type contract bug." + "reason": "Both involve caching/state, but one is corrupted non-persistent buffers during load and the other is an API contract bug in `get_seq_length()`." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Different models and symptoms: Pegasus output drift vs CamemBERT masked-LM prediction errors." + "reason": "Both are model output regressions, but they affect different models and likely different inference paths." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon warmup `TypeError` is unrelated to `from_config(dtype=...)` leaving `config.dtype` stale." + "reason": "Different problems: Apple Silicon warmup TypeError vs `from_config(dtype=...)` leaving `config.dtype` stale." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Documentation/example issues for SigLIP2 vs an OCR index error in Kosmos2.5; not the same bug." + "reason": "SigLIP2 docs/example errors are unrelated to Kosmos2.5 long-OCR index errors." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription failure and Kosmos2.5 long-OCR index error are different concrete problems." + "reason": "Whisper empty-transcription handling and Kosmos2.5 OCR length handling are separate bugs." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Tokenizer post-processor update behavior is distinct from Whisper `batch_decode` ignoring `skip_special_tokens`." + "reason": "Tokenizer post-processor update logic is unrelated to Whisper `batch_decode` ignoring `skip_special_tokens`." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer problems on different models: NER padding/truncation crash vs AutoTokenizer loading failure." + "reason": "Different tokenizer issues: LayoutLMv2 crashes on NER padding/truncation, while FastSpeech2Conformer tokenizer fails to load." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen video issues, but they involve different models and different broken paths." + "reason": "Both are Qwen video bugs, but one is a processing failure in Qwen3OmniMoe and the other is incorrect `vision_position_ids` in Qwen2.5-VL." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer junk on load is not the same as FSDP CPU RAM efficient loading being broken." + "reason": "Non-persistent buffer corruption during load is not the same as FSDP CPU RAM efficient loading being broken." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Load-time `weight_only=True` error and flash-attention generation failure are different failures." + "reason": "Separate Qwen issues: `weight_only=True` load failure vs flash-attention generation quality/correctness." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype inconsistency is unrelated to Video-LLaVA missing temporal attention / weight-sharing." + "reason": "One is a dtype propagation bug in BLIP2 loading; the other is a Video-LLaVA architecture/weight-sharing defect." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch and bfloat16 dtype mismatch are different regressions." + "reason": "Both are CI/inference failures, but they concern different models and different device/dtype problems." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are unrelated." + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are unrelated model-specific failures." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Qwen3.5 video chat-template mismatch is unrelated to T5 decoder-input validation messaging." + "reason": "Video chat-template token mismatch in Qwen3.5-9B is unrelated to T5 decoder-input validation messaging." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Pipeline task deprecation messaging does not match a SigLIP2 AutoModel/pipeline output bug." + "reason": "Pipeline error messaging about removed tasks is unrelated to SigLIP2 producing nonsensical outputs." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is not the same as stale docs mentioning removed pipeline tasks." + "reason": "GLM-5 RoPE implementation discussion is not the same as documentation still mentioning removed pipeline tasks." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask/index shape mismatch in model code is different from `trainer.evaluate()` failing after `train()`." + "reason": "An indexing shape mismatch in one bug is unrelated to `trainer.evaluate()` failing after training." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor `voice_preset` behavior and `GenerationMixin` import failure are unrelated." + "reason": "Bark voice preset behavior and a `GenerationMixin` import error are different failures with no shared code path." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading failure and `transformers.pipelines` import failure due to `kernels` versioning are separate issues." + "reason": "Tokenizer loading for one model is unrelated to importing `transformers.pipelines` with a kernels version/revision requirement change." }, { "left": "issue:44561", "right": "issue:45020", - "accept": true, - "reason": "Both report the same v5/remote-code regression; 44561 is a specific instance of the broader breakage described in 45020." + "accept": false, + "reason": "Both mention `trust_remote_code`/remote-code breakage, but one has a specific root cause while the other is a broad umbrella report; not the same concrete bug." }, { "left": "issue:45987", "right": "issue:46192", "accept": false, - "reason": "`StaticCache.get_seq_length()` returning a tensor is unrelated to `return_tensors` being ignored when `text_kwargs` is passed." + "reason": "`get_seq_length()` returning a tensor and `return_tensors` being ignored are distinct API bugs." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "A BLIP2 dtype-loading mismatch is unrelated to an Apple Silicon allocator warmup TypeError." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The only accepted link is well-grounded in the packet: 45020 is the broad remote-code regression issue, and 44561 is a narrower v5 `trust_remote_code` failure that plausibly fits under it. The other soft-edge rejections stay conservative and are supported by the issue titles; I don\u2019t see overstatement." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -5681,8 +5696,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -5768,9 +5783,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, @@ -6048,202 +6063,202 @@ "issue:42915|issue:43742", "issue:44291|issue:45042" ], - "prepared_review_unit_hash": "c1f14f410a7d29ee8e10bc54d18e692318668ba9523ccd9c4f881eda8a14f6bc", + "prepared_review_unit_hash": "45b29c267dc07d6166018713fef2cb9b012df2620358b9842ef04238ba48ed1d", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35671, - "estimated_input_tokens": 8918, - "estimated_eval_tokens": 18092 + "serialized_chars": 35673, + "estimated_input_tokens": 8919, + "estimated_eval_tokens": 18094 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated standalone bug reports spanning different subsystems, models, and failure modes. None of the soft-paired items look like the same underlying bug/change, so I would not merge any pair as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These items span many unrelated Transformers bugs across loading, multimodal, cache, quantization, and training code. None of the soft pairs looks like the same concrete underlying issue, so I would not merge any of them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "If a single representative issue is needed, issue #46424 is the clearest concrete bug report: it describes a specific cache-config behavior gap with a direct, testable symptom and active user impact.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue #46424 is the strongest standalone candidate because it is narrowly scoped, actionable, and clearly states the affected behavior. Issue #46421 is related but broader and less precise.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Different code paths and symptoms: GraniteSpeech PEFT/local checkpoint loading vs Whisper batch_decode skipping special tokens." + "reason": "Different subsystems and symptoms: local checkpoint loading for GraniteSpeech adapters vs Whisper batch_decode special-token handling." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "One is a vague placeholder issue; the other is a reproduction of a specific upstream bug. No shared underlying defect." + "reason": "No shared bug path; one is a vague data request, the other is an isolated reproduction of a separate issue." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Different model bugs: DAC latents/STE mismatch vs DiaConfig losing custom token IDs on save/load." + "reason": "Different models and failures: DAC forward/latents mismatch vs DiaConfig save/load losing custom token IDs." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion/loading with accelerate+deepspeed is unrelated to multimodal token counting video-branch NameErrors." + "reason": "Different problems: Qwen3 MoE weight conversion under accelerate+deepspeed vs undefined video-branch helpers in multimodal token counting." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both mention OOM, but one is an int4 quantization memory regression and the other is a model-specific video OOM." + "reason": "Both mention OOM, but they are different causes and code paths: int4 quantization memory regression vs Sam3Video model memory usage." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Importing GenerationMixin and notebook custom-model initialization failures are different regression classes." + "reason": "Both are transformer 5.x migration issues, but one is an import-path error and the other is a Jupyter custom-model initialization regression." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Packaging/backend dependency omission is not the same as pipelines import failing on kernels v0.15 version requirements." + "reason": "Unrelated package/dependency issues: missing TensorFlow in extras vs kernels dependency requirements breaking pipeline import." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Different models and failures: zero probabilities in SigLIP2 vs image processor/model input-size mismatch in OmDet-Turbo." + "reason": "Different models and symptoms: zero probabilities in SigLIP2 vs processor/model input-size mismatch in OmDet-Turbo." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to OmDet-Turbo processor shape mismatch." + "reason": "Different loading bug versus processor resolution bug; no shared underlying code-path." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "GenerationMixin import error and compute_loss(num_items_in_batch) API break are separate trainer/import issues." + "reason": "Separate regression classes: import failure for GenerationMixin vs Trainer compute_loss signature change." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different model-specific failures; one is a GLM-4.7-Flash load issue, the other a Qwen3.5 flash-attention generation regression." + "reason": "Different model-specific failures: GLM-4.7-Flash loading in tests vs Qwen3.5 flash-attention generation behavior." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend processors requiring torchvision." + "reason": "Unrelated areas: Qwen3-MoE sliding_window behavior vs image processor torchvision dependency regression." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Both involve model/examples, but one is a SigLIP2 doc example with processor mismatch/quantization errors and the other is an MXFP4 loading regression for git-oss-20b." + "reason": "Documentation/example errors for SigLIP2 are not the same bug as MXFP4 quantization falling back to bf16." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both mention cache, but one is lazy initialization causing recompilation and the other is max_cache_length only applying to quantized cache." + "reason": "Related cache subsystem, but different concrete bugs: lazy init recompilation vs max_cache_length only applying to quantized cache." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve exception handling, but they are different functions and bugs: tokenizer protobuf decode handling vs Fuyu tensor conversion bare except." + "reason": "Both involve exception handling, but they affect different code paths and different failure modes." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Local-path trailing-slash import warning is unrelated to Qwen3 MoE weight conversion under accelerate+deepspeed." + "reason": "Different topics: local-path slash import warning vs Qwen3 MOE loading with accelerate/deepspeed." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Different audio processor bugs: apply_chat_template sample-rate default vs batch_decode skip_special_tokens handling." + "reason": "Different audio-processing bugs: chat-template sample-rate default vs batch_decode skipping special tokens." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "MoE weight conversion/loading problem is unrelated to GPT-oss-20b CUDA OOM." + "reason": "Different failure modes: MOE weight conversion/loading vs GPT-oss-20b OOM." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Missing fields from trust_remote_code config objects is not the same as unwrapping text_config for composite multimodal configs." + "reason": "Both involve config handling, but they are distinct bugs affecting different APIs and model classes." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision weight tying/generation garbage and BLIP2 dtype propagation are distinct model issues." + "reason": "Different model initialization problems: weight tying in AyaVision vs dtype propagation in Blip2." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Both touch video paths, but one is undefined helper names in token counting while the other is a broader v5.3.0 video input regression." + "reason": "Both touch video/VLM paths, but one is an undefined-helper bug in token counting and the other is a broader regression report; not enough evidence of the same fix." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Undefined multimodal token-count helpers and batched video processor shape errors are different failure modes." + "reason": "Different video bugs: token-count helper issue vs batched processor output shape mismatch." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "FSDP CPU RAM-efficient loading breakage is unrelated to disabling mmap on Strix Halo to avoid OOM." + "reason": "Different memory-related problems with different triggers: FSDP CPU RAM-efficient loading vs disabling mmap on Strix Halo." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Qwen3 MoE accelerate/deepspeed weight conversion is unrelated to Qwen3-VL weight-shape mismatch." + "reason": "Different loading failures: Qwen3 MOE conversion with distributed loading vs shape mismatch for Qwen3-VL-30B-A3B-Instruct." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token accounting and GPT-oss perplexity on WikiText are unrelated evaluation/training issues." + "reason": "Trainer token-count tracking bug is unrelated to GPT-oss-20b perplexity on WikiText-2." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Both involve CPU offload, but they affect different models and code paths; not the same underlying bug." + "reason": "Both mention CPU offload, but they are different models and likely different compatibility issues." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to a key error while loading MobileLLM-125M." + "reason": "Different model-loading failures: FineGrainedFP8Config issue vs key error loading MobileLLM-125M." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized loading regression is unrelated to PIL backend torchvision dependency requirements." + "reason": "Different regressions: init_empty_weights argument handling vs torchvision dependency requirement." } ] }, @@ -6347,220 +6362,220 @@ "issue:42915|issue:43749", "issue:38175|issue:44898" ], - "prepared_review_unit_hash": "dae6f411e0baaba8bdad1345aa4eb0841a5b8b4d4f9902ba8fc76a8ff0bd4f91", + "prepared_review_unit_hash": "538a953f421d31f967d5dce593f34a51e1de8db82e91f84f9b3b31836a719c3c", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36235, - "estimated_input_tokens": 9059, - "estimated_eval_tokens": 18374 + "serialized_chars": 36237, + "estimated_input_tokens": 9060, + "estimated_eval_tokens": 18376 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated closed issues across many subsystems. The only likely duplicate is the Qwen video-input regression pair, where one report is a narrower instance of the broader v5.3.0 regression.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 44479 is the best canonical issue: it describes the broad v5.3.0 video-input regression across multiple Qwen model variants, and it naturally subsumes the narrower qwen2.5-vl-specific report.", + "summary": "These artifacts are mostly unrelated standalone issues. The only strong duplicate-like match is the Qwen video-input regression pair (44479 \u2194 45381); the rest should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44479 is the broadest, most representative report of the Qwen video-input regression, explicitly covering multiple affected models and the same 5.3.0-era code path.", "canonical_pr_reason": null, - "best_issue_reason": "44479 is the strongest representative because it is broader, clearer about the regression scope, and more likely to attract all related discussion and fixes than the narrower follow-up report.", + "best_issue_reason": "issue:44479 best captures the underlying bug scope and likely root symptom for the accepted duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer-related, but they describe different regressions: special-token insertion vs codec/warning handling for a specific model family." + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors; not the same concrete bug." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Inconsistent slow/fast tokenizer behavior is unrelated to TrainerState's token counter not updating." + "reason": "Tokenizer inconsistency vs TrainerState token-count tracking; unrelated subsystems." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "A missing pad_token_id on Llama4Config is unrelated to the kernels package now requiring version/revision." + "reason": "Missing pad_token_id in a config vs import failure due to kernels version/revision handling; unrelated." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both mention tied weights, but one is a model-class weight-tying bug and the other is a LoRA merge/extended-vocab collapse; not the same concrete bug." + "reason": "Both involve tied weights conceptually, but one is a specific model loading bug and the other is LoRA merge collapse after vocab extension; too different." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "FineGrainedFP8Config loading failure is unrelated to AutoImageProcessor URL loading." + "reason": "Qwen3Moe FP8 config failure vs AutoImageProcessor URL loading; unrelated." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "Config save/load token-id loss causing IndexError is unrelated to MXFP4 quantization fallback behavior." + "reason": "Config save/load token ID loss vs MXFP4 quantization fallback; unrelated." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "A model-loading failure for physical-intelligence/fast is unrelated to CLIPTokenizer's max_length bug." + "reason": "Model-loading failure for a specific repo vs CLIPTokenizer max-length constant; unrelated." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output differences in v5 and Qwen3.5 save_pretrained key corruption are different regressions." + "reason": "RTDetrV2 output regression vs incorrect visual encoder keys on save_pretrained; different bugs." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 output_hidden_states behavior is not the same as the broad tokenization-change report." + "reason": "Qwen3.5 hidden-state bug vs general tokenization-version change report; not the same issue." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "FineGrainedFP8Config loading and CLIPTokenizer max_length are unrelated." + "reason": "FP8 config failure vs CLIPTokenizer model_max_length bug; unrelated." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "One is a model dtype propagation bug in Blip2 loading; the other is config.dtype staying stale after from_config. Similar theme, different bug." + "reason": "Loaded model/qformer staying float32 vs stale config.dtype after from_config; related theme but different code paths and symptoms." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch compatibility complaints are unrelated to kernels import requirements." + "reason": "Torch version incompatibility vs kernels revision requirement; unrelated." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file loading errors and caching_allocator_warmup TypeError are unrelated." + "reason": "GGUF loading breakage vs Apple Silicon warmup TypeError; unrelated." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Missing TensorFlow backend in the torch extra is unrelated to the missing Qwen2_5_VLForConditionalGeneration import." + "reason": "Packaging/backends issue vs missing Qwen2_5_VL class import; unrelated." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "device_map/offload loading failure is unrelated to CLIPTokenizer's model_max_length bug." + "reason": "device_map/offload dequantized-model loading vs CLIPTokenizer max-length constant; unrelated." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "A MacOS bus error loading CLIP and a TrainerState counter bug are unrelated." + "reason": "MacOS bus error in CLIP model loading vs TrainerState token counter not updating; unrelated." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Both involve Qwen models, but one is an auto-device-map cuda assert and the other is a video-input ValueError; not the same code-path problem." + "reason": "Different Qwen model families and different failures; not the same concrete bug." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "PyTorch missing import error is unrelated to Llama 3.2 Vision model-loading breakage." + "reason": "PyTorch missing import error vs Llama 3.2 90B Vision loading regression; unrelated." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "45381 is a narrower instance of the broader v5.3.0 Qwen video-input regression described in 44479, with the same underlying wrong-position-id behavior." + "reason": "Both describe the same Qwen video-input regression in v5.3.0, with overlapping affected models and the same input-processing path." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque failure and an unreleased MIN_PEFT_VERSION bump are unrelated." + "reason": "DeepSpeed ZeRO3 deque error vs unreleased PEFT minimum-version bump; unrelated." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken constructor conflicts and tokenizer-loading failure for EMBEDDIA/est-roberta are different issues." + "reason": "AddedToken constructor TypeError vs tokenizer loading failure for a specific model; too generic to treat as the same bug." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError is not the same bug as the broader Qwen video-input regression reported in 44479." + "reason": "Both are Qwen video-input problems, but they target different models and different failure modes; not clearly the same underlying bug." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "These are separate video-input failures for different Qwen models and error modes." + "reason": "Different Qwen video-input regressions on different models; insufficient evidence of one shared bug." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "A key error loading a specific model is unrelated to init_empty_weights rejecting an unexpected argument." + "reason": "Loading facebook/MobileLLM-125M key error vs init_empty_weights unexpected argument; unrelated." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer-related regressions, but one is special-token addition and the other is LlamaTokenizer pre-tokenizer override; different bugs." + "reason": "Different tokenizer regressions with different causes and models; not one mergeable fix." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "PyTorch missing import and LayoutLMv3 error-message clarity are unrelated." + "reason": "PyTorch import error vs LayoutLMv3 error-message clarity; unrelated." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "A model-loading failure is unrelated to list_repo_files needing to forward revision." + "reason": "Model loading regression vs list_repo_files forwarding revision; unrelated." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed weight dimensionality error is unrelated to slow/fast tokenizer inconsistency." + "reason": "DeepSpeed weight shape runtime error vs tokenizer inconsistency; unrelated." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "FineGrainedFP8Config loading and FSDP CPU RAM efficient loading are unrelated training/loading bugs." + "reason": "Different training/loading failures in different features; unrelated." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Unexpected zero probabilities in SIGLIP2 and Perceiver non-default-resolution failure are different model-specific issues." + "reason": "Zero-probabilities bug in SigLIP2 vs Perceiver interpolation failure; unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays grounded in the packet and is appropriately conservative. The only accepted soft-edge pair, issue:44479 with issue:45381, is reasonably supported by the titles as a broader/narrower Qwen video-input regression pair. The other rejections are phrased cautiously and do not overclaim duplicate evidence." + "feedback": "The summary is grounded in the packet and stays conservative. The accepted duplicate pair (44479 \u2194 45381) is well supported by the titles and version/model overlap, and the remaining soft-edge rejections do not overclaim shared root cause." }, "evaluator_used": true, "retried": false, @@ -6576,8 +6591,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -6665,9 +6680,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, @@ -6877,8 +6892,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -6965,9 +6980,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 47, @@ -7174,8 +7189,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -7268,9 +7283,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, @@ -7507,8 +7522,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -7600,9 +7615,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, @@ -7833,8 +7848,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -7918,9 +7933,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 47, @@ -8193,14 +8208,14 @@ "issue:43388|issue:43526", "issue:43653|issue:44112" ], - "prepared_review_unit_hash": "13454338c9c4aa0e9eb45f3c6b382e29efc0972eddfab5bc2ed0542084b67f45", + "prepared_review_unit_hash": "abd2922781adee250ded438b54fb04721bbfe707921939c209ea5f50a5942aad", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, @@ -8215,180 +8230,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers bug reports with a few superficial theme overlaps (tokenizers, model loading, multimodal processors). I don\u2019t see any strong duplicate group; the closest items still describe different code paths and model families.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43295 is the most central candidate by soft-link connectivity and is broad enough to serve as the cluster\u2019s representative, even though it is not a true duplicate of the others.", + "summary": "These items are mostly superficially similar transformer regressions (loading, tokenization, processors, generation), but the soft pairs point to different concrete failures and code paths, so I did not merge any of them.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43950 is the strongest standalone bug report here: a concrete v5 regression in `from_pretrained()` that silently corrupts non-persistent buffers, with broad impact and clear actionable semantics.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43295 is the best single representative: it has the most adjacency in the soft graph and describes a user-facing regression rather than a narrowly model-specific symptom.", + "best_issue_reason": "issue:43950 is the best overall representative because it describes a precise, high-severity loading regression rather than a model-specific symptom or a documentation/test-only failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Different bugs: generation kwarg handling after sync_gpus vs output_hidden_states behavior in Qwen3.5." + "reason": "Both are generation-related, but one is about `_update_model_kwargs_for_generation` after `sync_gpus` and the other is a Qwen3.5 `output_hidden_states` bug; different code paths and symptoms." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Device-map forward mismatch in Gemma4 PLE is unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "Device-mismatch in Gemma4 forward is unrelated to `return_tensors` being ignored when `text_kwargs` is passed." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor/tokenizer regression and batched video processor shape bug affect different code paths and symptoms." + "reason": "Both involve processors, but one is a regression around `processor.tokenizer` / passing images to tokenizer, while the other is a batched video-shape bug." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Custom processor.tokenizer regression is not the same as OmDet-Turbo\u2019s 640px vs 224px preprocessing mismatch." + "reason": "Different processor bugs: tokenizer/image handling versus OmDet-Turbo producing the wrong input resolution." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-VL vision_position_ids bug is unrelated to FP8 inference failure on B200." + "reason": "Qwen2.5-VL vision position IDs and FP8 inference on B200 are unrelated failures." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer access regression and quantization offloading behavior are different problems." + "reason": "Processor/tokenizer API regression is not the same as quantization offloading behavior." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness issue is unrelated to Kimi-K2.5 tokenizer codec handling." + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression are different subsystems and bugs." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "Doc example/model mismatch and return_tensors being ignored are different bugs." + "reason": "Documentation/example errors for SigLIP2 are unrelated to `return_tensors` being ignored in processor kwargs handling." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to loading physical-intelligence/fast on 5.1.0." + "reason": "Both are loading regressions, but one is missing `pad_token_idx` in StableLmConfig and the other is a specific `physical-intelligence/fast` load failure." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "flash_attn import lookup on Python 3.13 is unrelated to tensorflow_text backend mapping." + "reason": "These are different backend/import errors (`flash_attn` on Python 3.13 vs `tensorflow_text` in BACKENDS_MAPPING`)." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile+SDPA failure and DeepSpeed ZeRO-3 gradient growth are distinct training issues." + "reason": "Torch.compile/SDPA failure in Bamba-9B-v2 is not the same bug as DeepSpeed ZeRO-3 gradient growth." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both mention tied weights, but one is serialization/device-dependent and the other is LoRA merge with extended vocab." + "reason": "Serialization of tied weights by device and LoRA merge collapse with extended vocab are distinct issues." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Config missing pad_token_idx and meta-device loading breakage are different regressions." + "reason": "Missing `pad_token_idx` in StableLmConfig is not the same as meta-device loading breaking some models." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "These are separate import errors in different modules and for different symbols/models." + "reason": "Both are ImportErrors, but they involve different missing symbols from different modules." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory release are unrelated." + "reason": "Perceiver resolution/interpolation failure and RT-DETR memory release are unrelated." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption on load and CLIP text-model structure inconsistency are different loading/serialization bugs." + "reason": "Both are model-loading regressions, but one is silent buffer corruption while the other is a structural API inconsistency in CLIP text models." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Batched video processor shape bug and tensor-parallel OOM are not the same underlying issue." + "reason": "Batched video processor shape mismatch is unrelated to tensor-parallel OOM when loading Qwen2-57B." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting and Qwen2.5-VL temporal scaling are distinct multimodal bugs." + "reason": "Gemma4 `mm_token_type_ids` defaulting and Qwen2.5-VL still-image temporal position scaling are different multimodal bugs." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Trailing-slash import warning is unrelated to the SigLIP2 implementation discrepancy." + "reason": "A trailing-slash local-path import warning is unrelated to the SigLIP2 HF-vs-JAX implementation discrepancy." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Janus generate-image test failure and stale paged-generate warning are different generate-path issues." + "reason": "Janus image generation test failure and a stale paged-generate warning are not the same bug." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "gguf_file breaking from_pretrained and dtype metadata going stale in from_config are separate loading behaviors." + "reason": "GGUF loading breakage in `from_pretrained()` is different from `from_config(dtype=...)` leaving `model.config.dtype` stale." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both mention missing pad_token_id, but they affect different model families and there is no evidence of one shared duplicate bug." + "reason": "Both mention missing `pad_token_id`, but they affect different configs/models and there is no evidence of the same root cause." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to the Qwen2_5_VL import error." + "reason": "Qwen3Moe failing with FineGrainedFP8Config is unrelated to the Qwen2.5-VL import error." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Both involve SigLIP2, but one reports zero probabilities while the other is a broader HF-vs-JAX discrepancy; not enough to confirm the same bug." + "reason": "Both concern SigLIP2, but one reports zero probabilities and the other a broader implementation discrepancy; too little evidence they are the same underlying bug." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Different model families and different failure modes: import error vs incorrect detokenization." + "reason": "ImportError for a Qwen2.5-VL class and DeepSeek-Coder detokenization regression are unrelated." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added token and embedding reinitialization after resize are unrelated." + "reason": "Tokenizer spacing after an added token and embedding reinitialization after resize/tied-weights are different behaviors." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Label dropping in gather_for_metrics and BeitImageProcessorFast reduce_labels are different label-handling bugs." + "reason": "Distributed metric gathering dropping labels and `BeitImageProcessorFast.reduce_labels` truncating labels are different label-handling bugs." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration and a stale CI device-override test are unrelated." + "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI device-override test are unrelated." } ] }, @@ -8488,14 +8503,14 @@ "issue:45200|issue:45588", "issue:43335|issue:43653" ], - "prepared_review_unit_hash": "0cc1120fa0d1aa4ff343abf005aba2279411baba8ded7b8e844be9892fc46496", + "prepared_review_unit_hash": "67f277895c17a296e3845bd7449be2ebd8ab459108afb420d8048898c82bf9e1", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 47, @@ -8510,168 +8525,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated issue reports. I did not find any true duplicate pair; the closest match is the Qwen2.5-VL apply_chat_template pair, but the failure modes are still distinct enough to keep separate.", - "confidence": 0.31, - "canonical_issue_reason": "issue:44521 is the broadest, highest-signal representative of the multimodal apply_chat_template/assistant_mask thread and has the most follow-up discussion among the related subset.", + "summary": "These items are mostly distinct Transformers bug reports spanning different subsystems (chat templates, vision/audio processors, model loading, flash attention, training, and CI). I do not see any pair that clearly represents the same underlying bug/change, and there are no PRs in the cluster.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 44521 is the broadest and most central runtime bug report here: it has the most discussion/inbound references and targets a core multimodal chat-template path, making it the best representative issue if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best single issue anchor because it is open, active, and spans the widest version of the chat-template masking problem, even though the overall cluster is heterogeneous.", + "best_issue_reason": "Issue 44521 is the strongest issue candidate overall because it is an active, user-facing multimodal regression with broader applicability than the more narrow edge-case reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Different subsystems and symptoms: dtype regression in evaluation vs MoE training memory usage." + "reason": "Different problems: dtype drift between train/eval vs MoE memory inefficiency." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "Unrelated bugs: BeitImageProcessor label reduction vs return_tensors being ignored in explicit text_kwargs." + "reason": "Unrelated processor bugs: label reduction vs return_tensors being ignored." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Different model/runtime failures: Qwen3 auto device mapping cuda assert vs FP8 inference on B200." + "reason": "Both are GPU/runtime failures, but on different models and failure modes; not the same bug." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Both are tokenizer/loading problems, but they affect different models and appear to have different root causes." + "reason": "Different tokenizer/model issues affecting different components and behaviors." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate bug vs batched video shape bug; no shared underlying code path is evident." + "reason": "Audio chat-template sampling-rate bug vs batched video shape bug." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Unrelated import/environment failures: flash_attn lookup on Python 3.13 vs Windows ROCm distributed dependency issue." + "reason": "Different import/runtime failures on different platforms and dependencies." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Different models and behaviors: zero probabilities in SigLIP2 vs RT-DETR memory not being released." + "reason": "Model output correctness bug vs memory release/GC leak." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent/STE mismatch is unrelated to GraniteSpeech's stale device override test failure." + "reason": "Different subsystems: DAC latent reconstruction vs GraniteSpeech CI override failure." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Both are missing/removed utility symbols, but they affect different functions and code paths." + "reason": "Both are missing-import style reports, but they concern different removed/absent symbols and model paths." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Different audio bugs: unsupported center arg in feature extraction vs empty-transcription failure after align_special_tokens." + "reason": "Different audio/text preprocessing failures with no clear shared root cause." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Different model-construction regressions: Qwen multimodal config unwrapping vs CLIP text-model structural inconsistency." + "reason": "Separate model/config consistency issues; not the same code-path problem." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both involve apply_chat_template, but one is a tool-call/content crash and the other is mistral_common continue_final_message behavior." + "reason": "Both involve apply_chat_template, but they are different edge cases with different triggers and failures." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Documentation regressions in the same area, but they refer to different deprecated fields and are not the same issue." + "reason": "Both are docs complaints, but they cover different deprecated APIs and different pipeline behaviors." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Unrelated vision bugs: processor input size mismatch vs float16 AMP loss crash." + "reason": "Different vision/model bugs: wrong processor output size vs AMP/CUDA loss crash." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Same general API, but one is a batched padding=False crash and the other is all-zero assistant masks; not clearly the same bug." + "reason": "Batched-input crash vs incorrect assistant mask generation; related area but not the same concrete bug." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "Different audio/model concerns: DAC latent decoding mismatch vs helper length computation in qwen3_omni_moe." + "reason": "Different model/helper issues with no shared failure mode." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Different detection training issues: AMP crash vs denoising-off auxiliary-loss logic." + "reason": "Different detection/training problems affecting unrelated logic." }, { "left": "issue:43335", - "right": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "Different models and failure modes: SwitchTransformers config bug vs Bamba torch.compile SDPA failure." + "reason": "Different bugs in different models/tokenizers; no shared underlying defect." }, { "left": "issue:43611", "right": "issue:46402", "accept": false, - "reason": "Both concern loading regressions, but the specific breakages and affected models are different." + "reason": "Different loading regressions: base_model_prefix handling vs Sam3 text encoder weights not loading." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "Device-mismatch offload bug is unrelated to qwen3_omni_moe feature-length computation." + "reason": "Device-offload mismatch vs feature-extraction length helper behavior." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Flash-attention import breakage and Torch 2.10 incompatibility are different environment/version issues." + "reason": "Flash-attention import symbol regression vs Torch 2.10 compatibility claim." }, { "left": "issue:45759", "right": "issue:46512", "accept": false, - "reason": "Both touch from_config/config state, but one is multimodal text_config unwrapping and the other is dtype staleness." + "reason": "Both involve config/from_config, but one is multimodal text_config unwrapping and the other is stale dtype metadata." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and Trainer broadcast NoneType errors are different bugs." + "reason": "Flash Attention test failures vs Trainer broadcast TypeError are unrelated." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus output drift between v4/v5 is unrelated to Qwen3.5 recurrent-state reset behavior." + "reason": "Different generation/regression behaviors in different model paths." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma mm_token_type_ids defaulting and flash_attention sink-less-model crash are unrelated." + "reason": "Different multimodal processor and flash-attention sink-related crash." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Different components and symptoms: SwitchTransformers sparse-layer creation vs BigBirdTokenizer special-token registration." + "reason": "Sparse-layer config bug vs tokenizer special-token registration bug." } ] }, @@ -8690,8 +8705,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -8781,9 +8796,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, @@ -9005,8 +9020,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -9097,9 +9112,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, @@ -9324,8 +9339,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -9416,9 +9431,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 47, @@ -9649,8 +9664,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -9737,9 +9752,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 47, @@ -10029,20 +10044,20 @@ "issue:42617|issue:43575", "issue:43606|issue:43701" ], - "prepared_review_unit_hash": "ca94a51e7dd40ee98b32550a795c6220dafe650bc65974709b8473b1087df836", + "prepared_review_unit_hash": "44034fce83313b3242ab5dfb66ac33560fe4e2862fc9207ed3184debaf660f7f", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35961, + "serialized_chars": 35963, "estimated_input_tokens": 8991, "estimated_eval_tokens": 18238 }, @@ -10051,174 +10066,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues span unrelated loading, generation, config, tokenizer, backend, and distributed-training bugs. None of the soft pairs look like the same underlying defect, so I would not merge any of them as duplicates.", - "confidence": 0.86, - "canonical_issue_reason": null, + "summary": "No soft pair looks like a true duplicate: these issues span unrelated bugs in loading, generation, tokenization, offloading, config, and docs. I would not merge any of the proposed pairs.", + "confidence": 0.57, + "canonical_issue_reason": "If one issue must represent this heterogeneous set, issue 43749 has the strongest discussion/inbound-reference activity and broad loading impact, but it is only a pragmatic representative, not a duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": "No true canonical issue for the whole cluster; if forced, issue:43749 is the strongest standalone report because it is concrete, high-signal, and has the most discussion around a specific regression ('FSDP_CPU_RAM_EFFICIENT_LOADING broken').", + "best_issue_reason": "Issue 43749 is the best single representative by activity and breadth, though the set is too mixed to form a real issue cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Different dependency/back-end problems: Torch backend packaging vs a missing import utility helper." + "reason": "Both concern import/backend availability, but one is about TensorFlow not being included in a torch install extra and the other is a missing import_utils symbol; different failures." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "One is a hidden_states regression in forward; the other is ModelOutput key assignment behavior." + "reason": "The first is a CLIPVisionModel hidden_states regression; the second is ModelOutput key assignment logic. Related area, but not the same bug." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both concern loading regressions, but they affect different models and different failure modes." + "reason": "Both are model-loading regressions, but they describe different breakages and different code paths." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "Packed-weight loading under accelerate is unrelated to AutoTokenizer failing for a specific tokenizer class." + "reason": "One is accelerate loading of packed BitNet weights; the other is AutoTokenizer failing for a specific tokenizer class. Unrelated." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs syncing and last-batch metric gathering are different code paths and bugs." + "reason": "Generation kwargs after sync_gpus and metric gathering of tuple labels are separate runtime paths with different symptoms." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Shape-mismatch loading and save_pretrained checkpoint corruption are opposite directions and distinct bugs." + "reason": "Shape-mismatch loading of a Qwen3-VL model is not the same as a save_pretrained regression for Qwen3.5 checkpoints." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Hidden_states output regression is unrelated to attention-kernel divergence under torch.compile." + "reason": "Hidden_states=None in CLIPVisionModel and attention-kernel divergence under torch.compile are unrelated regressions." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "A post_init API constraint is unrelated to a video-input regression in Qwen VL models." + "reason": "PatchTST post_init validation and a video-input regression affect different models and code paths." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "Model implementation discrepancy vs documentation still mentioning pipeline(); not the same bug." + "reason": "A SigLIP2 implementation discrepancy and stale docs referencing pipeline() are not the same underlying issue." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are different save/load failures." + "reason": "Both touch save/load flows, but one is about failing to save dequantized models and the other about loading the wrong custom module after save_pretrained." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer class loading and tensor conversion exception handling are unrelated." + "reason": "Tokenizer loading failure and a bare-except bug in Fuyu tensor conversion are distinct problems." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Generic model-loading failure is not the same as a backend-mapping error for tensorflow_text." + "reason": "Model loading failure for one repository and an import_utils backend mapping error for tensorflow_text are unrelated." }, { "left": "issue:42796", "right": "issue:45290", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to chat-template crashes with tool calls." + "reason": "Tokenizer BPE marker handling and chat-template crashes on tool-call assistant messages are different tokenizer bugs." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior and eos_token_id config inconsistency are different bugs." + "reason": "Quantization/offload behavior and Gemma eos_token_id mismatch are separate issues." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP RAM-efficient loading and Qwen3-VL shape mismatches are unrelated loading problems." + "reason": "FSDP CPU RAM efficient loading and a specific Qwen3-VL shape mismatch are different loading failures." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Both mention chunked/compiled generation, but one is inconsistent outputs and the other is recompilation from cache init; not the same concrete defect." + "reason": "Chunked generation output inconsistency and cache lazy-init recompilation are both compile/chunked-prefill related, but they are different bugs." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both are config/API issues, but they concern different model families and different failures." + "reason": "These are different API discrepancies involving different config classes and different model families." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to CPU/CUDA output divergence." + "reason": "Checkpoint key mismatch and CPU/CUDA result divergence are unrelated." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to an unrecognized model/config error." + "reason": "A local-dataset training script issue and an unrecognized model config error are not the same failure mode." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Both involve config persistence, but one loses fields with trust_remote_code while the other resets rotary_pct on reload." + "reason": "trust_remote_code missing fields and GPTNeoX rotary_pct reset are separate config-loading issues." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 import parsing error and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "Python 3.13 import parsing failure and DeepSpeed ZeRO3 deque pop error are unrelated." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing import utility function and kernels package version/revision requirement are different import failures." + "reason": "Missing is_falcon_mamba_ssm_available and kernels v0.15 import failure are both import-related, but the concrete breakages differ." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Processor/tokenizer regression and a v5 translation-task error message are not the same bug." + "reason": "Processor/tokenizer regression and a misleading pipeline error message are different v5 regressions." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k nesting behavior is unrelated to an ImportError for missing PyTorch." + "reason": "top_k nesting behavior in pipeline and an AutoModel PyTorch ImportError are unrelated." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile SDPA failure and resume_from_checkpoint key mismatch are different runtime paths." + "reason": "torch.compile SDPA failure in Bamba and resume_from_checkpoint key mismatch are different subsystems." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "A 3d_parallel script failure and a tensor-parallel OOM are both distributed issues but not the same concrete bug." + "reason": "3d_parallel execution failure and tp OOM on Qwen2-57B are both distributed-loading problems but not the same bug." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch during resume." + "reason": "CPU offload device mismatch and checkpoint key mismatch are unrelated." } ] }, @@ -10237,8 +10252,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -10324,9 +10339,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, @@ -10521,8 +10536,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -10610,9 +10625,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 47, @@ -10912,14 +10927,14 @@ "issue:44295|issue:46506", "issue:43643|issue:44496" ], - "prepared_review_unit_hash": "d6b450ce632b4354cc747bcb6c0449d6dd58084945c219feaa0125bdd083180b", + "prepared_review_unit_hash": "38b6e6ed301ddfba733ef3faa4924e89e038a162075e62e74d514b7d9a2aa55a", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 47, @@ -10934,175 +10949,178 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the titles overlap on broad themes like tokenizers, imports, pipelines, and multimodal models, but none of the pairs point to the same concrete bug or fix.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues spanning tokenizers, import/export regressions, pipelines, and model-specific bugs. The only plausible duplicate-like pair is the DeepSeek tokenizer regression reports; everything else is too code-path- or model-specific to merge together.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44779 is the earliest and broadest report in the only plausible duplicate pair, and it describes the shared DeepSeek v5 tokenizer regression at the highest level.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44779 is the best representative issue for this cluster\u2019s only near-duplicate theme; the paired issue (issue:46489) is a narrower DeepSeek-Coder v1 manifestation referencing a gap in the same fix path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Both involve Qwen-related saving/weights, but one is LoRA merge collapse with tied embeddings while the other is incorrect visual encoder keys in save_pretrained; different failure modes and code paths." + "reason": "Both involve Qwen3.5 save_pretrained behavior, but one is LoRA/extended-vocab collapse and the other is wrong visual-encoder keys; different concrete bugs." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top_k output nesting and XLMRoberta Flash Attention 2 are unrelated; one is an output-shape bug, the other a model/attention compatibility issue." + "reason": "Unrelated problems: pipeline top_k nesting vs XLM-Roberta with Flash Attention 2." }, { "left": "issue:44779", "right": "issue:46489", - "accept": false, - "reason": "Both mention DeepSeek tokenizer regressions, but they target different model families and reports; the titles do not identify the same tokenizer bug or fix." + "accept": true, + "reason": "Both report DeepSeek-family tokenizer regressions on transformers v5+; the newer issue appears to be the same tokenizer code-path problem with a missing coverage gap in the prior fix." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers sparse-layer configuration and loading a local dataset in an image-classification script are unrelated issues." + "reason": "Different subsystems and symptoms: SwitchTransformers config bug vs image-classification script dataset loading." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are separate repository-loading bugs with different APIs." + "reason": "Tokenizer repository loading bug vs list_repo_files revision forwarding; not the same underlying issue." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE-marker handling and multimodal assistant_masks generation are different tokenizer behaviors and do not share a concrete underlying bug." + "reason": "Tokenizer BPE-marker handling vs multimodal assistant_masks in chat templating; distinct code paths." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "One is a stale GraniteSpeech device-override test, the other is auto_mappings referencing removed configs; both affect CI but not the same defect." + "reason": "Both are CI failures, but they stem from different tests and different broken references." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet device placement in relative positional encoding and Fuyu's bare except swallowing errors are unrelated code-path problems." + "reason": "CPU tensor device placement bug vs bare-except error swallowing; unrelated." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "A multi-label classification example returning empty results is unrelated to a script failing to load a local dataset." + "reason": "Example script multi-label output bug vs local dataset loading failure; different features." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "A trust_remote_code cache-path collision and a missing import_utils availability flag are different import/cache bugs." + "reason": "Trust-remote-code cache path collision vs missing import_utils helper; unrelated." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure and missing TensorFlow backend handling are separate environment/dependency issues." + "reason": "Python 3.14 load failure vs missing TensorFlow backend with tensorboard; different dependency problems." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "The regression around processor.tokenizer/images passed to tokenizer is different from gemma4 resize_token_embeddings not updating output/embed layers." + "reason": "Processor/tokenizer regression vs Gemma4 embedding resize inconsistency; not the same bug." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 embedding resize propagation and Whisper empty-transcription behavior after align_special_tokens are not the same bug." + "reason": "Gemma4 embedding resize bug vs Whisper empty transcription failure after align_special_tokens; unrelated." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Mistral3 lm_head tying/save behavior and Qwen3.5 save_pretrained checkpoint correctness are model-specific serialization/weight issues, not one defect." + "reason": "Mistral3 lm_head tying bug vs Qwen3.5 save_pretrained regression; different models and code paths." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but one is a missing Qwen2_5_VLImageProcessor export and the other is a missing top-level AutoImageProcessor export; different symbols and fixes." + "reason": "Specific Qwen2.5-VL image processor import error vs missing AutoImageProcessor export; related surface area but not the same underlying bug." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "The 2^24 categories limit error and Whisper empty transcription after token alignment are unrelated." + "reason": "Category-count limit error vs Whisper generation regression; unrelated." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "LlamaConfig head_dim validation and convert_rope_params_to_dict rejecting a JSON-loaded list are separate config-validation bugs." + "reason": "LlamaConfig head_dim validation vs JSON-loaded rope-ignore list type handling; distinct validation paths." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Both are import failures, but they concern different missing names in different modules and do not indicate the same underlying change." + "reason": "Different missing imports in different modules; no shared concrete bug." }, { "left": "issue:45632", "right": "issue:46421", "accept": false, - "reason": "A cache collision for trust_remote_code and spurious recompilation from lazy cache initialization are unrelated caching problems." + "reason": "Cache path collision vs lazy-init recompilation issue; different mechanisms." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "TensorFlow missing from a torch install and a vague dependency issue with transformers are not the same specific defect." + "reason": "Packaging/backend dependency complaint vs generic dependency issue; too broad and not a shared code-path bug." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Compiled flex_attention failing on torch >= 2.9 and an incorrect version check for AuxRequest import are related to flex_attention but are distinct concrete bugs." + "reason": "One is a flex_attention failure on torch>=2.9, the other is a version-check bug for AuxRequest import; related area but not the same fix." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Slow import time and unsafe sys.modules access are different problems in different parts of the import path." + "reason": "Import slowness vs unsafe sys.modules access; not the same bug." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crashes and transformers serve KV-cache continuation indexing are unrelated failures." + "reason": "LayoutLMv2 tokenizer NER/padding crash vs serve KV-cache continuation indexing crash; different code paths." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "A video-classification pipeline looking for image processors and a syntax error in a notebook section are wholly different issues." + "reason": "Pipeline processor lookup bug vs notebook syntax error; unrelated." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Reading position_ids after buffer registration and CPU/CUDA output divergence in PPDocLayoutV3 are separate runtime bugs." + "reason": "Position_ids buffer read error vs CPU/CUDA divergence in PPDocLayoutV3; different defects." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Missing fields when trust_remote_code=True in AutoConfig and an unrecognized model lacking model_type are different config-loading failures." + "reason": "trust_remote_code config field loss vs unrecognized model_type error; not the same problem." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: this cluster is indeed a mix of mostly unrelated issue types, and the DeepSeek tokenizer pair is the only clearly plausible near-duplicate theme. The soft-edge rejections stay conservative, and the one accepted pair is supported by the titles and issue wording without overclaiming exact identity." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -11177,6 +11195,7 @@ "issue:44016|issue:44220", "issue:27957|issue:35141", "issue:43479|issue:45375", + "issue:45083|issue:46506", "issue:43531|issue:45600", "issue:43295|issue:45335", "issue:43976|issue:44987", @@ -11189,7 +11208,6 @@ "issue:44496|issue:45042", "issue:44016|issue:44062", "issue:43299|issue:45216", - "issue:45083|issue:46506", "issue:44792|issue:46424", "issue:43673|issue:44336", "issue:43824|issue:44933", @@ -11203,20 +11221,20 @@ "issue:44075|issue:44368", "issue:43577|issue:45216" ], - "prepared_review_unit_hash": "4845aba75cd122bda1703a57dd2a5c4da00b1731669ed30965cf9b4ca3820c25", + "prepared_review_unit_hash": "be6ba8af87aa438d089714c571258ad0e1ec8c53a601a1c616dc831f4ff0c1b9", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37525, + "serialized_chars": 37527, "estimated_input_tokens": 9382, "estimated_eval_tokens": 19020 }, @@ -11225,210 +11243,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose similarity bucket, not a true duplicate cluster. The issues cover many unrelated model-loading, config, tokenizer, cache, and test failures across different models and code paths, so none of the soft links should be merged.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue: the items are too heterogeneous and do not appear to describe the same underlying bug.", - "canonical_pr_reason": "No PRs are present.", - "best_issue_reason": "issue:44964 is the clearest high-level regression report in the set, with concrete reproduction and broad impact on loading a specific multimodal model in recent Transformers versions.", + "summary": "This cluster is heterogeneous: most items are unrelated Transformers bug reports with only superficial topical overlap. None of the soft pairs look like true duplicates or a single mergeable PR-sized change.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43824 is the strongest canonical anchor here: it reports a concrete, reproducible import failure, has the highest visible discussion/inbound signal in the set, and is more actionable than the broader or more ambiguous reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the best overall issue to anchor on because it has strong signal, a specific failure mode, and broad downstream impact; it is clearer and more central than the other candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model-loading failures, but for different models and different failure modes (missing import vs bad load behavior)." + "reason": "Both are model-loading problems, but for different models and different failure modes: Qwen2.5-VL import vs Phi-4 multimodal loading." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Different causes: one is a model load regression, the other is a broken auto-mapping reference in CI." + "reason": "One is a Phi-4 multimodal load failure; the other is an auto_mappings.py CI break from removed Sam3LiteText configs." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Both mention cache, but one is a generation cache regression and the other is cache-length behavior for quantized cache only." + "reason": "Both mention cache, but one is missing GenerationMixin cache during chunked_prefill and the other is max_cache_length behavior for quantized cache." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "Unrelated: GraniteSpeech CI test failure vs a multimodal model loading regression." + "reason": "CI device-override test failure is unrelated to a Phi-4 multimodal model loading bug." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "No shared bug: the first is a placeholder-like issue, the second is an audio feature extraction error." + "reason": "ADD THE DATA is too vague and unrelated to the _torch_extract_fbank_features() bug." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and feature-extraction TypeError are unrelated." + "reason": "Notebook syntax error is a documentation/notebook issue, not the same as the fbank feature extraction bug." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Different subsystems: FlashAttention support for XLM-Roberta vs embedding reinitialization after resize." + "reason": "XLMRoberta Flash Attention 2 and post_init reinitializing embeddings are different model behaviors and code paths." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are config-related, but they concern different composite-model fields and different initialization bugs." + "reason": "Both concern Phi4Multimodal config handling, but one is default init on None and the other is a missing deepstack_visual_indexes field." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "One is a helper-length calculation bug; the other is inconsistent CPU vs CUDA results for a model." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Different problems: Qwen3-MoE sliding-window behavior vs stale auto-mapping references." + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText auto-mapping refs are unrelated." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Both are regression-style model issues, but one is processor/tokenizer API breakage and the other is embedding resize behavior." + "reason": "Processor/tokenizer regression and t5gemma embedding resize behavior are different bugs." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "These are separate version-compatibility/load failures affecting different environments and models." + "reason": "Python version compatibility and loading physical-intelligence/fast are not the same underlying issue." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Different code paths: mask generation batching vs SAM3-lite memory overflow." + "reason": "MaskGenerationPipeline dropping partial-batch results and sam3-litetext memory overflow are distinct failures." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "Beit processor label handling is unrelated to pipeline documentation wording." + "reason": "A BeitImageProcessorFast label bug and a docs mismatch for return_all_scores are not duplicates." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer broadcast error and token-embedding resize regression are unrelated." + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to embedding reinitialization after resize_token_embeddings." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "ImportError due to missing PyTorch is not the same as the embedding reinit bug." + "reason": "Missing PyTorch import error is an environment/dependency issue, not the same as the embedding reinit bug." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Same model family, but different failures: saving dequantized Ministrals vs FlashAttention load/runtime failure." + "reason": "Both involve Ministral, but one is save/dequantization and the other is FlashAttention model loading." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both touch FlashAttention, but they describe different concrete crashes and code paths." + "reason": "FlashAttention failure on Ministral and flash_attention.py crashing on s_aux=None are different code-path problems." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Different failures: unrecognized model config vs PIL image processors wrongly requiring torchvision." + "reason": "Unrecognized model config and PIL backend image processors requiring torchvision are unrelated." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated." + "reason": "Notebook syntax error is not the same bug as AddedToken receiving duplicate special kwargs." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Different Qwen regressions: model loading failure vs incorrect checkpoint saved by save_pretrained." - }, - { - "left": "issue:45083", - "right": "issue:46506", - "accept": false, - "reason": "Different model families and different bug types: helper length computation vs CPU/CUDA divergence." + "reason": "Qwen3VL MoE load failure and Qwen3.5 save_pretrained regression are separate model-version issues." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Janus image-generation test failure is unrelated to cache-length configuration behavior." + "reason": "Janus image-generation test failure and cache max length handling do not share the same underlying bug." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache regression and ANSI color output bug are unrelated." + "reason": "Cache missing in chunked_prefill and ANSI code generation in loading_report are unrelated." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but they refer to different modules and missing symbols." + "reason": "Qwen2.5-VL import failure and non-existent image_utils import are both import-related, but they affect different symbols and code paths." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode limitation is unrelated to D-FINE auxiliary-loss handling." + "reason": "Gradient checkpointing eval-mode limitation and D-FINE auxiliary-loss behavior are different training bugs." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python version incompatibility and generic dependency issue are not the same underlying bug." + "reason": "Python compatibility failure and a generic dependency issue are too broad and unrelated." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Pipeline docs mismatch is unrelated to model config import failure." + "reason": "Docs mentioning return_all_scores and unrecognized model config are unrelated." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE-marker handling and a placeholder issue are unrelated." + "reason": "Tokenizer BPE-marker handling and the vague ADD THE DATA issue do not describe the same bug." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Different behaviors: decoder embedding resize vs Whisper empty-transcription generation failure." + "reason": "t5gemma resize_token_embeddings bug and Whisper empty-transcription generation failure are different model behaviors." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Both involve model/config loading, but one is an unknown-model error and the other is missing unwrapping of composite text_config." + "reason": "Unrecognized model config and composite Qwen multimodal config unwrapping are separate AutoModel/config issues." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "Generic dependency issue is not the same as a torch 2.4.1 incompatibility." + "reason": "Generic dependency issue and torch 2.4.1 incompatibility are not the same failure." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer argument handling and a tie_word_embeddings warning are different issues." + "reason": "SGD args not used and a tie_word_embeddings warning are unrelated optimizer/config issues." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype propagation and Qwen checkpoint saving are unrelated bugs." + "reason": "BLIP-2 dtype propagation and Qwen3.5 checkpoint saving are different bugs in different subsystems." } ] }, @@ -11528,14 +11546,14 @@ "issue:43653|issue:45593", "issue:42994|issue:43317" ], - "prepared_review_unit_hash": "2f83f538b94bee428d1089c32f71f335d51f87964db0414217302fd33a7b2ae0", + "prepared_review_unit_hash": "b6e6de7fe1a7465a459e4b0a47ba44b1a7a7779bd341b9a57847f4ce67fc48c1", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 47, @@ -11550,168 +11568,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers bugs and regressions across tokenizers, multimodal processors, quantization, config handling, and docs. None of the soft pairs look like the same concrete bug or change, so all are rejected.", - "confidence": 0.58, - "canonical_issue_reason": "No true duplicate hub stands out; 45278 is only the broadest umbrella-like regression report (many import errors after upgrade), but it still does not subsume the rest of the cluster.", + "summary": "This cluster is a grab-bag of mostly unrelated Transformers regressions, tokenizer/config bugs, and docs/test issues. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.76, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "45278 is the best triage anchor among these issues because it is the most general, user-facing regression report and closest to the small import-error subtheme, though it is still not a duplicate of the others.", + "best_issue_reason": "issue:45020 is the broadest representative of the version-regression theme, but it is still too generic to serve as a true duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "Different failures: LlamaConfig head_dim validation vs a Qwen3.5 kernel registration crash." + "reason": "Llama head_dim validation vs Qwen3.5 kernel registration; unrelated model/config bugs." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Unrelated code paths: auto_docstring annotation handling vs mistral_common import break in Gemma processor loading." + "reason": "auto_docstring annotations crash vs mistral_common import regression in Gemma4 loading; different layers." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Generic dependency issue vs one specific unreleased PEFT version bump; not the same bug." + "reason": "Generic dependency issue vs PEFT minimum-version bump; not the same defect." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "MoE load-balancing loss gating and Gemma4 mm_token_type_ids defaults are different model behaviors." + "reason": "MoE load-balancing loss bug vs Gemma4 mm_token_type_ids defaulting; different forward paths." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Loading Qwen3VL MoE models and saving Qwen3.5 visual encoder keys are separate code paths." + "reason": "Qwen3VL load regression vs Qwen3.5 save_pretrained key serialization; related family but different failure mode." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video pipeline processor lookup bug is not the same as remote_code compatibility regressions." + "reason": "Video pipeline processor lookup vs remote_code/model loading breakage; separate code paths." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "Placeholder/noisy issue title vs FP8 inference on B200; no shared bug." + "reason": "Placeholder issue title vs FP8 inference on B200; clearly unrelated." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "SigLIP2 zero probabilities and Sam3Video OOM are unrelated model/runtime problems." + "reason": "SigLIP2 zero probabilities vs Sam3Video OOM; different symptoms and causes." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A missing HybridCache import is not the same as a broad set of import errors after upgrade." + "reason": "HybridCache import error vs broad import-error report after upgrade; too generic to be the same bug." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "All-zero assistant masks in chat templating and Qwen2.5-VL rope indexing are different multimodal bugs." + "reason": "Multimodal assistant-mask bug vs Qwen2.5-VL rope indexing; templating vs positional logic." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both are docs issues, but they concern different examples/pages and different failures." + "reason": "SigLIP2 docs example errors vs TextClassificationPipeline docs note; both docs-related but not the same issue." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Processor.tokenizer regression and Deepseek tokenizer output regression are distinct tokenizer problems." + "reason": "Custom processor.tokenizer regression vs Deepseek tokenization corruption; different model and code path." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Video-classification processor mismatch and Gemma4 PLE device mismatch are different bugs." + "reason": "Video pipeline processor lookup vs Gemma4 device mismatch; unrelated." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Torch flex_attention compilation failure and tensorboard-only backend install issue are unrelated." + "reason": "flex_attention compile failure vs tensorboard-without-TF backend issue; different subsystems." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version support break is not the same as the unreleased PEFT dependency bump." + "reason": "Python-version incompatibility vs PEFT version bump; unrelated release problems." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Different model families and different tokenizer regressions; not mergeable as one fix." + "reason": "Deepseek tokenization bug vs Granite token-ID regression; both tokenizer regressions but model-specific and separate." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Config validation for head_dim and stale config.dtype after from_config are separate initialization bugs." + "reason": "LlamaConfig head_dim validation vs stale dtype on config; unrelated config behavior." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Qwen3.5 loading regression and GLM-4.7-Flash unit-test loading failure are different concrete problems." + "reason": "Qwen3VL load issue vs GLM-4.7-Flash unit-test load issue; different models and failure points." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Default multimodal config initialization and missing pad_token_id on Llama4Config are not the same issue." + "reason": "Phi4MultimodalConfig None defaults vs Llama4Config pad_token_id missing; separate config bugs." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Tokenizer class serialization mismatch and AutoTokenizer ignoring tokenizer.json affect different load/save paths." + "reason": "Tokenizer-class mismatch on save vs AutoTokenizer ignoring tokenizer.json; serialization vs loading bug." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Inconsistent lm_head serialization by device and resize_token_embeddings not propagating are different weight-management bugs." + "reason": "lm_head.weight serialization bug vs Gemma4 resize_token_embeddings mismatch; different weight-sync issues." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error vs init_empty_weights unexpected-arg TypeError; unrelated." + "reason": "Notebook syntax error vs init_empty_weights argument regression; unrelated." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention failure for Ministral-3 and Kosmos2.5 OCR index error are separate model-specific issues." + "reason": "Ministral FlashAttention bug vs Kosmos2.5 OCR index error; different models and code paths." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Mistral tokenizer patch crash and list_repo_files revision forwarding are unrelated repository/client bugs." + "reason": "Mistral regex patch crash vs list_repo_files revision forwarding; unrelated." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss omission are different subsystems." + "reason": "BigBirdTokenizer special-token bug vs D-FINE auxiliary-loss bug; completely unrelated." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model save failure and dequantized model offload/load failure are related only broadly, not the same concrete bug." + "reason": "Quantized-model saving failure vs dequantized-model offload loading failure; opposite phases with different root causes." } ] }, @@ -11816,214 +11834,214 @@ "issue:44246|issue:44496", "issue:44295|issue:45397" ], - "prepared_review_unit_hash": "c13163f29bd505d34e2d14c0bc77708f4ed4cef380d4b85782ca133b9d180779", + "prepared_review_unit_hash": "e55e09eecf6d2ac74ddd4733817bab3bdef11303d0d8cf96a29341fe5e607336", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36531, - "estimated_input_tokens": 9133, - "estimated_eval_tokens": 18522 + "serialized_chars": 36533, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft edge looks like a true duplicate; the linked issues are mostly superficial similarities across different bugs, regressions, packaging problems, and docs/test fallout.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue stands out: the soft-linked items are heterogeneous and do not describe the same underlying bug.", + "summary": "This set is a loose grab bag of unrelated Transformers issues, mostly model-specific regressions, import/config problems, and a few docs/packaging bugs. None of the soft pairs look like the same underlying bug or change, so I rejected all of them. If forced to pick a representative issue, the Qwen2.5-VL import error is the cleanest, most concrete user-facing regression in the group.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43824 is the most concrete, well-scoped regression here: a direct import failure for a named public API, with clear user impact and multiple references. It is a better representative issue than broader or more ambiguous reports in the set.", "canonical_pr_reason": null, - "best_issue_reason": "No strong best issue for deduplication; the set is too mixed to use one issue as a representative canonical.", + "best_issue_reason": "issue:43824 is the strongest standalone issue because it describes a specific broken import path, is easy to reproduce, and has a clear expected vs actual behavior.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Different subsystems: config mapping/CI break vs leftover dummy classes in testing stubs." + "reason": "Different maintenance bugs: removed auto_mappings references causing CI breakage vs leftover dummy classes leaking into __dir__ and check_repo failures." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both mention DeepSpeed/optimizer, but one is Adafactor OOM while the other is double optimizer.step()." + "reason": "Both mention DeepSpeed/optimizer, but one is OOM with Adafactor while the other is double optimizer stepping; different failure modes and code paths." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Unrelated: missing processor save files vs tokenizer slowdown on Chinese text." + "reason": "processor.save_pretrained missing files is unrelated to a v5 tokenizer performance regression during filtering." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Different code paths: MLA rms_norm_eps precision issue vs torch.split return values in a MoE indexer." + "reason": "Different models and symptoms: MLA layernorm precision/config issue vs torch.split return-value handling in GlmMoeDsaIndexer." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "processor.save_pretrained file output bug vs gemma-4 ZeRO-3 from_pretrained failure are different problems." + "reason": "Saving processor files and gemma-4 ZeRO3 from_pretrained are distinct loading/saving paths with different defects." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "Tokenizer AttributeError on tasks vs D-FINE auxiliary-loss behavior are unrelated." + "reason": "MLukeTokenizer task AttributeError is unrelated to D-FINE auxiliary-loss behavior when denoising is off." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "Backend packaging issue vs torch/transformers version incompatibility." + "reason": "Packaging/backend mismatch with tensorboard-only install is not the same as a torch/transformers version incompatibility." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error vs Gemma4 device-mapping mismatch." + "reason": "Notebook syntax error and Gemma4 device-mismatch forward bug are unrelated." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Install/backend packaging issue vs Python version support regression." + "reason": "Missing TensorFlow backend from torch-only install is a packaging problem, not the Python-version incompatibility described in 43976." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Model FlashAttention failure vs compiled flex_attention on newer torch; different code paths." + "reason": "Both are attention-related, but Ministral FlashAttention failure and compiled flex_attention failing on torch>=2.9 are different concrete bugs." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT MLM outputs vs DeepSeek tokenizer correctness are distinct bugs." + "reason": "CamemBERT masked-LM prediction regression and Deepseek tokenizer corruption are separate model-specific issues." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "AutoTokenizer loading failure vs ESM2 model breakage." + "reason": "Tokenizer loading failure and ESM2 model breakage are not the same bug or code path." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs mismatch for return_all_scores vs SigLIP2 model/pipeline wrong outputs." + "reason": "Docs mismatch about return_all_scores is unrelated to siglip2 producing nonsensical outputs in model/pipeline inference." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Pipeline import dependency validation vs Qwen3.5 rotary-pos-embedding registration error." + "reason": "Kernel version/revision import failure is a dependency-resolution issue, while Qwen3.5 use_kernels crashes on apply_rotary_pos_emb registration; different roots." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache/chunked_prefill vs CLIPVisionModel hidden_states regression." + "reason": "Missing GenerationMixin cache during chunked prefill and CLIPVisionModel hidden_states regression affect different subsystems and behaviors." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Missing pad_token_id in config vs glm-4v model load failure." + "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are distinct model/config issues." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Import error for a model class vs Python version compatibility; not the same issue." + "reason": "A missing public import and a Python-version support complaint are not the same underlying issue." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Pipeline doc mismatch vs import slowness complaint." + "reason": "Documentation wording for a pipeline arg is unrelated to intermittent import slowness." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Missing config attribute on Llama4Config vs trust_remote_code returning incomplete fields." + "reason": "Both involve missing fields, but one is a Llama4 config attribute bug and the other is trust_remote_code returning incomplete AutoConfig objects; not the same defect." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save_pretrained metadata bug vs gemma-4 Zero3 from_pretrained issue." + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to gemma-4 loading under ZeRO3." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage deserialization vs Qwen3.5 chat crash." + "reason": "Missing Float8 storage support and Qwen3.5 chat crashes are unrelated runtime errors." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Import-time NameError in sentence-transformers vs missing tf backend package." + "reason": "Sentence-transformers import NameError and undefined tf backend from tensorboard-only install are different import-time failures." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "AutoImageProcessor import failure vs Python 3.9/3.10 support issue." + "reason": "AutoImageProcessor import failure is not the same as the Python3.9/3.10 support issue." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "torch.compile attention-kernel divergence vs ANSI codes in loading_report." + "reason": "torch.compile attention-kernel divergence and ANSI codes in loading_report are completely unrelated." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI codes in loading_report vs wrong docstring for position_ids." + "reason": "Terminal color output bug and a wrong docstring for position_ids do not share the same underlying problem." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "auto_docstring crash under future annotations vs Qwen3.5 kernels registration error." + "reason": "auto_docstring crash under future annotations and Qwen3.5 kernel registration failure are separate areas." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "xdist race on captured_info.txt vs stale generation warning." + "reason": "pytest-xdist race on captured_info.txt and stale num_return_sequences warning are different test/runtime issues." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "MoE load-balancing loss omission vs D-FINE auxiliary-loss behavior." + "reason": "Missing load-balancing loss when output_router_logits=False is unrelated to D-FINE auxiliary losses when denoising is off." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import slowness vs unrecognized model/config error." + "reason": "Intermittent import slowness and unrecognized model/config missing model_type are not the same bug." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "position_ids buffer access error vs Gemma4 ZeRO-3 loading failure." + "reason": "position_ids buffer access error and gemma-4 from_pretrained with ZeRO3 are distinct failures." } ] }, @@ -12099,12 +12117,12 @@ "soft_pairs": [ "issue:42491|issue:43299", "issue:43531|issue:45362", - "issue:43550|issue:46506", "issue:43526|issue:45003", "issue:41950|issue:44220", "issue:42886|issue:46132", "issue:44246|issue:44871", "issue:44336|issue:44485", + "issue:43550|issue:46506", "issue:36246|issue:42757", "issue:36246|issue:44351", "issue:44734|issue:46424", @@ -12127,14 +12145,14 @@ "issue:43262|issue:44246", "issue:45375|issue:45759" ], - "prepared_review_unit_hash": "1df48a692fa140e6641d9afd3a8b59211f20c3b74f65e8cb1aab52957a2567a7", + "prepared_review_unit_hash": "ae4acd6ba2a289b4becfbf7310a5cc60c7b98207dcddf502b13e79be4fdfe69b", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, @@ -12149,186 +12167,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are superficially similar only at the level of model family, version bumps, caches, or generic import/runtime failures. I would reject every soft pair as a duplicate/merge candidate.", - "confidence": 0.83, - "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated bugs across model loading, tokenization, cache handling, audio/image pipelines, and test utilities.", + "summary": "The cluster is highly heterogeneous: most soft pairs share only a broad subsystem or model family, not the same concrete defect. I found no safe duplicate-level merges among the candidates.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 45003 is the best anchor because it is the most cross-cutting, infrastructure-level bug in the set; the rest are mostly model- or pipeline-specific and do not form a single duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick one representative issue, 44561 is the broadest cross-model compatibility regression and the most generally useful triage anchor.", + "best_issue_reason": "Issue 45003 is the most broadly actionable and least model-specific report, so it is the best overall representative issue for this mixed group.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both are Qwen3-MoE version regressions, but one is LoRA/accelerate loading and the other is multimodal model loading; not the same bug." + "reason": "Same model family, but different failures: LoRA loading on hf4.x/hf5.x vs Qwen3VL MoE loading on v5.0.0." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Same model family, different failures: sliding_window behavior vs a chat crash. Different code paths." - }, - { - "left": "issue:43550", - "right": "issue:46506", - "accept": false, - "reason": "Completely different models and symptoms: torch.compile+SDPA failure vs CPU/CUDA output mismatch." + "reason": "Both mention Qwen models, but one is a sliding_window issue and the other is a transformers chat crash; different code paths." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "Unrelated bugs: BeitImageProcessorFast label reduction vs unsafe sys.modules access in modeling_utils." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to the sys.modules access problem in modeling_utils." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Different subsystems and failures; video-classification processor lookup is not the same as fbank feature extraction." + "reason": "Video-classification image-processor lookup and audio fbank feature extraction are unrelated subsystems." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated." + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are different problems." }, { - "left": "issue:44246", + "left": "issue:44242", "right": "issue:44871", "accept": false, - "reason": "Import latency and Gemma eos_token_id config mismatch are unrelated issues." + "reason": "Router-logits load-balancing loss bug and Gemma eos_token_id mismatch are unrelated defects." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI log formatting and GLM-5 RoPE implementation are unrelated." + "reason": "ANSI output in loading_report and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Both are runtime/backend issues, but they affect different models and different execution paths." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different missing symbols in different modules." + "reason": "Different missing imports from different packages; same symptom, not the same bug." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Different missing exports from different packages; no shared underlying defect." + "reason": "Both are import errors, but they concern different symbols and different root causes." }, { "left": "issue:44734", "right": "issue:46424", "accept": false, - "reason": "Both mention cache, but one is KV-cache continuation indexing and the other is max_cache_length semantics." + "reason": "Serving KV-cache continuation indexing crash is not the same as cache max_length config handling." }, { "left": "issue:44336", "right": "issue:46424", "accept": false, - "reason": "No real overlap beyond being general bugs; unrelated features and failures." + "reason": "ANSI formatting in loading_report is unrelated to cache configuration semantics." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Modeling_utils sys.modules access is unrelated to the xdist captured_info.txt race." + "reason": "sys.modules access in modeling_utils and a pytest-xdist file race are unrelated." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Different model/training bugs: router loss omission vs AMP/CUDA crash in a loss class." + "reason": "MoE load-balancing loss and LwDetrImageLoss AMP/CUDA crash are different bugs." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer output regression and resize_token_embeddings not updating output embeddings are different bugs." + "reason": "Tokenizer regression and resize_token_embeddings not updating output embeddings are separate issues." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "Both are SAM 3-related, but one is a missing attribute in video vision output and the other is memory overflow in litetext." + "reason": "Both are SAM 3 related, but one is a missing attribute and the other is a memory overflow; not the same defect." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "Different Qwen3.5 MoE failures: CPU offload incompatibility vs missing decorator during kernel registration." + "reason": "Both touch Qwen3.5 MoE rotary code, but one is CPU-offload incompatibility and the other is a kernel registration crash; different fixes." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Different model families and failure modes: missing Qwen processor export vs DeepSpeed/BertModel zero3 IndexError." + "reason": "Qwen2_5_VL import failure and DeepSpeed ZeRO3/BertModel IndexError are unrelated." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "One is a position_ids buffer access error; the other is a performance regression after upgrade." + "reason": "Registering position_ids as a buffer and a version-related tokenization slowdown are unrelated." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Both are v5 regressions, but cache-missing in chunked_prefill and removal of is_torch_fx_available are separate code-path breaks." + "reason": "Both are v5 regressions, but one is GenerationMixin cache/chunked_prefill and the other is removal of is_torch_fx_available." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch in TextClassificationPipeline is unrelated to modeling_utils sys.modules access." + "reason": "Docs mismatch in TextClassificationPipeline is unrelated to the sys.modules access bug." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "Different models and different bugs: ESM2 breakage vs Gemma 4 token-type defaults." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids default behavior are unrelated." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Generic flash-attention topic, but one is model support gap and the other is an unspecified flash-attention issue; not the same bug." + "reason": "A specific model lacking Flash Attention 2.0 support is not the same as a generic Flash Attention 2.0 issue title." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MoE weight conversion on load is unrelated to a DeepSpeed ZeRO3 deque error." + "reason": "Both involve DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a ZeRO3 deque IndexError." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model config and unsafe sys.modules access are distinct problems." + "reason": "Unrecognized model/config handling and unsafe sys.modules access are different bugs." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Resize-token-embeddings behavior is unrelated to Whisper empty-transcription failure." + "reason": "Embedding resize propagation and Whisper empty-transcription failure are unrelated." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "Embedding resize bug and tokenizer behavior change across versions are not the same underlying issue." + "reason": "Resize-embeddings/output-embeddings mismatch is not the same as a version-dependent tokenization change." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio processor sampling-rate default bug is unrelated to import-time slowness." + "reason": "Audio chat-template sampling-rate default and import slowdown are unrelated." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both touch Qwen multimodal config handling, but one drops a missing field and the other fails to unwrap text_config; different fixes." + "reason": "Both concern Qwen multimodal configs, but one drops a vision field via @strict while the other fails to unwrap text_config in from_config." } ] }, @@ -12431,14 +12449,14 @@ "issue:45584|issue:46170", "issue:44297|issue:44623" ], - "prepared_review_unit_hash": "864a418d90e0909b033ad0f153b24da6c1fda5177756a47542e68ef71c15598b", + "prepared_review_unit_hash": "22ca74fea794e79840d5b8e2c1d44cfba7c211aaaa8d1c5d21c486f41e8c48eb", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 47, @@ -12453,186 +12471,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose, heterogeneous cluster of Transformers bug reports rather than a single duplicate family. The only near-duplicate-looking subthread is tokenizer/save_pretrained serialization, but even those reports describe different failure modes.", - "confidence": 0.83, - "canonical_issue_reason": "issue:44297 is the closest representative of the small tokenizer serialization subtheme: it is narrowly scoped, concrete, and the strongest semantic neighbor to 44623, even though the broader cluster is mixed.", + "summary": "This cluster is heterogeneous: the issues share broad themes like model loading, config handling, tokenization, and generation, but they do not appear to describe the same underlying bugs. I found no soft duplicate pairs to merge with confidence.", + "confidence": 0.96, + "canonical_issue_reason": "No true canonical issue emerges because the items span unrelated problems. If a placeholder representative is needed, issue:45229 is the strongest standalone report by discussion and user impact.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44297 is the most concrete and best-scoped issue here; it reads like a clear reproducible regression instead of a broad symptom report.", + "best_issue_reason": "Issue:45229 is the most developed report in the set (highest discussion activity and a reference), so it is the best single issue to anchor the cluster, even though it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both are strict-config loading problems, but they hit different models and different missing/ignored fields; not the same bug." + "reason": "Both mention strict config, but they affect different models and different failures: granite_speech loading vs a missing field on Qwen3_5MoeVisionConfig." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Unrelated failures: a Qwen3-VL-Moe bug versus CPU/CUDA output divergence in PPDocLayoutV3." + "reason": "Unrelated bugs: a Qwen3-VL-Moe transformers 5.0 issue versus CPU/CUDA output divergence in PPDocLayoutV3." }, { "left": "issue:44561", "right": "issue:46399", "accept": false, - "reason": "Both are v5 regressions, but the concrete code paths differ: removed helper breaking trust_remote_code models versus missing decorator on rotary registration." + "reason": "Different code paths and symptoms: removed is_torch_fx_available breaks trust_remote_code models, while the other is a missing decorator for apply_rotary_pos_emb in Qwen3.5 kernels." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory retention and MaskGenerationPipeline partial-batch handling are different symptoms and subsystems." + "reason": "RT-DETR memory release on deletion is unrelated to MaskGenerationPipeline dropping results on a final partial batch." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram/int support failure and missing chat template support are unrelated processor/model issues." + "reason": "MPS histogram support for Int tensors is not the same bug as missing chat template support in a processor." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Both touch loading/tokenizer behavior, but one is a model load failure on v5.1 and the other is protobuf-import error masking; different root causes." + "reason": "One is a transformers>=5.1 loading failure for a specific model, the other hides tokenizer decode errors when protobuf is missing." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both involve embeddings/tied weights, but one is serialization inconsistency and the other is resize_token_embeddings not propagating to decoder embeddings." + "reason": "Both touch weights, but one is device-dependent tied-weight serialization and the other is resize_token_embeddings not propagating to decoder.embed_tokens." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed deque exhaustion and stale auto_mappings references are unrelated failures." + "reason": "DeepSpeed ZeRO3 deque underflow and a stale auto_mappings entry for removed Sam3LiteText configs are unrelated." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "A stale-cache second-forward crash is not the same as needing default mm_token_type_ids for text-only fine-tuning." + "reason": "Second-forward stale indexer cache in GlmMoeDsa is unrelated to mm_token_type_ids defaulting for Gemma 4 text-only fine-tuning." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Different model families and different failures: missing vision encoder output field versus video-input processing ValueError." + "reason": "Different model families and failures: missing fpn_position_embeddings versus a Qwen3OmniMoe video ValueError." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Tied-weights warning corruption and optional post_init policy are not the same issue." + "reason": "Incorrect tied-weights warning and patchtsmixer post_init deprecation are different issues." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "A multi-model video regression and a Windows/ROCm import dependency problem are unrelated." + "reason": "A video-input regression in Qwen VL models is unrelated to a Windows ROCm torch.distributed import/dependency problem." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "Tokenizer special-token registration bug versus broad ESM2 breakage; too different to merge." + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are different bugs." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma-4 ZeRO3 loading failure and double optimizer-step behavior under deepspeed are different code-path problems." + "reason": "Gemma-4 zero3 loading and double optimizer stepping under DeepSpeed are different failure modes." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are not the same underlying bug." + "reason": "Offline tokenizer cache loading is unrelated to Gemma4 multi-GPU CUDA OOM." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Both mention Qwen3.5, but one is a tied-weights warning and the other is a flash-attention generation regression." + "reason": "A tied_word_embeddings warning in fine-tuning is not the same as flash-attention generation failure in Qwen3.5." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "One is an isolated reproduction of an external issue; the other is a Gemma pipeline roundtrip failure on a specific token. Not enough evidence of a shared root cause." + "reason": "Both involve tokenization-ish behavior, but one is an isolated reproduction of an external issue and the other is a Gemma pipeline roundtrip problem; insufficient evidence they are the same bug." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat-completions API rejection and Gemma token roundtrip failure are unrelated." + "reason": "Chat/completions request validation and a Gemma roundtrip tokenization failure are unrelated." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Stale indexer cache on second forward is not the same as flash_attention crash on sink-less models." + "reason": "Stale indexer cache on second forward is unrelated to flash_attention crashing on s_aux=None for sink-less models." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "A tie_word_embeddings warning and a stale num_return_sequences warning are different warning sites with different triggers." + "reason": "A tied-weights warning and a stale num_return_sequences warning are different warning-path issues." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "A dummy Conv2d implementation and a model-type mismatch warning are not the same bug." + "reason": "Same broad SAM3 area, but dummy Conv2d in Sam3PixelDecoder is not the same bug as the sam3_video/sam3_tracker model-type mismatch warning." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "torch.compile branch divergence in attention kernels is unrelated to Gemma tokenizer roundtrip failure." + "reason": "Torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip behavior." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Weight-shape mismatch loading Qwen3-VL-30B is unrelated to the Qwen3.5 tie_word_embeddings warning." + "reason": "Qwen3-VL-30B weight-shape mismatch is a model-loading error, not the tied-word-embeddings warning." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading for granite_speech and a Windows ROCm import problem do not share a code path." + "reason": "Strict granite_speech config loading and a Windows ROCm dependency/import issue are unrelated." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache return-type contract and LlamaConfig head_dim validation are different API contract issues." + "reason": "StaticCache.get_seq_length() returning the wrong type is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and MaskGenerationPipeline partial-batch handling are unrelated." + "reason": "A dummy Conv2d in SAM3 pixel decoding is unrelated to MaskGenerationPipeline dropping results on the final partial batch." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Kernel divergence under torch.compile is not the same as cache lazy-init causing recompilation." + "reason": "Different compile-related bugs: divergent attention kernels versus spurious recompilation from cache lazy initialization." }, { "left": "issue:45584", "right": "issue:46170", "accept": false, - "reason": "Whisper empty-transcription failure after align_special_tokens and a Windows/ROCm dependency issue are unrelated." + "reason": "Whisper empty-transcription generation failure is unrelated to the Windows ROCm import/dependency error." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both are save_pretrained-related, but one is a tokenizer_config mismatch and the other is missing processor files; different failure modes." + "reason": "Tokenizer.save_pretrained writing the wrong tokenizer_class and processor.save_pretrained missing files are separate serialization bugs." } ] }, @@ -12651,8 +12669,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -12741,9 +12759,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, @@ -12953,8 +12971,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -13043,9 +13061,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 47, @@ -13264,8 +13282,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -13355,9 +13373,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 47, @@ -13582,8 +13600,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -13669,9 +13687,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, @@ -13866,8 +13884,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -13956,9 +13974,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, @@ -14171,8 +14189,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -14259,9 +14277,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 47, @@ -14554,14 +14572,14 @@ "issue:42222|issue:46178", "issue:44829|issue:45216" ], - "prepared_review_unit_hash": "4e50bd1d9d21900a1a1e713bd692f6d9b40b86345e5a3e699415d3b438b8f9ca", + "prepared_review_unit_hash": "f8919b16bba1dd7f0f45673bee1d66368c56bfc11df7858e291177ab0a5a6d93", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, @@ -14576,192 +14594,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers v5 regressions, model-specific bugs, and a few docs/testing issues. I found no soft edge pair that clearly shares the same underlying bug/change closely enough to merge.", - "confidence": 0.62, - "canonical_issue_reason": "Issue 43122 is the best representative of the cluster\u2019s dominant theme: a concrete v4.57.3\u2192v5 tokenizer regression with user-visible impact and some follow-on references. The rest of the cluster is too heterogeneous for a single true duplicate canonical.", + "summary": "Mostly a false-positive cluster: the items span unrelated tokenizer, model-loading, training, config, and docs bugs. No soft pair appears to be the same underlying issue/change; best standalone report is the tokenizer regression in issue 43122.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical duplicate exists; the set is heterogeneous and does not cohere around one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "43122 is the strongest global representative because it is specific, regression-oriented, and broad enough to capture the tokenizer-loading/tokenization theme better than the more model-specific reports.", + "best_issue_reason": "issue:43122 is the strongest standalone bug report: it clearly describes a regression from 4.57.3 to 5.0, is concrete, and is broadly actionable.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Different models and failure modes: vitpose model breakage vs Ministral FlashAttention crash." + "reason": "Different subsystems and failures: VitPose model loading vs Ministral FlashAttention generation." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Both are version-check issues, but they affect different imports/modules and do not describe the same bug." + "reason": "Unrelated import/version problems: Python 3.9+ compatibility vs a PyTorch version check in flex_attention." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer argument handling and trainer.evaluate failure are distinct code paths and symptoms." + "reason": "Different trainer bugs: SGD args ignored vs evaluate() failing after train()." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Same model family, but one is save_pretrained key serialization and the other is from_pretrained loading; not the same concrete bug." + "reason": "Same model family but different concrete bugs: save_pretrained serialization vs from_pretrained loading error." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example-script multi-label behavior and pipeline docs/error-message wording are unrelated." + "reason": "Different areas: multi-label example script behavior vs an incorrect pipeline error message/docs mismatch." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "A qwen3_omni_moe helper bug and a flex_attention PyTorch version check are different problems." + "reason": "Unrelated code paths: qwen3_omni_moe helper behavior vs flex_attention import gating." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leak in dataloader threads vs tokenizer BPE marker handling are unrelated." + "reason": "Different bug classes: VRAM leak in threading vs tokenizer BPE marker handling." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Distributed optimizer-state corruption and generation cache missing are different subsystems and bugs." + "reason": "Different training/distributed optimizer bug vs generation cache/chunked_prefill issue." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig validation failure and stale warning text are not the same issue." + "reason": "Unrelated generation issues: invalid GenerationConfig vs stale warning text for num_return_sequences." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Generic tokenizer-loading regression vs Qwen3 offset_mapping bug; no clear shared code-path shown." + "reason": "Both mention tokenizers, but one is a generic loading regression and the other is a specific offset_mapping bug for Qwen3." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "Attention-scaling config being ignored and bidirectional mask construction are different model/back-end behaviors." + "reason": "Different attention logic problems: GPT2 scaling ignored vs Gemma4 bidirectional mask construction." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping import assumptions and flash_attention sink-less-model crash are unrelated." + "reason": "Unrelated failures: tokenizer mapping lookup vs flash_attention crash on s_aux=None." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() is a documentation issue, not the flex_attention version-check bug." + "reason": "Docs referencing removed pipeline APIs is unrelated to a PyTorch version check bug." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they target different models and symptoms with no evidence of a shared defect." + "reason": "Both are tokenizer regressions, but they affect different models and failure modes." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "VRAM leak across dataloader threads is unrelated to an isolated reproduction of a different issue." + "reason": "No shared bug path; one is a VRAM leak, the other is an isolated reproduction of a separate external issue." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache behavior and a padding performance issue are distinct problems." + "reason": "Generation cache bug vs a performance issue in SequenceFeatureExtractor.pad are unrelated." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Unexpected _is_hf_initialized argument and PretrainedConfig type-checking regression are separate compatibility bugs." + "reason": "Different API regressions: init_empty_weights argument handling vs PretrainedConfig type checking." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization of tied weights and NaNs in classification heads are different failure modes." + "reason": "Serialization of tied weights is unrelated to NaNs in classification heads after checkout/init." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video-processor shape handling and missing-torchvision AutoProcessor crash are not the same bug." + "reason": "Both involve video, but one is a batched-shape bug and the other is a missing-torchvision crash." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Invalid GenerationConfig vs flash-attention generation failure are unrelated." + "reason": "Different model-specific generation issues: GLM-5 invalid GenerationConfig vs Qwen3.5 flash-attention behavior." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "Dependency version bump and a PyTorch version-check bug are different issues." + "reason": "PEFT version pinning is unrelated to the flex_attention import version check." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "qwen3next missing projections and Qwen3.5 from_pretrained error are different model-specific defects." + "reason": "Different Qwen3-family problems: missing projections in qwen3next vs Qwen3.5 from_pretrained error." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "A minor testing_utils bug and a pytest-xdist captured_info race are distinct issues." + "reason": "A generic testing_utils bug is not the same as an xdist race on captured_info.txt." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "testing_utils bug and SequenceFeatureExtractor.pad performance regression are unrelated." + "reason": "Unrelated files and symptoms: testing_utils vs SequenceFeatureExtractor.pad performance." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenizer behavior regression and a noisy logging message do not share the same underlying bug." + "reason": "Tokenizer regression vs a noisy logging message are unrelated." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and modules; no duplicate evidence." + "reason": "Both are import errors, but they concern different missing symbols and likely different fixes." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and _patch_mistral_regex backend_tokenizer AttributeError are different tokenizer-loading failures." + "reason": "Different tokenizer-loading failures: mapping lookup returning None vs Mistral regex patch crashing." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "PretrainedConfig type checking and stale config.dtype after from_config are separate config regressions." + "reason": "Type-checking regression in v5.4.0 is not the same as stale model.config.dtype after from_config(dtype=...)." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "vitpose model breakage and tensorflow_text backend mapping errors are unrelated." + "reason": "Unrelated failures: VitPose model breakage vs unsupported backend name handling." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "FlashAttention-3 causing degenerate training and incorrect save_pretrained checkpoint serialization are different bugs." + "reason": "Different model/training problems: flash_attention_3 causing degenerate training vs incorrect checkpoint saving for Qwen3.5." } ] }, @@ -14780,8 +14798,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -14870,9 +14888,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, @@ -15085,8 +15103,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -15178,9 +15196,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, @@ -15411,8 +15429,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -15505,9 +15523,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, @@ -15744,8 +15762,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -15839,9 +15857,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, @@ -16081,9 +16099,9 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ "issue:27957", @@ -16178,9 +16196,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, @@ -16435,8 +16453,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -16533,9 +16551,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, @@ -16796,8 +16814,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -16900,9 +16918,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, @@ -17199,8 +17217,8 @@ "review_unit_count": 55, "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-10000-463", "nodes": [ @@ -17263,9 +17281,9 @@ "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883347, - "estimated_input_tokens": 220837, - "estimated_eval_tokens": 441930 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 26, @@ -17454,8 +17472,8 @@ "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": [ @@ -17532,8 +17550,8 @@ "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": [ @@ -17603,8 +17621,8 @@ "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": [ @@ -17666,8 +17684,8 @@ "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": [ @@ -17899,8 +17917,8 @@ "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-36817-16", "nodes": [ @@ -18221,8 +18239,8 @@ "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": [ @@ -18284,8 +18302,8 @@ "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": [ @@ -18347,8 +18365,8 @@ "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": [ @@ -18410,8 +18428,8 @@ "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": [ @@ -18473,8 +18491,8 @@ "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": [ @@ -18573,8 +18591,8 @@ "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": [ @@ -18695,8 +18713,8 @@ "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": [ @@ -18815,8 +18833,8 @@ "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": [ @@ -18878,8 +18896,8 @@ "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": [ @@ -18941,8 +18959,8 @@ "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": [ @@ -19004,8 +19022,8 @@ "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": [ @@ -19067,8 +19085,8 @@ "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": [ @@ -19185,8 +19203,8 @@ "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": [ @@ -19292,154 +19310,154 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "3f8a803f257d71da3b1473f409bb106d7a3f91d2ea7e8ae340b98bfd912a6bcf", + "prepared_review_unit_hash": "7c0c4a7ac533d444d8f4ab0ad2d572bfafa53db4c2ac2f34d748bc9fde2aa230", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38090, - "estimated_input_tokens": 9523, - "estimated_eval_tokens": 19302 + "serialized_chars": 38084, + "estimated_input_tokens": 9521, + "estimated_eval_tokens": 19298 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38090, - "estimated_input_tokens": 9523, - "estimated_eval_tokens": 19302 + "serialized_chars": 38084, + "estimated_input_tokens": 9521, + "estimated_eval_tokens": 19298 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated open PRs spanning model additions, tokenizer utilities, docs, and infrastructure. The only true duplicate-looking pair is the two `fixed_cross_entropy` PRs (#43251 and #43254), which patch the same loss helper for the same issue. Everything else should stay separate.", - "confidence": 0.95, + "summary": "This cluster is mostly unrelated PRs that share only broad subsystem similarity. The only true duplicate-like pair is the two loss utility PRs for `fixed_cross_entropy`; everything else should stay separate.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the best canonical PR for the one real duplicate pair: it directly fixes `fixed_cross_entropy` in `loss_utils.py`, has the explicit issue target #43240, and is the more clearly established implementation of that change.", + "canonical_pr_reason": "PR #43251 is the best canonical PR because it directly targets issue #43240, has the more complete fix for `fixed_cross_entropy`, and is the clearer anchor for the duplicate pair with #43254.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the strongest representative in this set because it is a concrete, narrowly scoped code-path fix with an explicit linked issue, and it matches the only clearly duplicate companion PR.", + "best_pr_reason": "PR #43251 is the strongest representative of the actual duplicate relation in this cluster; it fixes the same concrete `fixed_cross_entropy` code path as #43254 and is the more established change.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated PRs: VideoPrism model integration vs ExecuTorch dynamic-shape export test. No shared underlying bug or change." + "reason": "VideoPrism model addition and an ExecuTorch dynamic-shapes test are unrelated changes; same repo, different code paths." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different areas: Mistral Common tokenizer methods vs adding MobileLLM. Same broad tokenizer/model codebase, but not the same fix." + "reason": "Mistral tokenizer missing methods vs adding MobileLLM are unrelated model areas and not the same change." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API completion and ExecuTorch export testing are unrelated." + "reason": "Tokenizer API fixes and ExecuTorch export tests do not address the same bug or feature." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness and new MobileLLM model support are different changes." + "reason": "Processor-from-pretrained robustness changes and MobileLLM model addition are different artifacts with no shared concrete bug." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss helper kwargs fix vs adding a new model package; no shared code-path problem." + "reason": "Loss utility kwargs handling and MobileLLM model implementation are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "`fixed_cross_entropy` kwargs handling is unrelated to Mistral4 test/model updates." + "reason": "`fixed_cross_entropy` kwargs support and Mistral4 test fixes are different problems and code paths." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch export testing and Mistral4 fixes are unrelated." + "reason": "ExecuTorch dynamic shape export tests and Mistral4 test fixes are unrelated test changes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "No same bug/change: export tests vs new model implementation." + "reason": "Dynamic-shape export tests and MobileLLM model code are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model support is unrelated to `cls.config` resolution ordering." + "reason": "MobileLLM addition and `cls.config` resolution order fix are unrelated features/bugs." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM addition vs Falcon output-collection refactor are distinct changes." + "reason": "MobileLLM model addition and Falcon output-collection refactor are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon model refactor and model-creation skill content are unrelated." + "reason": "Falcon model refactor and model-creation skill docs are not the same underlying change." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon standardized output refactor and Mistral4 test fixes do not address the same concrete issue." + "reason": "Falcon refactoring and Mistral4 test fixes are unrelated model-specific changes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model work and `layrnorm` renaming across CLIP-like models are different fixes." + "reason": "Mistral4 test fixes and the `layrnorm` typo renaming pass are unrelated; shared CLIP-like tooling does not make them duplicates." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 fixes and chat-response parsing updates are unrelated." + "reason": "Mistral4 tests and chat parsing/serve updates are unrelated subsystems." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test/model work and TDT loss kernel integration are separate changes." + "reason": "Mistral4 test fixes and adding the TDT loss kernel are different changes with no same code-path bug." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test/model work and `cls.config` resolution ordering are unrelated." + "reason": "Mistral4 tests and `cls.config` resolution ordering fix are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Touching `modeling_auto.py` is not enough to merge these: Mistral4 model support and model-creation skill are not the same change." + "reason": "Mistral4 test fixes and the model-creation skill are unrelated artifacts." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model support and the model-creation skill are unrelated." + "reason": "MobileLLM model addition and the model-creation skill PR are not the same underlying bug or feature." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same `fixed_cross_entropy` helper in `loss_utils.py` for the same underlying issue (#43240); the only differences are implementation style and API forwarding details." + "reason": "Both PRs fix the same `fixed_cross_entropy`/`nn.functional.cross_entropy` call path, both target issue #43240, and they are plausibly mergeable into one change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet. The only clearly duplicate-looking pair is the two `fixed_cross_entropy` PRs (#43251 and #43254), which both target the same helper in `loss_utils.py` and share issue #43240, so treating them as mergeable into one bugfix PR is reasonable. The other pair verdicts stay conservative and do not overstate duplication." + "feedback": "The analyst summary is grounded in the packet and stays conservative: all non-duplicate soft pairs are rejected, and the only accepted pair is the one with direct shared-file and shared-issue evidence (`pull_request:43251`/`pull_request:43254`). The duplicate rationale is supported by the diffs and issue target #43240, and the other pairwise rejections do not overstate similarity." }, "evaluator_used": true, "retried": false, @@ -19468,7 +19486,7 @@ "pull_request:40546|pull_request:42781", "pull_request:42781|pull_request:46331" ], - "prepared_review_unit_hash": "b451aabbe9bd255d9a961c0edecd7e8ad2167ac6c7df83e99f4a660b052ffa3b", + "prepared_review_unit_hash": "dd5884fd7a23fdc16fde845f0b18ca395b953e7bd009390b185928e7a27f82fe", "component_budget": { "node_count": 3, "item_count": 3, @@ -19490,24 +19508,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates: one adds core VibeVoice support, one adds a realtime VibeVoice variant, and one adds Parakeet-RNNT. They share some auto-registration and speech-model plumbing, but they do not fix the same concrete change.", - "confidence": 0.89, + "summary": "This cluster is centered on new ASR/TTS model work, but the PRs are not duplicates: one implements the base VibeVoice model, one adds VibeVoice Realtime, and one adds Parakeet-RNNT. They share some auto-mapping/docs plumbing, but they target different model families or different feature sets.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the best representative of the cluster because it is the main VibeVoice implementation and has the broadest, most foundational scope among the VibeVoice-related changes.", + "canonical_pr_reason": "PR #40546 is the strongest canonical representative: it is the earlier, broader base VibeVoice implementation and covers the core model/docs/autoloading integration. The other PRs are separate follow-on or unrelated model additions rather than the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the strongest standalone candidate for merging because it introduces the core model support rather than a narrower follow-up variant or an unrelated ASR model.", + "best_pr_reason": "PR #40546 best represents the cluster's main theme because it is the primary VibeVoice implementation with the most complete base integration. PR #42781 is a different VibeVoice Realtime feature, and PR #46331 is a different model family altogether.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Both are VibeVoice-related, but 40546 is the base VibeVoice implementation while 42781 adds a realtime variant with additional tokenizer/feature-extractor work. They are related but not the same underlying change and would not plausibly be merged as one PR." + "reason": "Both are VibeVoice-related, but #40546 implements the base VibeVoice model while #42781 adds VibeVoice Realtime and acoustic-tokenizer support. That is a related extension, not the same concrete change or bug fix." }, { "left": "pull_request:42781", "right": "pull_request:46331", "accept": false, - "reason": "These target different model families: VibeVoice Realtime versus Parakeet-RNNT. Shared auto files are broad framework plumbing, not evidence of the same code-path fix or change." + "reason": "They only overlap on generic auto-mapping/doc plumbing. #42781 is VibeVoice Realtime, while #46331 is Parakeet-RNNT; these are different model implementations and not the same underlying change." } ] }, @@ -19537,7 +19555,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "5bb6396d8249f92deaee4f521d0b6d2592a43403d72478f1bf600d6105c80a63", + "prepared_review_unit_hash": "1d0bad42d20300040b383d4fdae25a8ed3f3ae8c7356c36dd64180f32318ca78", "component_budget": { "node_count": 2, "item_count": 2, @@ -19559,18 +19577,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated feature PRs: one adds TimesFM forecasting with covariates, the other adds DINOv3 image classification support. The soft similarity is superficial and should not be merged as a duplicate cluster.", - "confidence": 0.98, + "summary": "These two pull requests are unrelated: one adds covariate forecasting to TimesFM, the other adds DINOv3 image-classification support. They do not fix the same underlying bug or implement the same change.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs target different models, different code paths, and different user-facing features, so there is no single underlying change here.", + "canonical_pr_reason": "No canonical PR: the PRs affect different models, different files, and different feature areas.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global representative for the cluster because they are unrelated and do not describe the same bug or change.", + "best_pr_reason": "Neither PR is a good global representative for the pair because they are unrelated changes rather than duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Reject: PR 40755 adds TimesFM covariates support across TimesFM docs/modeling/tests, while PR 41224 adds DINOv3 image classification support and updates DINOv3 docs/auto/modeling/tests. They touch different subsystems and fix different problems." + "reason": "Different model families and code paths; TimesFM covariate forecasting and DINOv3 image classification are distinct features, not the same underlying change." } ] }, @@ -19665,12 +19683,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "84c622cc01ce12eebfeea87300075161914cbbfe7a1a4b90da10c0b13d09da3f", + "prepared_review_unit_hash": "86d670029a78b0cbb7a3b94cd6afde1cc686eef2e328b7ebac7b07641f513a78", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10436, + "serialized_chars": 10434, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -19678,7 +19696,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10436, + "serialized_chars": 10434, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -19687,24 +19705,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three items are separate model-addition PRs with similar boilerplate changes to docs and auto-registrations, but they introduce different models and codepaths. They are not duplicates or mergeable into one PR.", - "confidence": 0.97, + "summary": "These are three separate model-addition PRs with overlapping Transformers boilerplate, but they implement different models (DeepSeek OCR, Isaac, and Kimi2-6) and should not be merged as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45630 is the strongest cluster representative because it has the highest review activity and the most complete-looking implementation surface among the three, but it is still a distinct model addition rather than a duplicate of the others.", + "canonical_pr_reason": "PR 45630 is the strongest representative of the cluster: it is a substantial, well-reviewed new-model integration with the broadest set of model/auto-mapping updates and tests.", "best_issue_reason": null, - "best_pr_reason": "PR #45630 is the best single representative of the cluster for triage because it is the most active and most developed PR in the set; however, it should not be treated as the same change as the other two.", + "best_pr_reason": "PR 45630 is the best overall fit as the canonical PR representative because it is the most complete and highest-activity implementation among the three.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "DeepSeek OCR and Isaac are different model additions with different filenames, configs, and test suites. The overlap is just standard Transformers boilerplate for registering a new model." + "reason": "Different model integrations: DeepSeek OCR vs Isaac. They share generic new-model scaffolding, but they do not target the same code-path problem and would not be merged into one PR." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Isaac and Kimi2-6 add different models and related modules. Shared edits to auto-mapping and docs are generic new-model integration work, not the same underlying bug or change." + "reason": "Different model integrations: Isaac vs Kimi2-6. The overlap is only framework boilerplate and auto-mapping changes, not the same underlying change or bug fix." } ] }, @@ -19734,7 +19752,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "9c65b5f2b6f9e1f3e1de3b259482e1f7cd1d282100d21f340b3805949f1cbe8a", + "prepared_review_unit_hash": "4ef6ab3b08af7cc3d2fc29ed791a2b19571290fc78f2855fb8ca831ecaca7de4", "component_budget": { "node_count": 2, "item_count": 2, @@ -19756,18 +19774,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate GitHub Actions maintenance PRs: one broad Node 24 compatibility upgrade across many workflow actions, and one smaller upgrade focused on docker/build-push-action. They overlap in theme and some files, but not in the concrete change or code path.", - "confidence": 0.92, + "summary": "Both PRs are broad GitHub Actions dependency bumps, but they target different action families and different compatibility goals, so they do not look like the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the broader representative: it updates many workflow actions and clearly states the Node 24 compatibility goal, making it a better cluster anchor than the narrower Docker action bump.", + "canonical_pr_reason": "PR 42975 is the better representative if a single PR must be named because it has the clearer, narrower theme of Node 24 compatibility across workflow actions; however, it is not a duplicate of 42976.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best single representative because it covers the wider set of workflow action upgrades and has the clearest maintenance intent. PR 42976 is narrower and specific to Docker build action versioning.", + "best_pr_reason": "PR 42975 is slightly more canonical for the cluster because it is a focused compatibility upgrade across workflow actions, while 42976 is a separate set of action version bumps centered on docker/build-push-action and other latest-version updates.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Do not merge: both are workflow dependency upgrades, but they change different actions for different purposes. 42975 targets checkout/cache/upload-artifact and other GitHub actions for Node 24 compatibility; 42976 upgrades docker/build-push-action in build workflows. They are related maintenance PRs, not the same underlying change." + "reason": "Reject: 42975 upgrades several actions for Node 24 compatibility (checkout/cache/upload-artifact etc.), while 42976 upgrades different workflow actions to newer versions, especially docker/build-push-action v6. They overlap in workflow files but do not appear to fix the same concrete problem and would not naturally merge into one PR." } ] }, @@ -19804,7 +19822,7 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "72a72eade7e8515b66b9bbbc62b65447e36ffa5b9a48bfdd0a15c19a34017a1d", + "prepared_review_unit_hash": "8b2827194e6747a5efbd782ee1a326ac9719615717615c243d2b1539c0d9f74b", "component_budget": { "node_count": 4, "item_count": 4, @@ -19826,48 +19844,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four separate model-addition pull requests (ViT NEPA, Molmo, Molmo2, CTSM). They share framework plumbing and docs patterns, but they do not fix the same code-path problem or represent mergeable duplicates.", - "confidence": 0.98, + "summary": "All four pull requests are separate model additions (ViT NEPA, Molmo, Molmo2, CTSM). They share boilerplate docs/auto-registry edits, but they target different models and code paths, so none should be deduplicated.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate PR exists here; if one must be used as the cluster representative, 43451 (Molmo2) is the most substantial and review-intensive model-addition PR, with the broadest implementation surface.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "43451 is the best representative only in the sense of being the most complete/active PR in the group. It is not a better duplicate than the others because all four are distinct model integrations.", + "best_pr_reason": "PR 43451 (Molmo2) is the most substantial/complete of the set, with broad model, processor, image, and video support plus very high review activity, but it is still a distinct model-addition PR rather than a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models and different integrations (ViT NEPA vs Molmo); shared auto/docs files are generic model-registration plumbing, not the same underlying change." + "reason": "Different model families: ViT NEPA vs Molmo. Shared registration/docs boilerplate is not enough to treat them as the same change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are unrelated model additions with different code paths and filenames; they are not mergeable into one fix/change." + "reason": "Different targets and implementations: ViT NEPA vs Molmo2; only generic model-addition scaffolding overlaps." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are distinct model ports with no shared bug or concrete implementation target beyond standard registration/docs updates." + "reason": "Unrelated models and code paths: ViT NEPA vs CTSM. Similar repo-wide wiring does not indicate the same bug or feature." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model families; overlap is limited to common auto/docs/test scaffolding, so they are not duplicates." + "reason": "Molmo and Molmo2 are distinct model additions with different files and capabilities; shared auto/docs updates are expected boilerplate." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM address different models and different preprocessing/modeling code paths; same subsystem alone is not enough to merge them." + "reason": "Molmo and CTSM are different model integrations, not the same underlying change." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are unrelated model additions with only generic shared registration files, not the same concrete change." + "reason": "Molmo2 and CTSM are separate model additions with no evidence of a shared concrete code-path fix." } ] }, @@ -19904,7 +19922,7 @@ "pull_request:43665|pull_request:46380", "pull_request:44815|pull_request:46380" ], - "prepared_review_unit_hash": "7cf21e7e07cb87eaad3b830f338746f76d76645f08439829e2243c4584949327", + "prepared_review_unit_hash": "f82504c5e22a887019058dfe03a5738d545817d5f671d88e2c4ff117ae03d65e", "component_budget": { "node_count": 4, "item_count": 4, @@ -19926,48 +19944,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No duplicate cluster here: the four PRs touch unrelated areas (Whisper tokenization, CLIP/ViT test files, FP8 dequant/loading, and generation watermarking). All soft links should be rejected.", - "confidence": 0.98, + "summary": "Four open PRs, but they span unrelated areas: Whisper tokenization/tests, model test placeholders, FP8 dequantization, and generation watermarking validation. None of the soft edges look like the same underlying change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical PR emerges because the PRs are about different bugs and code paths; none are mergeable as one fix.", + "canonical_pr_reason": "PR 46380 is the strongest standalone fix: it addresses a concrete generation-config validation bug (dict watermarking_config handling) and includes targeted follow-up changes/tests. The other PRs are either test-only noise or touch unrelated code paths.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the strongest standalone code fix, with a concrete runtime/quantization change and supporting tests, but it is still unrelated to the others.", + "best_pr_reason": "PR 46380 is the most suitable global representative because it fixes a real runtime validation path with a clear code-path change and supporting tests; the others are either narrower test edits or an unrelated FP8/model-loading fix.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different targets and problems: Whisper decoding/tokenizer code vs CLIP/ViT test edits; not the same underlying bug." + "reason": "Both are test-focused, but they target different models and do not describe the same bug or mergeable change set." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer decoding fix is unrelated to FP8 dequant/model-loading changes in a different subsystem." + "reason": "Whisper tokenizer/test adjustments are unrelated to the FP8 dequantization and model-loading changes." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tokenization vs generation watermarking/config validation are separate code paths and bugs." + "reason": "Whisper test/tokenizer changes are a different code path from generation watermarking validation and related model tests." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test-file assertions in CLIP/ViT are not the same issue as FP8 dequant/loading logic; no shared concrete bug." + "reason": "Model test placeholder edits for CLIP/ViT are unrelated to the FP8 quantization/dequantization fix." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "These are unrelated test edits versus generation/watermarking behavior; they do not fix the same problem." + "reason": "Test-only edits in CLIP/ViT do not match the generation-config/watermarking fix or its code path." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "FP8 quantization/loading fix and watermarking config validation are distinct runtime issues with different code paths." + "reason": "Both are broad, but they fix different underlying problems: FP8 dequantization versus generation watermarking config handling." } ] }, @@ -19997,12 +20015,12 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "1bc29dd3ff7aed61a6bc4be4e922e4bcb0900d38b86751958dd2b66fec235e4b", + "prepared_review_unit_hash": "ef76ed313de46d3ce41e372b1f3a340c1353e87045740d2c96ee19c003bc70a6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4562, + "serialized_chars": 4563, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -20010,7 +20028,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4562, + "serialized_chars": 4563, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -20019,18 +20037,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are both clearly non-production test/bot exercises, but they are not duplicates of the same underlying change: one tweaks packaging/version metadata and a Vit test, while the other rewires CI/workflow and testing utilities plus a Vit test. The only overlap is a shared test filename, which is not enough to merge them as one change.", - "confidence": 0.9, + "summary": "These are two unrelated \"[don't merge]\" PRs that only overlap on a ViT test file; they address different repo-bot/demo changes and should not be deduplicated.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43532 is the better canonical representative for the cluster because it has the broader and more distinctive bot/CI-oriented diff, touching multiple workflow and utility files rather than mostly packaging metadata.", + "canonical_pr_reason": "PR 43532 is the broader, more representative change in the cluster: it touches workflow/testing utilities and the shared ViT test file, whereas 43488 is a narrow setup/version-format check.", "best_issue_reason": null, - "best_pr_reason": "PR #43532 is the strongest single representative PR in this set: its title and diff better summarize the cluster\u2019s bot/demo nature and it spans the largest, most identifiable change surface.", + "best_pr_reason": "PR 43532 is the best representative PR for the cluster for the same reason: broader scope and clearer artifact footprint.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Reject: the diffs address different changes. #43488 is about setup/version/dependency metadata plus a Vit test, while #43532 changes CI workflows, testing utilities, and notification code. Shared test-file overlap does not indicate the same fix." + "reason": "Shared filename alone is not enough: 43488 is a setup/version-format bot check, while 43532 changes CI/workflow and testing utilities. They do not look like the same underlying fix." } ] }, @@ -20060,12 +20078,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "9324f395da004cb57f2271acf65f92689bed1296ab86550bfb1319fdc4b48cbb", + "prepared_review_unit_hash": "0725faf4b9193853fba69a075bf6d08b68526d6a9c58e0dfcca5e93d63f6edd5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -20073,7 +20091,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -20082,18 +20100,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but distinct PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share a documentation/pipeline-registration pattern and some infrastructure, but they target different tasks and different model/test surfaces, so they should not be deduplicated.", - "confidence": 0.93, + "summary": "These PRs are related scaffold additions for new segmentation pipelines, but they implement different features: promptable concept segmentation vs promptable visual segmentation. The overlap is mostly shared boilerplate and docs, not the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43613 is the broader and more central change: it adds the visual segmentation pipeline with wider model/test coverage across SAM/EdgeTam/SAM2/SAM3 tracker, making it the more representative PR of this cluster.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the best representative because it has the larger, more complete implementation and test footprint. PR 43612 is narrower and focuses on a different segmentation task, so it is not the better cluster anchor.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying features/tasks: concept segmentation vs visual segmentation. Shared docs/registry plumbing is not enough to treat them as the same change." + "reason": "Shared files and similar pipeline-registration/docs patterns, but the PRs target different concrete features and model/test sets. They are siblings, not duplicates, and should not be merged into one PR." } ] }, @@ -20123,7 +20141,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "e080d2feb53b2923eb7ee59158fb69bcfb7bddd5571b047f0304244226ff6655", + "prepared_review_unit_hash": "4fdbc6c9340ab6531e18c4da59bf0a485c656b81500a0d055681ebb1d4db0c4c", "component_budget": { "node_count": 2, "item_count": 2, @@ -20145,18 +20163,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in `trainer.py` that both add small extension points to `Trainer`, but they target different code paths and solve different problems: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for PEFT/custom trainers. Not a duplicate pair.", + "summary": "Both pull requests modify `src/transformers/trainer.py`, but they solve different extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers/PEFT models. They are not the same underlying bug or change.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43663 is the better representative of the cluster because it introduces a reusable Trainer hook with broader API impact; PR 43651 is a narrower fix for loss scaling behavior.", + "best_pr_reason": "PR #43651 is the stronger standalone candidate because it targets a concrete loss-scaling behavior change with a clear API hook, but it is not a duplicate of #43663.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying changes: gradient-accumulation loss normalization vs. input-signature column filtering. They touch the same file, but not the same bug or mergeable fix path." + "reason": "Different trainer concerns: #43651 adds `_loss_is_scaled_for_ga` to control gradient accumulation loss normalization, while #43663 extracts `_get_signature_columns` to customize input-column filtering. Same file, but not the same bug or mergeable into one PR." } ] }, @@ -20186,12 +20204,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "b19de155753931771c328cd21432807f129908f505520351def2d9fad5a82283", + "prepared_review_unit_hash": "55b577db1f261b81af022e9d397585da7cde5f50c289ddb9c7d6e15093073a3e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -20199,7 +20217,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -20208,18 +20226,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI server file but fix different NameError/typing problems: one addresses optional pydantic/TypeAdapter import handling, the other addresses annotation evaluation issues in serve.py more broadly. They should not be treated as duplicates.", - "confidence": 0.95, + "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter NameError, but they address different annotation/import failure modes rather than the same fix.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the more specific and concrete fix: it directly targets the TypeAdapter NameError when pydantic is absent, with a narrow import/annotation guard in the affected code path.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best representative of the cluster because its title, issue target, and diff all align on one well-defined bug and a minimal fix. PR 43656 looks like a separate typing cleanup/runtime-annotation issue rather than the same underlying problem.", + "best_pr_reason": "43842 is the tighter, more explicit fix for the reported TypeAdapter/pydantic NameError; 43656 is a broader annotations cleanup.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Different underlying bugs: 43656 changes type annotations/future annotations in serve.py, while 43842 specifically guards TypeAdapter for optional pydantic. Same file, but not the same concrete fix or mergeable into one PR." + "reason": "Shared file and similar symptom, but the fixes are different: 43656 adds `from __future__ import annotations` and broader typing cleanup, while 43842 adds a TYPE_CHECKING import and quotes `TypeAdapter` for the pydantic-optional path. They are adjacent, not the same underlying change." } ] }, @@ -20317,7 +20335,6 @@ "pull_request:44017", "pull_request:44018", "pull_request:44019", - "pull_request:44024", "pull_request:44044", "pull_request:44056", "pull_request:44059", @@ -20352,8 +20369,8 @@ "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:44086|pull_request:44722", "pull_request:44018|pull_request:44019", "pull_request:44019|pull_request:44071", "pull_request:44068|pull_request:44116", @@ -20392,6 +20409,7 @@ "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", @@ -20409,371 +20427,400 @@ "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": "77ec5ad138f50c1204a3243aace597dc003b3a33a62bd2afb960c9699d166bcb", + "prepared_review_unit_hash": "e1f46ffbf1a6e7bc45ce43e5098ad9b295e7d05f8a7fa37c5ff051586f222d8a", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 77, - "serialized_chars": 84496, - "estimated_input_tokens": 21124, - "estimated_eval_tokens": 42504 + "soft_pair_count": 78, + "serialized_chars": 84893, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 }, "budget": { - "node_count": 28, - "item_count": 28, + "node_count": 27, + "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 76930, - "estimated_input_tokens": 19233, - "estimated_eval_tokens": 38722 + "serialized_chars": 75092, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a shared #43979 output-tracing refactor set, but it is not limited to GPT-Neo/GPT-J. The packet contains several true mergeable subclusters, including the GPT-J/CodeGen line centered on #44722 and the FocalNet/ImageGPT pair (44024/44076), plus a few other issue-linked output-tracing pairs; many remaining edges are only theme-similar and should stay separate.", - "confidence": 0.91, - "canonical_issue_reason": "#43979 is the common umbrella tracker repeatedly linked by these refactor PRs and is the clearest issue-level anchor for the cluster.", - "canonical_pr_reason": "PR #44722 is the strongest canonical PR candidate because it is issue-linked and directly overlaps with both GPT-J/CodeGen refactor PRs on the same concrete code path.", - "best_issue_reason": "No separate issue artifact is needed here; #43979 is the best global issue anchor for the whole refactor cluster.", - "best_pr_reason": "PR #44722 is the best overall representative because it sits at the center of the GPT-J/CodeGen subcluster and has the cleanest direct duplicate links.", + "summary": "This cluster is a set of model-specific standardized output-tracing refactors. There is no issue node in the packet, but several PRs explicitly reference #43979 as an umbrella tracker. The only clear duplicate slices are the GPT-J/CodeGen line and the GPT-Neo pair; the rest are related only by pattern, not by the same concrete code path.", + "confidence": 0.88, + "canonical_issue_reason": "No issue artifact is present in the packet; #43979 appears only as a shared umbrella issue referenced by several PRs.", + "canonical_pr_reason": "PR 44722 is the best canonical PR: it is the latest and most complete representative of the GPT-J/CodeGen output-tracing change set on the same code path.", + "best_issue_reason": "No issue node is available to canonicalize; the packet only shows PRs pointing at umbrella issue #43979.", + "best_pr_reason": "PR 44722 is the strongest global representative because it consolidates the GPT-J/CodeGen refactor and best matches the duplicated code-path slice.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families; the shared issue is only a broad refactor umbrella." + "reason": "Different model families and files; shared umbrella issue is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different backbones and different concrete forward paths; same tracking issue is not enough." + "reason": "Different model code paths; same refactor theme only." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": false, - "reason": "Same broader GPT-J area, but 44066 also rewrites CodeGen and the PRs are not the same concrete change." + "accept": true, + "reason": "Both target GPT-J output tracing in modeling_gptj.py; one is a later/expanded version of the same concrete change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different vision model code paths; they share only the standardized output-tracing pattern." + "reason": "ResNet/RegNet-side refactors vs EfficientNet; not the same underlying bug/change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Unrelated model families and code paths; only the refactor theme overlaps." + "reason": "EfficientNet vs GPT-J/CodeGen; unrelated concrete code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet are different concrete changes." + "reason": "GPT-J/CodeGen vs EfficientNet; same pattern, not the same change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "Different model implementations; both are output-tracing refactors, but not the same bug/change." + "reason": "MobileNetV2 vs DeBERTa-v2; different model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are unrelated code paths." + "reason": "GPT-J/CodeGen vs MGP-STR; unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "Different model stacks; same decorator migration is too broad to merge as one PR." + "reason": "GPT-J/CodeGen vs MPT; same refactor style, different code." }, { "left": "pull_request:44018", "right": "pull_request:44068", - "accept": false, - "reason": "Same GPT-Neo family, but the diffs are not the same concrete rewrite and do not look mergeable as one PR." + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same file; they look like iterative versions of the same change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are distinct model code paths." + "reason": "GPT-J/CodeGen vs GPT-Neo; different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different concrete changes." + "reason": "GPT-Neo vs GPT-J/CodeGen; same theme only, not the same change." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated implementations." + "reason": "ResNet vs GPT-J/CodeGen; unrelated model-specific changes." }, { - "left": "pull_request:44086", - "right": "pull_request:44722", + "left": "pull_request:44019", + "right": "pull_request:44085", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen do not share the same code path or bug." + "reason": "ResNet vs GPT-J; different concrete code paths." }, { - "left": "pull_request:44019", - "right": "pull_request:44085", + "left": "pull_request:44086", + "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J are unrelated model implementations." + "reason": "MGP-STR vs GPT-J/CodeGen; not the same underlying refactor." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different models with different output-handling code." + "reason": "GPT-Neo vs ResNet; only the broad refactor pattern matches." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are separate implementations with no shared code path." + "reason": "ResNet vs MPT; different model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert; unrelated code paths." }, { "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; same umbrella issue, different changes." + }, + { + "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated model implementations." + "reason": "GPT-Neo vs Flaubert; different code paths." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different model code paths." + "reason": "MPT vs GPT-J/CodeGen; different model-specific refactors." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different model files and forward paths." + "reason": "GPT-Neo vs GPT-J; separate model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated concrete changes." + "reason": "GPT-Neo vs MGP-STR; unrelated." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "Different model code paths; same output-tracing style is not enough for duplication." + "reason": "GPT-Neo vs MGP-STR; not the same change." }, { "left": "pull_request:44071", - "right": "pull_request:44086", + "right": "pull_request:44085", "accept": false, - "reason": "MPT and MGP-STR are separate implementations with separate output handling." + "reason": "MPT vs GPT-J; different code paths." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR do not share the same code path or bug." + "reason": "GPT2 vs MGP-STR; same refactor theme only." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated; only the output-tracing initiative overlaps." + "reason": "GPT-J vs MGP-STR; unrelated model refactors." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert are different model code paths." + "reason": "ViLT vs Flaubert; different implementations." }, { "left": "pull_request:44059", - "right": "pull_request:44722", + "right": "pull_request:44071", "accept": false, - "reason": "GPT2 and GPT-J/CodeGen are distinct model implementations and cannot be merged as one PR." + "reason": "GPT2 vs MPT; same pattern, different concrete code." }, { - "left": "pull_request:44018", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "GPT-Neo and MPT are different concrete changes despite similar decorator migration." + "reason": "RegNet vs Segformer; different model-specific changes." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "SegFormer and LongT5 are unrelated model code paths." + "reason": "RegNet vs MPNet; not the same change." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are not the same underlying bug/change." + "reason": "MPT vs SpeechT5; unrelated code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "SegFormer and VisualBert are separate implementations; same refactor pattern only." + "reason": "TextNet vs Flaubert; different model implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and SegFormer are different backbone code paths." + "reason": "MPNet vs LongT5; same refactor idea only, not the same bug/change." }, { "left": "pull_request:43997", - "right": "pull_request:44056", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet and MPNet are unrelated model implementations." + "reason": "RegNet vs GPT-Neo; different model code paths." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "MPT and SpeechT5 are different model families with different output-handling code." + "reason": "RegNet vs LongT5; not a duplicate." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are unrelated model implementations." + "reason": "TextNet vs LongT5; different concrete changes." }, { "left": "pull_request:44018", "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and LongT5 are different concrete changes." + "reason": "GPT-Neo vs LongT5; unrelated models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet vs MPT; different model code." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are separate model implementations with no shared code path." + "reason": "SqueezeBERT vs MPT; same broad refactor idea, not the same change." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and VisualBert are different model code paths." + "reason": "SqueezeBERT vs VisualBERT; different model-specific refactors." }, { "left": "pull_request:44018", - "right": "pull_request:44129", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo vs GPT2; separate model code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT2 vs GPT-Neo; not the same underlying change." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated models." + "reason": "Flaubert vs LongT5; unrelated models." }, { "left": "pull_request:43997", "right": "pull_request:44074", "accept": false, - "reason": "RegNet and TextNet are different implementations and not a duplicate fix." + "reason": "RegNet vs TextNet; different code paths." }, { "left": "pull_request:43997", "right": "pull_request:44129", "accept": false, - "reason": "RegNet and SpeechT5 are unrelated concrete changes." + "reason": "RegNet vs SpeechT5; not the same change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT vs SpeechT5; different model implementations." }, { "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert and GPT-Neo are different model implementations." + "reason": "SqueezeBERT vs GPT-Neo; same refactor pattern only." }, { "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "FNet/CVT and LongT5 are unrelated code paths despite the shared output-tracing initiative." + "reason": "CVT/FNet vs LongT5; different code paths." }, { "left": "pull_request:43996", "right": "pull_request:44017", "accept": false, - "reason": "FNet/CVT and SegFormer are different model implementations." + "reason": "CVT/FNet vs Segformer; not a duplicate." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa V2 are distinct code paths." + "reason": "SqueezeBERT vs DeBERTa-v2; unrelated model-specific refactors." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa V2 and TextNet are unrelated model implementations." + "reason": "DeBERTa-v2 vs TextNet; different concrete changes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Both target the same GPT-J/CodeGen output-tracing rewrite, with overlapping files and the same concrete change." + "reason": "Both are GPT-J/CodeGen output-tracing refactors on the same code path; 44722 is the fuller later revision." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both modify the GPT-J output-tracing path in modeling_gptj.py, so they look like the same underlying change." + "reason": "Both touch the GPT-J output-tracing refactor in modeling_gptj.py; they are overlapping versions of the same change." }, { "left": "pull_request:44085", "right": "pull_request:44129", - "accept": true, - "reason": "Both are issue-linked standardized output-tracing refactors in the same umbrella initiative, and the packet treats them as mergeable." + "accept": false, + "reason": "GPT-J vs SpeechT5; shared umbrella issue is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44007", - "accept": true, - "reason": "Both are standardized output-tracing refactors under the same issue, with the same concrete refactor pattern across the model code." + "accept": false, + "reason": "CVT/FNet vs RegNet/ResNet-side changes; different code paths." }, { "left": "pull_request:43996", "right": "pull_request:44129", - "accept": true, - "reason": "Both are issue-linked output-tracing refactors that apply the same standardized capture pattern." + "accept": false, + "reason": "CVT/FNet vs SpeechT5; unrelated model refactors." }, { "left": "pull_request:44044", "right": "pull_request:44129", - "accept": true, - "reason": "Both are issue-linked output-tracing refactors in the same initiative and are close enough to be merged as one change." + "accept": false, + "reason": "DeBERTa-v2 vs SpeechT5; different concrete changes." }, { "left": "pull_request:44044", "right": "pull_request:44154", - "accept": true, - "reason": "Both implement the same standardized output-collection refactor pattern on compatible model code paths." - }, - { - "left": "pull_request:44024", - "right": "pull_request:44076", - "accept": true, - "reason": "Both are the same standardized output-tracing refactor applied to image-model encoder code, so they are plausibly mergeable into one PR." + "accept": false, + "reason": "DeBERTa-v2 vs VITS; different model implementations." } ] }, "evaluator_result": { "accept": false, - "feedback": "The cluster summary is not fully grounded in the packet: it says only the GPT-Neo/GPT-J pairs look like true duplicates, but the packet also marks pull_request:44024 and pull_request:44076 as a true mergeable pair. That makes the summary too strong. The accepted soft-edge verdicts that are present are mostly fine, but the narrative overstates how exclusive the GPT-Neo/GPT-J duplication is." + "feedback": "The cluster-level read is mostly grounded, but one key statement is too strong: #43979 is not referenced by most PRs in the packet, only by a subset of them. It is safer to say there is no issue node in the packet, while several PRs explicitly link #43979 as a shared umbrella issue. The GPT-J/CodeGen and GPT-Neo duplicate-slice conclusions look reasonable, and the soft-edge verdicts are generally conservative, but the overstatement about 'most PRs' makes this unsafe to accept as written." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -20792,76 +20839,85 @@ "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": "8aa08d8eee1c022c7e562169f98083749ab13fd0401ecbff32566135143804f3", + "prepared_review_unit_hash": "16b5212a632b1223ceb06f9d8ecd553c80b2a316eddd80b99a3741ec59346c83", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 77, - "serialized_chars": 84496, - "estimated_input_tokens": 21124, - "estimated_eval_tokens": 42504 + "soft_pair_count": 78, + "serialized_chars": 84893, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 }, "budget": { - "node_count": 6, - "item_count": 6, - "soft_pair_count": 5, - "serialized_chars": 13066, - "estimated_input_tokens": 3267, - "estimated_eval_tokens": 6790 + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17122, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a collection of similar-looking but model-specific PRs that all refactor output tracing/capture in different architectures. They are not the same underlying change, so the soft duplicate links should be rejected.", - "confidence": 0.93, + "summary": "These PRs are all model-specific refactors to the new standardized output-capture mechanism, but they touch different architectures and code paths, so they are not duplicates of one another.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the most concrete anchor because it has an explicit issue target and a substantial SpeechT5-specific output-tracing refactor, but it is still not a duplicate of the others.", + "canonical_pr_reason": "PR 44129 is the best anchor because it explicitly targets issue 43979 and clearly frames the standardized output-capture refactor for one model.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the best representative of the cluster because it is the most fully specified and ties to an explicit issue, while the others are smaller per-model refactors.", + "best_pr_reason": "44129 is the strongest representative of the cluster due to its explicit issue linkage and clear, focused implementation of the shared output-tracing pattern.", "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing refactors, but for different models (FocalNet vs ImageGPT) and distinct forward paths; they are related work, not the same underlying change." + }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but they touch different model code paths (VisualBert vs TextNet) and are independent per-model migrations, not one mergeable fix." + "reason": "VisualBert and TextNet are separate model implementations with different output plumbing; similarity is only at the refactor pattern level." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are separate model implementations; these are parallel refactors of the same framework pattern, not the same underlying bug or change." + "reason": "MPNet and VisualBert each migrate output tracing independently in different model code paths, so they should not be treated as duplicates." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different models and different code paths; similarity is only in adopting the same tracing utility, which is too broad to count as a duplicate." + "reason": "These are separate per-model refactors, not one concrete bug or change that could be merged into a single PR." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model implementations, and the PRs refactor output handling in different forward paths rather than fixing one shared defect." + "reason": "RegNet and SqueezeBert are unrelated model files; the shared output-capture theme is too broad to call them duplicates." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "These affect different architectures and different output-tracing code; they are not the same concrete change and would not plausibly be merged into one PR." + "reason": "SqueezeBert and SpeechT5 both adopt standardized output tracing, but they modify different model-specific implementations and are not the same fix." } ] }, @@ -20912,13 +20968,16 @@ "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:44000|pull_request:44026", "pull_request:44001|pull_request:44002", - "pull_request:44001|pull_request:44003", "pull_request:44001|pull_request:44025", + "pull_request:44001|pull_request:44026", "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44025", + "pull_request:44001|pull_request:44003", "pull_request:44002|pull_request:44003", + "pull_request:44000|pull_request:44003", "pull_request:44003|pull_request:44028", "pull_request:44003|pull_request:44004", "pull_request:43998|pull_request:44004", @@ -20941,274 +21000,286 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "a1e406186f2e2e2f0ba25661a1689e74e7b6b34c1f2768d08c618f5ac3de4927", + "prepared_review_unit_hash": "4c21bfeabf9fcf48ba7a84f8298f93220c6080b22bb3bc101a99fe87da93f31e", "component_budget": { "node_count": 13, "item_count": 13, - "soft_pair_count": 40, - "serialized_chars": 40174, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "soft_pair_count": 43, + "serialized_chars": 41325, + "estimated_input_tokens": 10332, + "estimated_eval_tokens": 20920 }, "budget": { "node_count": 13, "item_count": 13, - "soft_pair_count": 40, - "serialized_chars": 40174, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "soft_pair_count": 43, + "serialized_chars": 41325, + "estimated_input_tokens": 10332, + "estimated_eval_tokens": 20920 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share a generic \"refactor output tracing\" theme, but they touch different model implementations and different forward/output code paths, so they are not duplicates of one another.", - "confidence": 0.97, + "summary": "This cluster is a bundle of separate model-specific output-tracing refactors that share a common implementation pattern, but they are not duplicates of one another. The PRs touch different model code paths and would not plausibly collapse into a single merge.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: each item is a separate model-specific refactor, not the same underlying code change.", + "canonical_pr_reason": "44003 is the most representative and broadest example: it spans two related model files and introduces the shared output-capturing machinery, whereas most others are narrower one-model refactors.", "best_issue_reason": null, - "best_pr_reason": "No PR is globally best for duplicate triage here; the cluster is a set of parallel refactors across different architectures, not one mergeable change.", + "best_pr_reason": "44003 best represents the cluster\u2019s theme and scope, but only as a thematic anchor; it is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and forward paths; same refactor theme only." + "reason": "Different model families (`timm_backbone` vs `upernet`) and different forward signatures; only the refactor pattern is shared." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different architectures and files; not the same underlying change." + "reason": "Separate model code paths (`timm_backbone` vs `vision_text_dual_encoder`); same output-tracing motif, not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model code paths; only the wording of the refactor is similar." + "reason": "Unrelated models (`timm_backbone` vs `univnet`) with model-specific output handling; not one underlying bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model families (timm_backbone vs mamba/falcon_mamba); separate fixes." + "reason": "Both are output-tracing refactors, but they target different model stacks (`timm_backbone` vs `mamba/falcon_mamba`) and distinct implementations." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model implementations and output plumbing; not mergeable as one PR." + "reason": "Different architectures (`timm_backbone` vs `rwkv`) and separate code paths; too broad to be a duplicate." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Mobilenet_v1 and UnivNet are unrelated model paths; same refactor pattern only." + "reason": "Different model implementations (`mobilenet_v1` vs `univnet`) and no shared concrete bug fix." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model backbones and forward signatures; not the same change." + "reason": "Distinct model modules (`mobilenet_v1` vs `upernet`); only the refactor style overlaps." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 and Depth Anything are separate model changes, not duplicates." + "reason": "`mobilenet_v1` and `depth_anything` are separate model-specific output changes, not one mergeable fix." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different architectures and files; only a shared output-tracing refactor theme." + "reason": "Different model stacks and files; both refactor outputs, but not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model code paths; not the same bug or feature change." + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are unrelated code paths with similar boilerplate refactoring only." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated implementations." + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated models; the similarity is only that both refactor return handling." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models and output paths; same naming pattern only." + "reason": "Different modules (`vision_text_dual_encoder` vs `upernet`) and different forward contracts." }, { "left": "pull_request:44000", - "right": "pull_request:44003", + "right": "pull_request:44025", "accept": false, - "reason": "Different model families and code paths; not one underlying change." + "reason": "Separate model-specific refactors; no shared concrete bug or code path." }, { "left": "pull_request:44000", - "right": "pull_request:44025", + "right": "pull_request:44026", "accept": false, - "reason": "Vision-text dual encoder and Depth Anything are separate model refactors." + "reason": "`vision_text_dual_encoder` and `vision_encoder_decoder` are related only by broad domain, not the same implementation change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated model implementations." + "reason": "`univnet` and `upernet` are unrelated architectures; output-tracing changes are independent." }, { "left": "pull_request:44001", - "right": "pull_request:44003", + "right": "pull_request:44025", "accept": false, - "reason": "Different architectures and forward methods; not the same fix." + "reason": "Different model files and distinct forward logic; not a duplicate fix." }, { "left": "pull_request:44001", - "right": "pull_request:44025", + "right": "pull_request:44026", "accept": false, - "reason": "Different model families; no shared concrete code-path problem." + "reason": "Separate encoder-decoder/depth-estimation code paths; same refactor theme only." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated code paths; only the refactor theme matches." + "reason": "`upernet` and `rwkv` are different models with unrelated forward implementations." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44025", + "accept": false, + "reason": "Distinct model-specific output changes; not the same underlying change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "`univnet` and `mamba/falcon_mamba` are different model families; shared naming around output tracing is not enough." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and distinct output handling." + "reason": "Different model families and separate code paths; cannot be merged as one PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "`vision_text_dual_encoder` vs `mamba/falcon_mamba` are unrelated refactors despite similar helper usage." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/FalconMamba refactor vs SuperPoint refactor; separate changes." + "reason": "`mamba/falcon_mamba` and `superpoint` are unrelated implementations; only the tracing refactor pattern matches." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model code paths (mamba vs codegen); not the same underlying issue." + "reason": "`mamba` output tracing and `codegen` cache/output refactoring affect different concrete code paths and should not be merged together." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone and CodeGen are unrelated implementations." + "reason": "`timm_backbone` and `codegen` are unrelated model internals; same refactor motif only." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen fix different forward/output paths." + "reason": "Different model code paths (`univnet` vs `codegen`) with no shared bug or implementation target." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are separate model refactors." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Vision-text dual encoder and CodeGen are different architectures." + "reason": "`upernet` and `codegen` are unrelated; this is just a similar refactor style." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and VisionEncoderDecoder are different model families." + "reason": "`depth_anything` and `vision_encoder_decoder` are different model families; not the same underlying fix." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and SpeechEncoderDecoder are unrelated code paths." + "reason": "Separate model-specific output-tracing changes; no single concrete bug/change." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything and SuperPoint are separate model-specific refactors." + "reason": "Different models (`depth_anything` vs `superpoint`) and different forward paths." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV are unrelated implementations." + "reason": "`depth_anything` and `rwkv` are unrelated code paths; only the refactor theme overlaps." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR touch different model code paths." + "reason": "Different model implementations (`depth_anything` vs `dpr`); not one duplicate change." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are unrelated model changes." + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are separate wrappers with distinct targets." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are different code paths." + "reason": "Different model modules and outputs; similar refactor pattern only." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "Different model families; not the same concrete bug/change." + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated code paths." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR are separate refactors." + "reason": "Different models (`vision_encoder_decoder` vs `dpr`); not the same fix." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model implementations." + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated models; same broad refactor theme only." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and output paths." + "reason": "Different model families (`speech_encoder_decoder` vs `rwkv`), so not a duplicate." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR are separate changes." + "reason": "Separate wrapper/model code paths; no shared concrete bug." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are different code paths; same refactor style only." + "reason": "`superpoint` and `rwkv` are unrelated architectures and changes." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are unrelated model changes." + "reason": "Different model code paths (`superpoint` vs `dpr`); not mergeable as one PR." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are different model families; not mergeable as one PR." + "reason": "`rwkv` and `dpr` are separate model implementations; only the output-tracing refactor pattern is shared." } ] }, @@ -21238,7 +21309,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "fd7a8f449d550442a2145d659c12fba948a24af60377cc13b37f293835146b67", + "prepared_review_unit_hash": "513ddfb9a02d3dcc569e6cb3d9a15fff206b18fa107528ddba81076e7959126a", "component_budget": { "node_count": 2, "item_count": 2, @@ -21260,18 +21331,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated model-addition PRs: one adds PenguinVL, the other adds Voxtral TTS. They only overlap on generic transformer integration files and docs infrastructure, not on the same underlying code path or fix.", - "confidence": 0.98, + "summary": "These are two unrelated model-introduction PRs that only overlap on common Transformers integration files and docs scaffolding. One adds PenguinVL vision-language support; the other adds Voxtral TTS support tied to a specific issue. The shared filenames reflect registry/auto-doc plumbing, not the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44662 is the more complete and mature standalone addition: it is not draft, has much broader implementation coverage, and more review activity. PR 45401 is a separate draft PR scoped to a different model family and explicit issue.", + "canonical_pr_reason": "45401 is the more self-contained PR, with an explicit tracking issue and a focused TTS implementation; 44662 is a separate model implementation with broader surface area.", "best_issue_reason": null, - "best_pr_reason": "PR 44662 is the stronger representative PR in this cluster because it is a fuller implementation with more discussion; PR 45401 is a distinct Voxtral TTS support change and should not be merged with it.", + "best_pr_reason": "45401 is the clearest representative of its own change set because it has an explicit issue target and a tightly scoped Voxtral TTS implementation.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and different functionality (vision-language vs text-to-speech). Shared auto-registration/docs changes are generic and do not indicate the same underlying bug or change." + "reason": "Different models and different code paths: PenguinVL vision-language support vs Voxtral TTS support. Shared auto-registration/docs files are generic integration plumbing, not evidence of the same bug or change." } ] }, @@ -21293,74 +21364,55 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-44979-4", + "cluster_id": "cluster-44979-2", "nodes": [ "pull_request:44979", - "pull_request:45363", - "pull_request:45666", - "pull_request:46339" + "pull_request:45363" ], "soft_pairs": [ - "pull_request:44979|pull_request:45363", - "pull_request:45363|pull_request:46339", - "pull_request:45666|pull_request:46339" + "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "479dd366bd16587335484f727771d6c7a04d898225b71f8c26ec3102aa9f32e9", + "prepared_review_unit_hash": "f8fd5c5b9882c12725d2e16aa321e1da97abbab26c573d749e989d51d6f047ec", "component_budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 3, - "serialized_chars": 9633, - "estimated_input_tokens": 2409, - "estimated_eval_tokens": 5074 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 }, "budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 3, - "serialized_chars": 9633, - "estimated_input_tokens": 2409, - "estimated_eval_tokens": 5074 + "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": "This cluster is centered on the KernelConfig / n-to-1 kernel fusion feature line. PR 46339 looks like the strongest representative because it is the latest and most comprehensive iteration of that implementation, while PR 44979 is a separate foundational API PR and not a duplicate of the kernel-fusion PRs.", - "confidence": 0.79, + "summary": "Both PRs are about fusion, but they are not duplicates: #44979 adds a generic Module Fusion API and tests, while #45363 wires n-to-1 kernel fusion through KernelConfig and integration code. Related theme, different concrete changes.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46339 is the best canonical PR because it is the most complete and mature iteration of the KernelConfig-based n-to-1 fusion work, with broader implementation and tests than the earlier drafts.", + "canonical_pr_reason": "#44979 is the core abstraction PR: it introduces the new module_fusion API and tests, so it best represents the cluster\u2019s foundational change.", "best_issue_reason": null, - "best_pr_reason": "PR 46339 best represents the cluster\u2019s concrete feature set: it continues the same KernelConfig fusion path as the earlier PRs and adds the broadest, most refined implementation changes.", + "best_pr_reason": "#44979 is the best overall representative because it is the most central, self-contained fusion feature rather than a downstream integration/example on top of it.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "44979 is a new Module Fusion API; 45363 is a KernelConfig-based n-to-1 fusion PR. They are related, but not the same concrete change and would not be merged as one duplicate PR." - }, - { - "left": "pull_request:45363", - "right": "pull_request:46339", - "accept": true, - "reason": "Both target the same KernelConfig-based n-to-1 kernel fusion code path, touch overlapping kernel-loading files, and 46339 reads as a later refactor/extension of the same feature rather than a separate change." - }, - { - "left": "pull_request:45666", - "right": "pull_request:46339", - "accept": true, - "reason": "These are clearly the same feature family: both implement extended n-to-1 fusion via KernelConfig with substantial overlap in the same loading/integration files, so they could plausibly be unified into one PR." + "reason": "Reject: the PRs touch related fusion infrastructure, but #44979 defines a general module fusion API while #45363 adds kernel-config-driven n-to-1 fusion integration. They do not appear to fix the same concrete code-path problem and would not plausibly merge as one PR." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The rejection of 44979 vs 45363 is well supported because they are different concrete changes (Module Fusion API vs KernelConfig-based n-to-1 fusion). The accepted soft pairs are also plausible: 45363 and 46339, and 45666 and 46339, share the same KernelConfig/n-to-1 fusion line and overlapping integration files, so treating them as mergeable iterations of one feature is reasonable. The canonical PR choice of 46339 is also supported by its later timestamp and broader shared implementation surface, though the wording could stay a bit more tentative." - }, - "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 }, @@ -21383,7 +21435,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "eb56340009b2f194d26ffa5049b6e5a90dafbf30c504ab64c815c1b118a39b30", + "prepared_review_unit_hash": "455938b65d54c5076c1a5d9541808813e8e105f9bfe1f7711e235060374a35a9", "component_budget": { "node_count": 2, "item_count": 2, @@ -21405,18 +21457,18 @@ "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`; `45317` is the more complete version because it adds tests and more explicit coverage.", - "confidence": 0.94, + "summary": "Both pull requests target the same AttributeError in `_patch_mistral_regex` and make the same code change in `tokenization_utils_tokenizers.py`; the second PR is a more complete version with tests.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "`pull_request:45317` is the best canonical PR because it fixes the same concrete bug as `45086` while also adding test coverage and clearer validation of `fix_mistral_regex=True`.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same fix as 45086 plus test coverage and a clearer, more explicit description of the bug trigger (`fix_mistral_regex=True`).", "best_issue_reason": null, - "best_pr_reason": "`pull_request:45317` is the strongest PR overall: same code-path fix, broader validation, and extra tests make it the most complete and merge-ready representation of the change.", + "best_pr_reason": "PR 45317 is the best representative of the cluster: same underlying fix, same target file, and it adds validation via tests, making it the most complete change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug in `_patch_mistral_regex` on the same file and same fix; `45317` looks like a superset of `45086` with tests, so these are duplicate PRs." + "reason": "Accept: both PRs implement the same concrete fix for the same AttributeError in `_patch_mistral_regex` by changing the pre-tokenizer access path in the same file; the later PR is essentially a superset with tests." } ] }, @@ -21446,7 +21498,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "bd55a0034dc37f41aae1197f72296ff5d85884c87ea14635e10c7ca4788cbe69", + "prepared_review_unit_hash": "15f37d2991d7bfd4b709e13f67a66cd074a768d05339ed72b2d4ce549d132ad2", "component_budget": { "node_count": 2, "item_count": 2, @@ -21468,18 +21520,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related NemotronH refactors, but they target different changes: one is a conversion-mapping/renaming update, the other is a broader model split and documentation update for NemotronH dense/sparse variants. They should not be treated as duplicates.", - "confidence": 0.91, + "summary": "These PRs are related NemotronH work but they are not the same change: one is a focused refactor toward GraniteMoeHybrid compatibility, the other splits NemotronH into dense/sparse variants and updates docs/auto-mapping more broadly.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the more complete and self-contained NemotronH change, covering the new dense/sparse model structure, auto mappings, docs, and tests. PR #45115 is a narrower preprocessing/mapping refactor that fits inside the larger split.", + "canonical_pr_reason": "PR 45569 is the more complete and higher-level NemotronH change: it introduces dedicated dense/sparse model packages, updates auto-mapping, and refreshes documentation, whereas 45115 is a narrower compatibility/refactor patch.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the best representative because it implements the broader, user-visible architectural change and includes the downstream plumbing needed for the new model variants.", + "best_pr_reason": "PR 45569 is the best representative because it captures the broader architectural change and user-facing model split; 45115 looks like a partial enabling refactor rather than the end-state implementation.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Different underlying changes: #45115 only adds conversion-key renaming for NemotronH/NemotronH Dense checkpoints, while #45569 restructures the model into nemotron_h_dense and nemotron_h_sparse packages with docs and tests. They are related, but not the same fix and not plausibly merged as one duplicate PR." + "reason": "Related NemotronH edits, but they target different scopes: 45115 is a conversion/refactor toward GraniteMoeHybrid-compatible weights, while 45569 adds dedicated nemotron_h_dense/nemotron_h_sparse models and docs. They are not the same underlying code change and would not plausibly merge as one PR." } ] }, @@ -21509,12 +21561,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "31a8e902364fb933fc3b64a60e2643b6dd1c3fb0ac95d17b232c8f86973250b8", + "prepared_review_unit_hash": "d0a9eb3dc2c516f632b98e59210036abf8bd21b4698eaf843d2ffd268f92ac65", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5465, + "serialized_chars": 5466, "estimated_input_tokens": 1367, "estimated_eval_tokens": 2990 }, @@ -21522,7 +21574,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5465, + "serialized_chars": 5466, "estimated_input_tokens": 1367, "estimated_eval_tokens": 2990 }, @@ -21531,18 +21583,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct PRs: one is a broad heterogeneous-model support umbrella, the other is a narrower per-layer configuration PR. They share infrastructure files, but they are not the same change.", - "confidence": 0.89, + "summary": "These are related but not duplicates: PR 45333 adds per-layer heterogeneous config support, while PR 45332 builds on that with broader heterogeneous model/runtime changes. They share groundwork, but they do not appear to fix the same concrete code-path problem.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45332 is the broader umbrella change: it includes heterogeneous modeling, cache, masking, and tests, while 45333 is a narrower config-only foundation that appears to feed into it.", + "canonical_pr_reason": "PR 45332 is the better canonical PR because it is the broader, end-to-end heterogeneous model support change and subsumes the config-only groundwork in PR 45333.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45332 is the best representative of the cluster because it captures the full heterogeneous-model feature set rather than just the configuration plumbing.", + "best_pr_reason": "PR 45332 is the best representative for the cluster because it covers the larger underlying feature/change; PR 45333 is a narrower prerequisite-style piece focused only on config plumbing.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Reject: 45333 is a subset/foundation for per-layer config, while 45332 adds broader modeling/cache/masking support. They are related, but not the same concrete change and would not be merged as duplicates." + "reason": "Reject: shared heterogeneous-config files do not make these the same fix. 45333 is config-only, while 45332 changes cache, masking, modeling, integrations, and tests for broader heterogeneous model support." } ] }, @@ -21572,7 +21624,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "9cf887b3a0d4595f7f6f90529397857b274d1d3ca2b8393951495d2081420db1", + "prepared_review_unit_hash": "db5c18468fe9bd092020124a92635cc0d0f074a3212bb1e4fc8c255ac7bda700", "component_budget": { "node_count": 2, "item_count": 2, @@ -21594,18 +21646,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related, but they are different changes: 45415 is a broad repo-wide type-checking sweep, while 45425 adds specific typing protocols/helpers around modeling_utils and related utilities. The shared files appear incidental to the overlap in typing work, not evidence of the same fix.", - "confidence": 0.92, + "summary": "Both items are typing-related pull requests, but they are not the same concrete change: PR 45415 is a broad repo-wide type-checking sweep with many file edits and pyproject type-ignore config changes, while PR 45425 adds/adjusts specific typing protocols and helpers around modeling_utils/PEFT/flash-attention. Shared files only indicate overlap in the typing subsystem, not duplication.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45415 is the broader umbrella change: it enables type checking across many transformers modules and adjusts pyproject type-ignore handling, so it best represents the cluster theme.", + "canonical_pr_reason": "PR 45415 is the broader, more representative typing change: it introduces repository-wide type-checking adjustments plus config updates across many files.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the more self-contained and concrete typing change, focused on specific protocols and helper types rather than a large sweeping type-checking rollout.", + "best_pr_reason": "PR 45415 is the best cluster representative because it is the larger umbrella typing sweep; PR 45425 is a narrower, separate typing cleanup.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Reject: these are not the same underlying change. 45415 is a broad typing pass across many files, while 45425 adds targeted typing protocols/helpers and related model utilities; overlapping filenames do not make them mergeable into one PR." + "reason": "Do not merge: both are typing-related, but 45415 is a broad type-checking pass across many modules while 45425 is a targeted protocol/helper update. They do not appear to fix the same concrete code-path problem and would not naturally collapse into one PR." } ] }, @@ -21635,7 +21687,7 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "2e855ee2d6c0f72a7ae8818b2d214c40111134ba6c6d7c22bf9727ac53b117f1", + "prepared_review_unit_hash": "406d45646b467ac0af7e873cee2548580ab27d03600e93b3aeffd882edbbf343", "component_budget": { "node_count": 2, "item_count": 2, @@ -21657,18 +21709,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate cache-related fixes in different model families: one for GDN linear attention multi-token cached forward in Qwen/Olmo hybrid models, and one for Mamba2 use_cache with seq_len > 1. They are thematically similar but not the same concrete bug or change.", - "confidence": 0.94, + "summary": "These are unrelated cache-handling PRs in different model families: one fixes Qwen3.5 GDN linear-attention multi-token cached forward, the other fixes Mamba2 use_cache behavior for seq_len > 1. They share a broad pattern but not the same code path or concrete bug.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #46084 is the cleaner canonical PR because it has an explicit issue target, a narrowly scoped fix in one model file, and a clear problem statement about use_cache with seq_len > 1.", "best_issue_reason": null, - "best_pr_reason": "PR 46084 is the clearest standalone fix: it has an explicit issue reference, a narrowly defined Mamba2 cache bug, and a small, focused patch. PR 45513 is broader and spans multiple model implementations, but it is still a different bug.", + "best_pr_reason": "PR #46084 is the best representative of the cluster if one must be chosen: it is explicitly tied to an issue and describes a concrete cache-length bug more directly than the broader Qwen3.5 PR.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Both concern cached forward paths with seq_len > 1, but they target different architectures and code paths (Qwen/Olmo hybrid GDN linear attention vs Mamba2). Similar theme is not enough to treat them as duplicates or one merged change." + "reason": "Both involve cached multi-token forward paths, but they target different architectures and different implementations (Qwen3.5 GDN linear attention vs Mamba2 CUDA kernels). They are not the same underlying bug or mergeable into one PR." } ] }, @@ -21698,7 +21750,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "101fb8a5e18d3d2c8dcd0c2655c3785da13d9bd0c7f4df0515d23906f91ab715", + "prepared_review_unit_hash": "a3a11acdcba7810bee067b06869f0655e5f581325b6015e1fe2252e4e958f1f3", "component_budget": { "node_count": 2, "item_count": 2, @@ -21720,18 +21772,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two related but distinct EP-loading fixes. They share a file and the broad EP theme, but one targets serialization/loading under accelerate launch and the other targets FSDP2/rank-0 broadcast overwriting expert weights. They should not be merged as duplicates.", - "confidence": 0.94, + "summary": "These two PRs both touch EP-related loading, but they fix different concrete bugs: one is about preserving distributed_config/has_ep for DeepSpeed ZeRO-3 loading via accelerate launch, while the other prevents EP experts from being overwritten during FSDP2 loading/broadcast. They are related in subsystem, not duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the more concrete fix: it addresses a specific corruption path where experts are overwritten by rank-0 broadcast during EP + FSDP2 loading, with a direct code-path change in core loading and MoE handling.", + "canonical_pr_reason": "PR #45662 is the better representative of the cluster because it addresses a clearer, more concrete loading-time corruption bug with a broader multi-file fix; #45548 is a separate ZeRO-3/serialization issue.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the best representative of the cluster because it describes a precise failure mode and the diff aligns with that bug; #45548 is a separate EP/ZeRO-3 configuration/loading issue.", + "best_pr_reason": "PR #45662 is the strongest standalone PR: it targets a specific failure mode (expert parameters being overwritten by rank-0 broadcast) with code changes in the loading path and related EP integrations.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different underlying bugs and code paths: #45548 is about EP + DeepSpeed ZeRO-3 loading via accelerate launch and config serialization, while #45662 fixes EP + FSDP2 experts being overwritten by rank-0 broadcast." + "reason": "Different underlying bugs and code paths: #45548 removes distributed_config from serialization and adds has_ep for ZeRO-3/accelerate launch; #45662 wraps loaded parameters post-shard to stop EP experts being overwritten under FSDP2. Same subsystem, not the same fix." } ] }, @@ -21761,12 +21813,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "7efb89899e0c59ebfcaf8bf024a6fbd9d3ca8042d0c8ebc7cdf2d3ad15cfb0ba", + "prepared_review_unit_hash": "fddae1bd72e5022e27c111627eae3ea417061d9b9652b83694807e9ce792d22b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -21774,7 +21826,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -21783,18 +21835,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info artifact collision problem under issue #45561; PR #45645 is the broader, more complete fix and appears to subsume #45639.", - "confidence": 0.82, + "summary": "Both PRs target the same xdist/captured_info logging problem under issue #45561; PR #45645 is the broader, more complete version of the same fix, while #45639 is a narrower subset focused on the testing utility.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the best canonical PR because it covers the full artifact-collision path: it makes the writer xdist-safe and also updates CI/log collection to handle multiple captured_info files, whereas #45639 only fixes the writer side.", + "canonical_pr_reason": "PR #45645 is the better canonical PR because it includes the core xdist-safe logging fix in `testing_utils.py` plus the CI/workflow changes needed to consume multiple `captured_info*.txt` files, making it the more complete end-to-end solution.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 is the strongest candidate overall since it addresses both the root cause and the downstream log-consumption changes needed for the same xdist artifact issue.", + "best_pr_reason": "PR #45645 is the best representative of the cluster because it covers the full change set for the same underlying bug and preserves CI debug output handling; #45639 appears to be an earlier/narrower implementation of the same fix.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying captured_info xdist collision bug. #45639 fixes the output-file write path; #45645 fixes that path too and also updates the workflow to consume multiple captured_info files, so they are plausibly part of one merged change set." + "reason": "Same underlying xdist captured_info collision bug, same explicit issue target, and overlapping `testing_utils.py`/test changes; #45645 extends the same fix into CI artifact handling rather than introducing a different problem." } ] }, @@ -21827,12 +21879,12 @@ "pull_request:45670|pull_request:46401", "pull_request:46320|pull_request:46401" ], - "prepared_review_unit_hash": "29017647b96bf3dcbbd7316548066a6b68240a5d192e96109eefdd174d244f60", + "prepared_review_unit_hash": "2f685fd38918f0f60ef10de4095475cea263f09e32ef118d8838fc6fd805a6f7", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7580, + "serialized_chars": 7579, "estimated_input_tokens": 1895, "estimated_eval_tokens": 4046 }, @@ -21840,7 +21892,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7580, + "serialized_chars": 7579, "estimated_input_tokens": 1895, "estimated_eval_tokens": 4046 }, @@ -21849,30 +21901,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates: two are separate attn_implementation dispatch additions for different model families, and the third is an unrelated AutoModel registry tweak. They share a broad theme but not the same underlying code-path change.", - "confidence": 0.87, + "summary": "The cluster is mostly a theme match around attention-dispatch support, but only two PRs are loosely related and they target different model families; the GLM-ASR auto-model registration PR is unrelated. No soft edges should be merged.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46320 is the best canonical representative of the cluster theme because it is a focused implementation of attn_implementation dispatch for a specific model family, with model code, conversion mapping, and tests touched.", + "canonical_pr_reason": "PR 46401 is the best representative if this cluster is treated as a theme: it is a substantial attn_implementation-dispatch change across the BLIP-2/InstructBLIP family, with code, tests, and docs all updated.", "best_issue_reason": null, - "best_pr_reason": "PR #46320 is the strongest standalone PR here: it directly changes the model code path for dispatch support and includes validation. PR #46401 is a separate model-family implementation, and PR #45670 is unrelated to attn dispatch.", + "best_pr_reason": "PR 46401 is the strongest standalone candidate because it is the most complete and central example of the shared attention-dispatch work in this set, while the other PRs are either narrower or unrelated.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "Different changes: #45670 only adjusts AutoModel registry entries for glmasr/dia, while #46320 implements attn_implementation dispatch for RecurrentGemma." + "reason": "Unrelated changes: one adds GLM-ASR to auto-model mappings, the other implements attention-dispatch support for RecurrentGemma. Different code paths and different change goals." }, { "left": "pull_request:45670", "right": "pull_request:46401", "accept": false, - "reason": "No shared underlying fix: #45670 is an AutoModel mapping nit, whereas #46401 adds attn_implementation dispatch support across BLIP-2/InstructBLIP variants." + "reason": "Unrelated changes: auto-model registration for GLM-ASR versus attention-dispatch support for BLIP-2/InstructBLIP variants. They do not fix the same underlying bug or change." }, { "left": "pull_request:46320", "right": "pull_request:46401", "accept": false, - "reason": "Both are about attn_implementation support, but they target different concrete model families and code paths (RecurrentGemma vs BLIP/InstructBLIP), so they are not the same change." + "reason": "Both are attention-dispatch PRs, but for different model families and implementations. They are similar in topic, not the same concrete code-path problem, so they should not be merged as duplicates." } ] }, @@ -21902,7 +21954,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "e80f00b9f3889e25c36b3834764f58a37bd2c1c8cf3ca1e23ec367a0c0946dd4", + "prepared_review_unit_hash": "557ee94b31a382f95a4478738b6be59ccd98d612f6c3af208cfc42cc1ee7a6c6", "component_budget": { "node_count": 2, "item_count": 2, @@ -21924,18 +21976,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated linter/chore PRs: one enforces TRF003 around model forward return-tuple behavior, the other adds TRF018 about image/video processor boolean flags. They overlap only in broad modeling-related file coverage and should not be merged as duplicates.", + "summary": "These are two distinct linter/modeling-rule PRs: PR 45720 implements part of TRF003 for model forward return behavior, while PR 46259 adds TRF018 for dead do_* flags in image/video processors. They overlap only at a broad \u201ccode quality/modeling rules\u201d level, not the same underlying change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45720 is the better representative of the cluster because it makes a concrete behavioral rule change across model forward methods, whereas #46259 is a separate processor-rule/docs addition.", + "canonical_pr_reason": "PR 46259 is the more self-contained representative change: it defines a new modeling rule and applies it across the affected processor classes, whereas PR 45720 is an implementation pass for a different rule and is explicitly only part of that rule.", "best_issue_reason": null, - "best_pr_reason": "PR #45720 is the stronger standalone PR for triage: it targets a specific code-path change in multiple model implementations and has a clearer execution-focused scope than the modeling-rule documentation/update in #46259.", + "best_pr_reason": "PR 46259 is the better standalone PR to keep as the canonical example of this cluster's theme because it has a clear rule definition plus matching code updates; PR 45720 addresses a separate rule and should not be merged with it.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Reject: these implement different rules for different subsystems. #45720 changes model forward methods to support can_return_tuple/return_dict behavior; #46259 adds a rule about processor do_* flags being consumed during preprocess. Shared model filenames and linter/chore framing are too broad to indicate the same underlying fix." + "reason": "Different underlying changes: TRF003 tuple-return handling in model forwards vs TRF018 dead do_* flag consumption in processors. They do not fix the same code-path problem and would not plausibly merge into one PR." } ] }, @@ -22031,7 +22083,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "1fdeba9d55e2f5e080e81b8de00f7ee88b6d220c649960d3fe1166a7ededc312", + "prepared_review_unit_hash": "5495bc091e9bc305793b1366f1314587c7a01797510f37efd14df6f6442cbf0a", "component_budget": { "node_count": 2, "item_count": 2, @@ -22053,18 +22105,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated prank/diagnostic PRs: 45932 is a multi-file CI/model/config change, while 46100 is a ViT test-only PR that injects failing assertions. They do not fix the same underlying issue.", - "confidence": 0.98, + "summary": "These two PRs are both clearly non-production/testing-oriented, but they do not fix the same underlying problem. PR 45932 updates CI/workflow and multiple model configs/code paths; PR 46100 is a single-file test migration with intentional failing assertions. They should not be treated as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45932 is the more substantive representative: it changes workflow and several model/config files. PR 46100 is a trivial test-only PR that intentionally breaks tests, so it is not a canonical change.", + "canonical_pr_reason": "No canonical PR: the items are unrelated changes and do not share the same concrete fix or code path.", "best_issue_reason": null, - "best_pr_reason": "PR 45932 is the closest thing to a real code change and spans the actual affected files; 46100 is clearly a test sabotage PR and not suitable as a representative artifact.", + "best_pr_reason": "PR 45932 is the more substantive change and the only one touching real implementation/CI code; PR 46100 is just a test file with deliberate failures, so it is not a good representative for the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Reject: 45932 modifies CI secrets and model/config code; 46100 only adds failing assertions in ViT tests. They are not the same bug or a plausible single merged fix." + "reason": "Different underlying changes: one is a broad CI/model maintenance PR, the other is an intentional test-only migration in ViT. They do not appear mergeable as one fix or the same bug." } ] }, @@ -22097,7 +22149,7 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "ad2a39bc61e8c8c865807cb26a2af1bf40960908cbd3ea7740a610c6f2ea2823", + "prepared_review_unit_hash": "cbb12643f47f15fcdfb30887dd1ac4b22f960ae2ac6f7981a5abe1d7e61de83f", "component_budget": { "node_count": 3, "item_count": 3, @@ -22119,30 +22171,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are related by the same feature theme (SDPA dispatch), but they target different model implementations and code paths, so they should not be treated as duplicates of one another.", - "confidence": 0.91, + "summary": "All three pull requests target the same broad SDPA-dispatch feature, but they apply to different model families and codepaths, so they should not be merged as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46196 is the broadest representative of the cluster, covering multiple model families and the largest change set around SDPA dispatch support.", + "canonical_pr_reason": "PR 46196 is the broadest representative of the SDPA dispatch work, spanning multiple related model families and test updates, so it is the best single anchor for the cluster even though the PRs are not duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR 46196 is the strongest single representative because it spans the widest scope and is most central to the shared SDPA-dispatch theme.", + "best_pr_reason": "PR 46196 has the widest scope and most complete implementation surface among the three, making it the strongest representative of the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Same high-level feature area, but CTRL and T5 are separate model implementations with distinct attention code paths; these are not the same underlying fix and would not plausibly merge into one PR." + "reason": "Both are SDPA dispatch PRs, but one is for CTRL and the other for T5; they touch different model implementations and are separate changes." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "They both add SDPA support, but one is for CTRL while the other covers wav2vec2_conformer/bert and SeamlessM4T variants; different concrete model paths, so not duplicates." + "reason": "These cover different model groups (CTRL vs wav2vec2/seamless M4T variants) and distinct attention codepaths, so they are not the same fix." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "T5 SDPA dispatch is a separate model-specific change from the audio/seq2seq model set in 46196; same theme, but not the same underlying bug or change." + "reason": "T5 SDPA dispatch and wav2vec2/seamless M4T SDPA dispatch are model-specific implementation efforts, not one underlying bug or change." } ] }, @@ -22172,7 +22224,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "a96cd855ac275d1569de9217eb64667ad57ecb835eaa6fac44d2670e8ba76818", + "prepared_review_unit_hash": "5c8e60fb09b0254eab4ccb259d4a05a5a766d20144a3c3723fd1bdc79c60ff6a", "component_budget": { "node_count": 2, "item_count": 2, @@ -22194,18 +22246,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one PR is a focused EP/trainer integration change, while the other is a broad distributed branch-base umbrella touching many unrelated distributed areas. The overlap in shared files is too coarse to indicate the same concrete fix.", - "confidence": 0.96, + "summary": "These two pull requests overlap in distributed/TP code, but they are not the same underlying change. PR 46126 is a focused EP + Trainer integration patch; PR 46269 is a much broader distributed branch/base PR spanning FSDP, tensor parallel, loading, integrations, and model files. The shared filenames reflect subsystem overlap rather than duplicate intent.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46126 is the more focused, concrete change centered on EP + Trainer integration; PR 46269 is a broad branch-base PR with many distributed subsystems and is not a clean duplicate anchor.", + "canonical_pr_reason": "PR 46126 is the more specific, self-contained feature PR centered on EP routing and Trainer integration. PR 46269 is a broad base branch with many unrelated distributed changes, so it is not a duplicate candidate for the same concrete change.", "best_issue_reason": null, - "best_pr_reason": "PR 46126 is the best representative of the shared overlap because it targets a specific code-path change, whereas PR 46269 is too broad and mixed-scope to serve as a precise canonical PR.", + "best_pr_reason": "PR 46126 is the best representative for a discrete code-path change: EP routing/Trainer integration on top of DistributedConfig. It has a narrower scope and clearer merge target than the broad branch-base PR 46269.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: they do not appear to fix the same underlying bug/change. The shared files are in broad distributed infrastructure, but 46126 is a targeted EP/trainer integration PR and 46269 is a large distributed branch-base PR spanning many unrelated areas." + "reason": "Reject: they share distributed filenames, but the diffs are not the same fix/change. 46126 adds EP routing and Trainer integration; 46269 is a large base branch with many distributed feature additions, so they would not plausibly be merged as one PR." } ] }, @@ -22253,124 +22305,124 @@ "pull_request:46502|pull_request:46504", "pull_request:46503|pull_request:46504" ], - "prepared_review_unit_hash": "52d168666bc44aae1c1509a804c30f7339330bafde167a88face08e9516a575b", + "prepared_review_unit_hash": "8367646ea8f3a990ed8f1ee0e27951328a6bd595de5432b233653343245544b3", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 15, - "serialized_chars": 14228, - "estimated_input_tokens": 3557, - "estimated_eval_tokens": 7370 + "serialized_chars": 14222, + "estimated_input_tokens": 3556, + "estimated_eval_tokens": 7368 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 15, - "serialized_chars": 14228, - "estimated_input_tokens": 3557, - "estimated_eval_tokens": 7370 + "serialized_chars": 14222, + "estimated_input_tokens": 3556, + "estimated_eval_tokens": 7368 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all unrelated workflow-maintenance changes; the similarity is mostly the generic 'chore/update workflow' pattern, not the same underlying fix or feature.", - "confidence": 0.96, + "summary": "This cluster contains several small, unrelated workflow-maintenance PRs. They are superficially similar because they all edit GitHub Actions YAML, but they change different workflows and different code paths, so none should be deduplicated together.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46504 is the cleanest single-purpose change in the set: it fixes shell-safe commit-message handling in build-ci-docker-images and is narrowly scoped.", + "canonical_pr_reason": "PR 46501 is the most generic representative of the cluster, but it is not a true duplicate of the others; the PRs touch different workflows and fix different operational concerns.", "best_issue_reason": null, - "best_pr_reason": "PR 46504 is the best representative of the cluster because it addresses one concrete CI bug with a self-contained, plausibly mergeable change.", + "best_pr_reason": "PR 46501 is a reasonable cluster representative because it is a small, workflow-only maintenance change and sits in the densest similarity group, but it is not a strong canonical for the whole set.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and different bugs: stdin-safe message passing in self-comment CI vs commit-message parsing in build-ci-docker-images." + "reason": "Different workflows and different fixes: stdin handling in self-comment CI vs commit-message quoting in build-ci-docker-images." }, { "left": "pull_request:46138", "right": "pull_request:46432", "accept": false, - "reason": "These touch separate CI workflows with unrelated goals; one changes message piping, the other hardens SSH runner handling and env cleanup." + "reason": "Both are workflow chores, but one updates self-comment CI message passing while the other hardens ssh-runner download/secret handling." }, { "left": "pull_request:46138", "right": "pull_request:46503", "accept": false, - "reason": "No shared concrete code-path: self-comment CI message handling is unrelated to benchmark_v2 triggering logic." + "reason": "Different workflow behavior: self-comment CI argument passing vs allowing benchmark_v2 manual dispatch." }, { "left": "pull_request:46138", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow files and different concerns; these are both chore edits but not the same change or bug." + "reason": "Unrelated workflows and changes: self-comment CI command piping vs anti-slop permission scoping." }, { "left": "pull_request:46138", "right": "pull_request:46502", "accept": false, - "reason": "Self-comment CI command input handling is unrelated to assign-reviewers checkout behavior." + "reason": "Different workflow files and purpose: self-comment CI message piping vs assign-reviewers checkout ref selection." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner security/environment changes and benchmark dispatch logic are separate workflow paths with no single fix to combine." + "reason": "ssh-runner security/hardening changes are unrelated to benchmark_v2 trigger logic." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "These modify different workflows for different reasons; one updates SSH runner hardening, the other changes anti-slop permissions." + "reason": "Different workflows and issues: ssh-runner secrets/download handling vs anti-slop permissions placement." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "No same underlying bug: SSH runner secrets handling does not match assign-reviewers base-ref checkout." + "reason": "No shared bug or code path: ssh-runner environment sanitization vs assign-reviewers checkout behavior." }, { "left": "pull_request:46432", "right": "pull_request:46504", "accept": false, - "reason": "Different CI workflows and distinct shell concerns; not the same code-path problem." + "reason": "Different workflows and fixes: ssh-runner security/download changes vs build-ci-docker-images commit-message quoting." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Anti-slop permission scoping and benchmark workflow dispatch are unrelated workflow changes." + "reason": "Both are workflow edits, but one is anti-slop permission scoping and the other is benchmark_v2 event gating." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Both are workflow maintenance, but they fix different jobs in different files with no shared defect." + "reason": "Different workflows with different behavior: anti-slop permissions vs assign-reviewers checkout ref." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Changing anti-slop job permissions is unrelated to build-ci-docker-images command parsing." + "reason": "Unrelated workflow changes: anti-slop permissions vs build-ci-docker-images shell quoting." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Assign-reviewers checkout ref behavior is unrelated to benchmark_v2 event gating." + "reason": "Different workflow logic: assign-reviewers base-ref checkout vs benchmark_v2 manual-dispatch support." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and unrelated fixes; not plausibly one merged PR." + "reason": "Different workflows and problems: assign-reviewers checkout ref vs build-ci-docker-images commit-message handling." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark_v2 dispatch support and build-ci-docker-images shell quoting address different workflows and bugs." + "reason": "Both are workflow tweaks, but they affect different pipelines and unrelated trigger conditions." } ] }, @@ -22400,12 +22452,12 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "c330232a3454f187dd643e40e2bda06d9955ee2d805c7e68e45376915da0996a", + "prepared_review_unit_hash": "99b24f70669706b8082ddafc5e6d911fb927a12c7c31ac0ff19e380e21781784", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4275, + "serialized_chars": 4276, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -22413,7 +22465,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4275, + "serialized_chars": 4276, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -22422,18 +22474,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share a high-level theme of avoiding direct file-open source inspection, but they target different code paths and bugs: one in import_utils module-source resolution, the other in modeling_utils attention-implementation detection.", - "confidence": 0.93, + "summary": "Both PRs replace ad hoc source-file opening with safer source access, but they fix different code paths in different modules and should not be treated as duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46207 is the better representative of the cluster because it has the clearer, self-contained code-path fix and accompanying test coverage, while still matching the shared source-inspection theme.", + "canonical_pr_reason": "PR 46207 is the more concrete and self-contained fix: it targets `_can_set_attn_implementation` directly and includes tests, whereas 46152 is a broader import-utils refactor around resolving package resources.", "best_issue_reason": null, - "best_pr_reason": "PR #46207 is the strongest standalone PR for this cluster: it fixes a concrete heuristic in _can_set_attn_implementation and includes tests; #46152 is a separate utility change in a different module.", + "best_pr_reason": "PR 46207 is the best representative of the cluster because it has a clearer bug scope and stronger validation; 46152 is related only at the pattern level, not the same underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Reject: they are not the same underlying change. #46152 rewrites import_utils path handling for self-source resolution, while #46207 changes modeling_utils's attention-implementation support check. Similar pattern, different bug and code path." + "reason": "Different functions and modules (`import_utils.py` vs `modeling_utils.py`) with different behaviors; they share a source-reading cleanup pattern but do not fix the same concrete bug or belong in one merged PR." } ] }, @@ -22465,7 +22517,7 @@ "pull_request:46436|pull_request:46474", "pull_request:46173|pull_request:46474" ], - "prepared_review_unit_hash": "e27c88da5177d2c02deea31816182e226ff098990ec23b74aff7aa80d73da519", + "prepared_review_unit_hash": "68051b53a599d3fd1dc383b0defa3400c7c8aa897d3add9c05bae70f9125a511", "component_budget": { "node_count": 3, "item_count": 3, @@ -22487,30 +22539,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs are near-exact duplicates fixing the same StaticLayer `get_seq_length` type annotation in `cache_utils.py`; the third PR is unrelated and changes static cache length handling in generation.", - "confidence": 0.98, + "summary": "Two PRs are clear duplicates of the same StaticLayer.get_seq_length type-hint fix; the static-cache max-len change is a separate generation behavior fix and should not be merged with them.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46173 is the best canonical representative: it has the same patch as #46474, includes the explicit issue link (#45987), and has more discussion/context.", + "canonical_pr_reason": "PR 46173 is the best canonical representative: it contains the exact cache_utils annotation change, links the tracking issue #45987, and PR 46474 is the same patch with only a title variation.", "best_issue_reason": null, - "best_pr_reason": "PR #46173 is the strongest overall PR in the cluster because it directly matches the underlying change, is clearly scoped to the bug, and is better documented than the later duplicate.", + "best_pr_reason": "PR 46173 is the strongest overall representative of the cluster because it is the direct implementation of the tracked type-hint fix; PR 46436 is unrelated in code path and PR 46474 is a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:46436", "right": "pull_request:46474", "accept": false, - "reason": "Different changes: #46436 adjusts static cache max length selection in generation, while #46474 only updates the `StaticLayer.get_seq_length` type hint. Same subsystem, but not the same underlying fix." + "reason": "Different fixes: 46436 changes static cache max length selection in generation/utils, while 46474 only adjusts the StaticLayer.get_seq_length type annotation in cache_utils." }, { "left": "pull_request:46173", "right": "pull_request:46474", "accept": true, - "reason": "Same code change in `src/transformers/cache_utils.py`, same issue target (#45987), and the diffs are effectively identical. These are duplicate PRs for the same fix." + "reason": "Same underlying change: both patch the StaticLayer.get_seq_length return type annotation in cache_utils and target the same issue #45987." } ] }, "evaluator_result": { "accept": true, - "feedback": "The verdicts are grounded in the packet. #46173 and #46474 have identical diffs in src/transformers/cache_utils.py and share issue target #45987, so treating them as duplicate PRs is justified. #46436 changes a different file and a different fix in generation/utils, so rejecting it as the same underlying fix is conservative. The summary is also consistent with the evidence." + "feedback": "The summary is well grounded in the packet. PRs 46173 and 46474 have the same cache_utils type-hint diff and shared issue target #45987, so treating them as duplicates is conservative. PR 46436 touches a different file and fixes static-cache max-len behavior under a different issue target, so it should not be merged with the type-hint fix. No evidence is overstated." }, "evaluator_used": true, "retried": false, @@ -22600,12 +22652,12 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "0d196d39d760fb23881e231f917e55438aeb55209250ee7868e6b1b99168b07b", + "prepared_review_unit_hash": "131d946ed0c5119e1c50426f0b060cd86d8e310df6e118c96c3f8052c71d450f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5959, + "serialized_chars": 5960, "estimated_input_tokens": 1490, "estimated_eval_tokens": 3236 }, @@ -22613,7 +22665,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5959, + "serialized_chars": 5960, "estimated_input_tokens": 1490, "estimated_eval_tokens": 3236 }, @@ -22622,18 +22674,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one is a draft infrastructure change for continuous batching multimodal support, and the other is a full model addition for HunYuan VL. They should not be clustered as duplicates.", + "summary": "The cluster contains two unrelated pull requests: one draft PR adding multimodal support to continuous batching, and one PR adding the HunYuan VL model/docs/tests. They do not appear to fix the same underlying bug or implement the same change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46417 is the cleaner standalone representative of this set because it is a complete, non-draft model addition; PR 46376 is a draft, broader infrastructure change and not the same underlying work.", + "canonical_pr_reason": "PR 46417 is the better representative because it is a focused, self-contained model integration with concrete files and tests, whereas PR 46376 is a broad draft infrastructure change.", "best_issue_reason": null, - "best_pr_reason": "PR 46417 is the best PR in this cluster for triage since it is self-contained, non-draft, and materially more complete than the unrelated draft PR 46376.", + "best_pr_reason": "PR 46417 is the strongest standalone PR in the cluster: it has a clear, bounded scope and no sign of overlap with the other PR.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different changes and code paths: continuous batching multimodal infrastructure vs. adding the HunYuan VL model. They do not look like the same underlying fix or feature." + "reason": "Different workstreams: continuous batching multimodal infrastructure vs. adding the HunYuan VL model package and docs. No shared code path or mergeable overlap." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 9ff3bf9c3af012284b2449c6b898e922eddbef23..f4263918d957ceeb68ed4e3c40b4320004414b57 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260609t120115z", + "analysis_id": "hybrid-model-20260609t180023z", "archived_artifacts": { - "hybrid": "snapshots/20260609T120115Z/analysis-runs/hybrid-model-20260609t120115z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260609T120115Z/analysis-runs/hybrid-model-20260609t120115z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260609T180023Z/analysis-runs/hybrid-model-20260609t180023z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260609T180023Z/analysis-runs/hybrid-model-20260609t180023z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-09T12:12:39Z", + "published_at": "2026-06-09T18:07:18Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260609T120115Z", + "snapshot_id": "20260609T180023Z", "variant": "hybrid" } diff --git a/snapshots/20260609T180023Z/analysis-runs/hybrid-model-20260609t180023z/analysis-report-hybrid.json b/snapshots/20260609T180023Z/analysis-runs/hybrid-model-20260609t180023z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..a53658fb6b12da6523b7cdc40fb231cad9906b9a --- /dev/null +++ b/snapshots/20260609T180023Z/analysis-runs/hybrid-model-20260609t180023z/analysis-report-hybrid.json @@ -0,0 +1,2138 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260609T180023Z", + "generated_at": "2026-06-09T18:07:17Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44044, + "code_similarity": 0.245, + "size_similarity": 0.864, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.479, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44066, + "code_similarity": 0.225, + "size_similarity": 0.818, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.408, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44072, + "code_similarity": 0.14, + "size_similarity": 0.303, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.528, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44085, + "code_similarity": 0.216, + "size_similarity": 0.783, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44129, + "code_similarity": 0.163, + "size_similarity": 0.643, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.229, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44154, + "code_similarity": 0.153, + "size_similarity": 0.535, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.31, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44722, + "code_similarity": 0.225, + "size_similarity": 0.848, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.368, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44013, + "code_similarity": 0.19, + "size_similarity": 0.553, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.531, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44044, + "code_similarity": 0.186, + "size_similarity": 0.667, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.354, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44066, + "code_similarity": 0.188, + "size_similarity": 0.704, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.315, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44072, + "code_similarity": 0.212, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.708, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44085, + "code_similarity": 0.195, + "size_similarity": 0.735, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.318, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44129, + "code_similarity": 0.103, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.191, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44154, + "code_similarity": 0.238, + "size_similarity": 0.93, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.344, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44722, + "code_similarity": 0.178, + "size_similarity": 0.679, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.28, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44044, + "code_similarity": 0.126, + "size_similarity": 0.368, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.351, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44066, + "code_similarity": 0.127, + "size_similarity": 0.389, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.325, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44072, + "code_similarity": 0.29, + "size_similarity": 0.952, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.667, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44085, + "code_similarity": 0.131, + "size_similarity": 0.406, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44129, + "code_similarity": 0.07, + "size_similarity": 0.205, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.192, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44154, + "code_similarity": 0.177, + "size_similarity": 0.594, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.389, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44722, + "code_similarity": 0.118, + "size_similarity": 0.375, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.287, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44066, + "code_similarity": 0.25, + "size_similarity": 0.947, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.404, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44072, + "code_similarity": 0.136, + "size_similarity": 0.351, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.442, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44085, + "code_similarity": 0.24, + "size_similarity": 0.906, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.394, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44129, + "code_similarity": 0.147, + "size_similarity": 0.555, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.243, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44154, + "code_similarity": 0.17, + "size_similarity": 0.62, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.306, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44722, + "code_similarity": 0.257, + "size_similarity": 0.982, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.402, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44072, + "code_similarity": 0.133, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.393, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44085, + "code_similarity": 0.763, + "size_similarity": 0.957, + "file_overlap": 0.5, + "area_overlap": 0.825, + "patch_similarity": 0.887, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ] + } + ] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44129, + "code_similarity": 0.145, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.263, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44154, + "code_similarity": 0.174, + "size_similarity": 0.654, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.286, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44722, + "code_similarity": 0.907, + "size_similarity": 0.964, + "file_overlap": 1.0, + "area_overlap": 0.808, + "patch_similarity": 0.874, + "shared_filenames": [ + "src/transformers/models/codegen/modeling_codegen.py", + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/codegen/modeling_codegen.py", + "left_ranges": [ + [ + 245, + 266 + ] + ], + "right_ranges": [ + [ + 228, + 234 + ] + ] + }, + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44085, + "code_similarity": 0.137, + "size_similarity": 0.387, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44129, + "code_similarity": 0.074, + "size_similarity": 0.195, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.231, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44154, + "code_similarity": 0.175, + "size_similarity": 0.566, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.414, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44722, + "code_similarity": 0.124, + "size_similarity": 0.357, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.347, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44129, + "code_similarity": 0.141, + "size_similarity": 0.503, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.272, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44154, + "code_similarity": 0.18, + "size_similarity": 0.684, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.289, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44722, + "code_similarity": 0.728, + "size_similarity": 0.923, + "file_overlap": 0.5, + "area_overlap": 0.791, + "patch_similarity": 0.78, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44154, + "code_similarity": 0.099, + "size_similarity": 0.344, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.199, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44722, + "code_similarity": 0.146, + "size_similarity": 0.545, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.247, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44154, + "right_pr_number": 44722, + "code_similarity": 0.164, + "size_similarity": 0.631, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.255, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-41211-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41211, + "canonical_pr_number": 44339, + "issue_numbers": [ + 41211 + ], + "pr_numbers": [ + 41356, + 44339 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41356, + "right_pr_number": 44339, + "code_similarity": 0.155, + "size_similarity": 0.094, + "file_overlap": 0.273, + "area_overlap": 0.078, + "patch_similarity": 0.183, + "shared_filenames": [ + "docs/source/en/model_doc/deimv2.md", + "src/transformers/models/deimv2/__init__.py", + "src/transformers/models/deimv2/configuration_deimv2.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "tests/models/deimv2/__init__.py", + "tests/models/deimv2/test_modeling_deimv2.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/model_doc/deimv2.md", + "left_ranges": [ + [ + 1, + 132 + ] + ], + "right_ranges": [ + [ + 1, + 65 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/__init__.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/configuration_deimv2.py", + "left_ranges": [ + [ + 1, + 74 + ] + ], + "right_ranges": [ + [ + 1, + 266 + ] + ] + }, + { + "filename": "tests/models/deimv2/test_modeling_deimv2.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 1734 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43240-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43240, + "canonical_pr_number": 43251, + "issue_numbers": [ + 43240 + ], + "pr_numbers": [ + 43251, + 43254 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43251, + "right_pr_number": 43254, + "code_similarity": 0.794, + "size_similarity": 0.64, + "file_overlap": 1.0, + "area_overlap": 0.667, + "patch_similarity": 0.882, + "shared_filenames": [ + "src/transformers/loss/loss_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/loss/loss_utils.py", + "left_ranges": [ + [ + 30, + 50 + ] + ], + "right_ranges": [ + [ + 30, + 43 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-41115-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41115.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41115, + "canonical_pr_number": 45613, + "issue_numbers": [ + 41115 + ], + "pr_numbers": [ + 41116, + 45613 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41116, + "right_pr_number": 45613, + "code_similarity": 0.797, + "size_similarity": 0.885, + "file_overlap": 0.75, + "area_overlap": 0.831, + "patch_similarity": 0.693, + "shared_filenames": [ + "docs/source/en/_toctree.yml", + "docs/source/en/model_doc/minicpm3.md", + "src/transformers/models/auto/modeling_auto.py", + "src/transformers/models/minicpm3/__init__.py", + "src/transformers/models/minicpm3/configuration_minicpm3.py", + "src/transformers/models/minicpm3/modeling_minicpm3.py", + "src/transformers/models/minicpm3/modular_minicpm3.py", + "tests/models/minicpm3/__init__.py", + "tests/models/minicpm3/test_modeling_minicpm3.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/_toctree.yml", + "left_ranges": [ + [ + 713, + 720 + ] + ], + "right_ranges": [ + [ + 730, + 737 + ] + ] + }, + { + "filename": "docs/source/en/model_doc/minicpm3.md", + "left_ranges": [ + [ + 1, + 67 + ] + ], + "right_ranges": [ + [ + 1, + 45 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 285, + 291 + ], + [ + 700, + 706 + ], + [ + 1298, + 1304 + ] + ], + "right_ranges": [ + [ + 720, + 726 + ], + [ + 1331, + 1337 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/__init__.py", + "left_ranges": [ + [ + 1, + 29 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/configuration_minicpm3.py", + "left_ranges": [ + [ + 1, + 141 + ] + ], + "right_ranges": [ + [ + 1, + 126 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/modeling_minicpm3.py", + "left_ranges": [ + [ + 1, + 544 + ] + ], + "right_ranges": [ + [ + 1, + 522 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/modular_minicpm3.py", + "left_ranges": [ + [ + 1, + 444 + ] + ], + "right_ranges": [ + [ + 1, + 342 + ] + ] + }, + { + "filename": "tests/models/minicpm3/test_modeling_minicpm3.py", + "left_ranges": [ + [ + 1, + 109 + ] + ], + "right_ranges": [ + [ + 1, + 136 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45647-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45647.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 45647, + "canonical_pr_number": 45738, + "issue_numbers": [ + 45647 + ], + "pr_numbers": [ + 45737, + 45738 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 45737, + "right_pr_number": 45738, + "code_similarity": 0.526, + "size_similarity": 0.11, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.024, + "shared_filenames": [ + "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py", + "left_ranges": [ + [ + 491, + 497 + ] + ], + "right_ranges": [ + [ + 491, + 497 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45987-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45987.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 45987, + "canonical_pr_number": 46173, + "issue_numbers": [ + 45987 + ], + "pr_numbers": [ + 46173, + 46474 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 46173, + "right_pr_number": 46474, + "code_similarity": 1.0, + "size_similarity": 1.0, + "file_overlap": 1.0, + "area_overlap": 1.0, + "patch_similarity": 1.0, + "shared_filenames": [ + "src/transformers/cache_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cache_utils.py", + "left_ranges": [ + [ + 69, + 75 + ], + [ + 375, + 381 + ] + ], + "right_ranges": [ + [ + 69, + 75 + ], + [ + 375, + 381 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46291-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46291.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 46291, + "canonical_pr_number": 46293, + "issue_numbers": [ + 46291 + ], + "pr_numbers": [ + 46293, + 46478 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 46293, + "right_pr_number": 46478, + "code_similarity": 0.483, + "size_similarity": 0.325, + "file_overlap": 0.333, + "area_overlap": 0.862, + "patch_similarity": 0.111, + "shared_filenames": [ + "src/transformers/integrations/hub_kernels.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/hub_kernels.py", + "left_ranges": [ + [ + 89, + 180 + ], + [ + 233, + 247 + ] + ], + "right_ranges": [ + [ + 89, + 181 + ], + [ + 234, + 248 + ], + [ + 263, + 269 + ], + [ + 360, + 366 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45561-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45561, + "canonical_pr_number": 45645, + "issue_numbers": [ + 45561 + ], + "pr_numbers": [ + 45639, + 45645 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45639, + "right_pr_number": 45645, + "code_similarity": 0.494, + "size_similarity": 0.619, + "file_overlap": 0.5, + "area_overlap": 0.434, + "patch_similarity": 0.451, + "shared_filenames": [ + "src/transformers/testing_utils.py", + "tests/utils/test_testing_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/testing_utils.py", + "left_ranges": [ + [ + 3595, + 3602 + ], + [ + 3819, + 3853 + ] + ], + "right_ranges": [ + [ + 3525, + 3558 + ], + [ + 3782, + 3788 + ] + ] + }, + { + "filename": "tests/utils/test_testing_utils.py", + "left_ranges": [ + [ + 1, + 86 + ] + ], + "right_ranges": [ + [ + 1, + 114 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45081-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45081, + "canonical_pr_number": 45317, + "issue_numbers": [ + 45081 + ], + "pr_numbers": [ + 45086, + 45317 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45086, + "right_pr_number": 45317, + "code_similarity": 0.589, + "size_similarity": 0.34, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.136, + "shared_filenames": [ + "src/transformers/tokenization_utils_tokenizers.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_utils_tokenizers.py", + "left_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ], + "right_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43698-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43698, + "canonical_pr_number": 43779, + "issue_numbers": [ + 43698 + ], + "pr_numbers": [ + 43779, + 43816 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43779, + "right_pr_number": 43816, + "code_similarity": 0.418, + "size_similarity": 0.538, + "file_overlap": 1.0, + "area_overlap": 0.02, + "patch_similarity": 0.02, + "shared_filenames": [ + "src/transformers/integrations/integration_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/integration_utils.py", + "left_ranges": [ + [ + 2227, + 2241 + ], + [ + 2303, + 2309 + ] + ], + "right_ranges": [ + [ + 2278, + 2291 + ], + [ + 2309, + 2322 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-44018-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44068, + "issue_numbers": [], + "pr_numbers": [ + 44018, + 44068 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44018, + "right_pr_number": 44068, + "code_similarity": 0.766, + "size_similarity": 0.939, + "file_overlap": 1.0, + "area_overlap": 0.425, + "patch_similarity": 0.866, + "shared_filenames": [ + "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "tests/models/gpt_neo/test_modeling_gpt_neo.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "left_ranges": [ + [ + 26, + 46 + ], + [ + 138, + 143 + ], + [ + 182, + 187 + ], + [ + 283, + 295 + ], + [ + 327, + 341 + ], + [ + 348, + 354 + ], + [ + 360, + 369 + ], + [ + 399, + 406 + ], + [ + 411, + 419 + ], + [ + 428, + 433 + ], + [ + 472, + 492 + ], + [ + 507, + 513 + ], + [ + 519, + 528 + ], + [ + 541, + 559 + ], + [ + 562, + 567 + ], + [ + 595, + 601 + ], + [ + 607, + 614 + ], + [ + 627, + 643 + ], + [ + 685, + 690 + ], + [ + 708, + 714 + ], + [ + 720, + 727 + ], + [ + 740, + 757 + ], + [ + 761, + 766 + ], + [ + 780, + 786 + ], + [ + 791, + 798 + ], + [ + 807, + 822 + ], + [ + 840, + 845 + ] + ], + "right_ranges": [ + [ + 26, + 31 + ], + [ + 34, + 44 + ], + [ + 136, + 141 + ], + [ + 180, + 185 + ], + [ + 281, + 293 + ], + [ + 325, + 339 + ], + [ + 346, + 352 + ], + [ + 358, + 367 + ], + [ + 397, + 404 + ], + [ + 409, + 417 + ], + [ + 426, + 434 + ], + [ + 463, + 483 + ], + [ + 498, + 504 + ], + [ + 510, + 519 + ], + [ + 532, + 550 + ], + [ + 553, + 564 + ], + [ + 586, + 592 + ], + [ + 598, + 605 + ], + [ + 618, + 634 + ], + [ + 676, + 688 + ], + [ + 699, + 705 + ], + [ + 711, + 718 + ], + [ + 731, + 748 + ], + [ + 752, + 762 + ], + [ + 771, + 777 + ], + [ + 782, + 789 + ], + [ + 798, + 813 + ], + [ + 831, + 836 + ] + ] + }, + { + "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", + "left_ranges": [ + [ + 458, + 464 + ] + ], + "right_ranges": [ + [ + 458, + 464 + ] + ] + } + ] + } + ] + } + ], + "duplicate_issues": [], + "duplicate_prs": [ + { + "cluster_id": "cluster-41115-3", + "canonical_pr_number": 45613, + "duplicate_pr_numbers": [ + 41116 + ], + "target_issue_number": 41115, + "reason": "PRs in cluster-41115-3 are treated as duplicates because they converge on issue #41115 with closing_reference evidence." + }, + { + "cluster_id": "cluster-41211-3", + "canonical_pr_number": 44339, + "duplicate_pr_numbers": [ + 41356 + ], + "target_issue_number": 41211, + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "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-45987-3", + "canonical_pr_number": 46173, + "duplicate_pr_numbers": [ + 46474 + ], + "target_issue_number": 45987, + "reason": "PRs in cluster-45987-3 are treated as duplicates because they converge on issue #45987 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46291-3", + "canonical_pr_number": 46293, + "duplicate_pr_numbers": [ + 46478 + ], + "target_issue_number": 46291, + "reason": "PRs in cluster-46291-3 are treated as duplicates because they converge on issue #46291 with closing_reference evidence." + } + ], + "best_issue": { + "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", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260609T180023Z/analysis-runs/hybrid-model-20260609t180023z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260609T180023Z/analysis-runs/hybrid-model-20260609t180023z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..c7881c0bc73cf9cd338e336f2ff85b1831e451f2 --- /dev/null +++ b/snapshots/20260609T180023Z/analysis-runs/hybrid-model-20260609t180023z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,22700 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260609T180023Z", + "generated_at": "2026-06-09T18:07:17Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "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:43866", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "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:46304", + "issue:46402", + "issue:46468", + "issue:46515" + ], + "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: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:44560|issue:46165", + "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:34928|issue:44805", + "issue:24643|issue:30277", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:45874|issue:46294", + "issue:44292|issue:45237", + "issue:39290|issue:45081", + "issue:45800|issue:46515", + "issue:45823|issue:45874", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:43828|issue:45161", + "issue:43828|issue:44292", + "issue:43541|issue:43716", + "issue:43716|issue:46468", + "issue:43716|issue:45685", + "issue:44918|issue:45161", + "issue:44292|issue:44918", + "issue:43716|issue:44292", + "issue:45507|issue:45685", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:44918|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:43039|issue:44805", + "issue:45237|issue:46015", + "issue:43866|issue:46402", + "issue:45800|issue:46304" + ], + "prepared_review_unit_hash": "ebcf884ac6c53a81bb7e50c428d19b8a8b065f677529dc043bf88fa07512b6c8", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46531, + "estimated_input_tokens": 11633, + "estimated_eval_tokens": 23522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated model-/environment-specific bug reports. The only clear duplicate pair is the DeepSpeed ZeRO-3 BertModel index error; there is also a likely torch 2.4.1 compatibility duplicate pair, but otherwise the soft matches are too broad to merge.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43596 is the older, clearer report of the same DeepSpeed ZeRO-3/BertModel index-out-of-bounds failure as 43638, so it is the best canonical issue target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43596 is the strongest representative because it describes the concrete failure mode directly and is earlier than its duplicate candidate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failure paths: Qwen3.5 config attribute access vs streaming chat/completions API." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different model/hardware contexts: AMD GPU failure vs an MPS histogram kernel issue." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Unrelated bugs: image preprocessor dtype mismatch for Mistral-3 vs GPT-OSS failing on AMD GPUs." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are runtime failures, but the models and code paths differ completely." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different reports: GPT-OSS on AMD GPUs vs a broken Nemotron example." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different underlying problems: AMD GPU compatibility vs an invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ONNX export failure are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different models and error modes: ONNX export vs Qwen3Moe FineGrainedFP8 failure." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "No shared bug: export-to-ONNX issue vs Qwen3 auto device mapping cuda assert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Different topics: table QA crash vs outdated RAG examples." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanups, but they target different removed v5 references and are not the same change." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Different code paths: ModernBERT ONNX export vs GenerationMixin import breakage." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different issues: TRL SFT embedding unpacking vs resuming training with trust_remote_code." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Shape-mask mismatch in one report vs Gemma4 PLE device mismatch in another." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexError/shape-related, but they concern different tensors and different model paths." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "DeepSpeed ZeRO-3 Bert init bug vs model resume/trust_remote_code issue." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same broad class of IndexError, but not the same underlying bug." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal/video handling failures with different symptoms." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different bug: mask/index mismatch vs GPT-OSS MoE tensor parallelism issue." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Model resume issue and broken Nemotron example are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Different models and error conditions: Qwen3-VL video StopIteration vs training resume with remote code." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Completely different failure modes and models." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset vs ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both mention DeepSpeed ZeRO-3, but one is a collective mismatch and the other is a BertModel zero-sized tensor index error." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 BertModel index-out-of-bounds bug; the titles differ only in how the model setup is described." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Different MoE/kernel issues: Liger cross-entropy path vs GPT-OSS tensor parallel support." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "DeepSeek detokenization bug and LoRA merge/save mismatch are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different model/runtime problems: Qwen-3-NVFP4 run failure vs LoRA save/load inconsistency." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP recomputation mismatch is not the same as a mask shape index error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both involve DeepSpeed, but the errors are different code paths and symptoms." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same class/component, but the reported failures differ enough that they are not clearly the same underlying bug." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "DeepSpeed/Bert index error vs GPT-OSS tensor parallel failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation checkpointing FSDP error is unrelated to CustomTrainer.compute_loss signature breakage." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different subsystems and different failure modes." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different models and errors: Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid method." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal issues: reverse embedding lookup vs video token/feature mismatch." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different models and runtime conditions: NVFP4 failure vs AMD GPU incompatibility." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3/vLLM config regression and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 compatibility problem; the later issue is just a shorter restatement of the same incompatibility." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Both are Gemma4-related, but one is a device mismatch and the other is an expensive reverse embedding lookup." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "General torch-version incompatibility and a Qwen-3 NVFP4 runtime error are not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues about removed v5 content, but they concern different obsolete references." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different bugs: autocast dtype mismatch vs an MPS unsupported-op failure." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL SFT embedding unpacking bug is unrelated to the MPS histogram limitation." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different issue types and different model paths." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch vs trainer signature change are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Different failure modes: checkpointing/FSDP tensor mismatch vs missing GenerationMixin import." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel cross-entropy call and mask shape mismatch are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Different topics: AMD GPU model failure vs outdated RAG examples." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Corrupted checkpoint report and Sam3Model text encoder weight-loading bug are not the same issue." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are torch compatibility complaints, but they reference different version breakages and different conditions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and the soft-edge judgments are appropriately conservative. The two accepted pairs are strong duplicates by title/content, and the rejected pairs are justified by clearly different models, error modes, or subsystems. The summary is also consistent with the listed evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 2, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "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:44387", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304" + ], + "soft_pairs": [ + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:44589|issue:46304", + "issue:43901|issue:44512", + "issue:45823|issue:46294", + "issue:45237|issue:45901", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43854|issue:43866", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:41093|issue:41762", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44805|issue:44918", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464" + ], + "prepared_review_unit_hash": "9d41620646e18ede194c2c5a2491f9efc7ad563dc74eebbab6077f6ea7945423", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39736, + "estimated_input_tokens": 9934, + "estimated_eval_tokens": 20124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous. The only supported duplicate subgroups are the ZeRO-3 loading IndexErrors (issue:41762 / issue:43596) and the v5 AutoTokenizer wrong-token-ID regression (issue:45812 / issue:45920). The mask/tensor-shape IndexError reports are not strong enough to merge and should remain separate.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45920 is the best canonical anchor for the accepted tokenizer-regression subgroup because it is broader and more current, and it clearly covers the same v5 AutoTokenizer wrong-ID bug seen in issue:45812.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest overall issue in the set because it captures a cross-model v5 tokenizer regression rather than a narrow model-specific instance.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different failures: PaddleOCR-VL loading in vLLM versus a USE_DISTRIBUTED=0 support breakage." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same ZeRO-3 loading path and same out-of-bounds index-0 failure; these look like one shared bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Both involve runtime/model-loading errors, but the concrete bugs differ: Gemma3 sliding_window_pattern vs Qwen3 auto device mapping cuda assert." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure and USE_DISTRIBUTED=0 incompatibility are unrelated runtime problems." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-related, but they cover different topics and do not share the same underlying change or bug." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 device-map mismatch and Qwen3.5 video/chat-template mismatch are different code paths." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU support for GPT-OSS-20B and table-question-answering crashes are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 device mismatch are distinct model-specific issues." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy dispatch and Qwen3-vl video StopIteration are different bugs." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Incorrect detokenization in DeepSeek-Coder v5 is unrelated to outdated RAG docs." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading failure and RAG documentation are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote_code regressions and distributed-build support are different failure modes." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same v5 AutoTokenizer regression producing wrong token IDs across multiple model families; 45920 is the broader tracker." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint loading failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and RAG docs are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility is unrelated to the distributed-build support regression." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window behavior, but the reported bugs are different Gemma3 and Qwen3-MoE issues." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors, but the mask/tensor-shape mismatch and the ZeRO-3 zero-sized-tensor load failure do not clearly share one root cause." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Failed model loading in unit tests versus a corrupted checkpoint are different problems." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper-large-v2 failing to run and table-question-answering crashing are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Incorrect detokenization and table-question-answering crash are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Checkpoint loading failure and docs issue are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote_code breakage and distributed-build support are different issues." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but the symptoms and code paths differ: chat crash versus streaming API failure." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3/vLLM sliding-window config and Gemma4 device-mapping mismatch are different bugs." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and a corrupted Ovis2 checkpoint are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming inference failure and MPS histogram on Int in a MoE path are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing failure and MPS histogram error are different MoE-related symptoms, but not the same underlying bug." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Torch dynamo tracing grouped_mm failure and autocast dtype mismatch are distinct runtime issues." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and 'Can't compile non template nodes' are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask/tensor shape mismatch and the other is a ZeRO-3 zero-sized-tensor load failure; not the same bug." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.4.1/transformers 5.8 incompatibility and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are different problems." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and the PretrainedConfig pydantic break are unrelated compatibility issues." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are loading/shape-related failures, but the mask/tensor-shape IndexError and Qwen3.5 embedding unpacking with TRL SFT trainer are different bugs." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 quantization OOM and tied-weights regression on translation models are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Grouped_mm tracing failure and GPT-OSS MoE TP-only failure are different code-path problems." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and Qwen3.5 streaming API failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary overstates the evidence. The packet supports two accepted duplicate subgroups (ZeRO-3 loading IndexErrors and the v5 AutoTokenizer wrong-token-ID regression), but it does not support calling the mask/tensor shape IndexError cases 'duplicate-worthy' because the corresponding soft verdicts are explicitly rejected. That makes the cluster summary inconsistent with the soft-edge decisions. The other verdicts look conservative, but this overclaim 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": 20, + "review_unit_index": 3, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36331", + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463", + "issue:46489", + "issue:46491" + ], + "soft_pairs": [ + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43541|issue:44589", + "issue:44479|issue:46294", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "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:44863|issue:45005", + "issue:44360|issue:44512", + "issue:45183|issue:46463", + "issue:46489|issue:46491", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762" + ], + "prepared_review_unit_hash": "e12b4df5435879803efacc37c6a0cce9e1c76f7de7fb3bbe459a984e93512aa2", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36940, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous rather than one single duplicate group. The strongest duplicate candidates are the non-persistent-buffer regression, the SigLIP2 degradation reports, the T5/input validation error-message reports, and the Qwen video-input regression reports.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43950 is the clearest, most actionable representative of the non-persistent-buffer regression, and it has direct duplicate support from nearby reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best issue anchor in this set because it describes a concrete v5 regression with strong duplicate evidence and a clear fix surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different regressions: init_empty_weights argument handling vs pydantic PretrainedConfig field behavior." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Different areas: GGUF architecture support vs chat/completions streaming failure." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the pydantic config regression." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal, but one is dtype mismatch and the other is a video token/feature count failure." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote_code breakage and torch/transformers version incompatibility are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Different concrete failures: torch dynamo tracing grouped_mm vs missing Float8 storage type." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both report the same Qwen video-input regression class, centered on video feature/token mismatch in Qwen3.5-family handling." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but the masks-shape mismatch and zero3/BertModel loading failure are different code paths." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both are SigLIP2 reports describing bad or nonsensical outputs for the same model family, likely the same underlying model/processor issue." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "One is composite-config unwrapping, the other is uninitialized rotary embedding memory after materialization." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape failure and Qwen3.5/TRL embedding unpacking are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Both touch multimodal inputs, but the failures and model families are different." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Perplexity issue on gpt-oss and GLM5 issue are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom model Jupyter initialization and flash-attn fallback gating are different bugs." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve remote-code loading/caching, but the titles point to different failure modes and not the same concrete bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is Mistral3 image-text generation and the other is translation-model v5 behavior; not enough to treat as the same bug." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FP8 failure and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights handling." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is a different subsystem from tied-weight regressions." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading is unrelated to translation-model tied weights." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexing discussion and docs cleanup are not duplicates." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Both point at the same input validation/error-message path for decoder/input_ids vs inputs_embeds handling." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different round-trip failures." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies and a removed CLI docs mention are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek tokenizer detokenization and Qwen-3-8B-NVFP4 runtime error are different issues." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "These are the same non-persistent-buffer corruption regression in v5, described from two angles." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs/example errors for SigLIP2 are not the same bug as degraded SigLIP2 text embeddings." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Exact same v5 non-persistent-buffer corruption regression; one report is the general symptom, the other the specific from_pretrained corruption." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer loss-signature mismatch and Gemma3 ZeRO-3 loading failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is clearly heterogeneous, and the highlighted duplicate groupings are supported by the issue titles. The accepted soft-edge pairs are conservative enough given the title-level evidence, especially the non-persistent-buffer regression cases. No obvious overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 4, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:38175", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45715", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:46315", + "issue:46489" + ], + "soft_pairs": [ + "issue:43828|issue:44928", + "issue:43872|issue:44589", + "issue:45920|issue:46489", + "issue:43950|issue:45902", + "issue:43866|issue:44403", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:43881|issue:43883", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:42491|issue:44368", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:45715|issue:46315", + "issue:45488|issue:46489", + "issue:45020|issue:45356" + ], + "prepared_review_unit_hash": "944140d44ebe252a3a454a93305560b9107fde31233c3c16a8ca337c5fae33a1", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37995, + "estimated_input_tokens": 9499, + "estimated_eval_tokens": 19254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of v5-era tokenizer/model-loading regressions plus a few unrelated buffer, quantization, and training issues. Only a few soft links look like true duplicates; most are merely same-subsystem similarity.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45920 is the best umbrella issue here: it describes a broad v5 tokenizer regression affecting multiple model families, which matches the densest shared theme in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the most representative and actionable issue in the set: it is concrete, cross-model, and clearly captures the recurring tokenizer-output regression pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different models and different failure modes: autocast dtype mismatch vs RLHF NaN/SDPA fallback." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are quantization-related TypeErrors, but they point to different incompatibilities (_is_hf_initialized vs Float8 storage lookup)." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": true, + "reason": "Both report a v5 tokenizer-output regression; 46489 looks like a model-specific gap in the same broader tokenization fix." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same underlying buffer/materialization bug: non-persistent buffer handling leading to corrupted or uninitialized buffer state." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Unrelated: checkpoint corruption vs generic loading noise." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality regression vs a general tokenization-version issue; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but the reported symptoms are too different to confidently treat as the same concrete bug." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different subsystems: tokenizer error message vs missing tied-weights attribute on a model class." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different code paths: Flash Attention packed-sequence misuse vs CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Both involve loading/training internals, but one is an FSDP2 per-layer state bug and the other is buffer materialization corruption." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is gradient checkpointing/LoRA behavior and the other is int4 quantization reservation growth." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Same SigLIP2 implementation discrepancy theme; 43493 reads like the root-cause report behind the bad embedding quality." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and failures: bad tokenizer error message vs generic glm-4v-9b loading failure." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise is not the same as a specific model load failure." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Completely different training problems: DeepSpeed weight shape error vs early-stopping metric configuration." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug is unrelated to the Python 3.13 flash_attn import issue." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "One is about noisy loading logs; the other is a specific model-loading failure." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both mention memory, but the code paths differ: LoRA checkpointing vs Qwen3 MoE training memory usage." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Remote-code broad regression vs missing fields in AutoConfig return object; too broad and not the same bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different failure classes and different model stacks: ZeRO-3 load crash vs Qwen3 MoE FP8 failure." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram kernel limitation is unrelated to Gemma4 device placement mismatch." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error is unrelated to GLM5." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different models and different errors: loading failure vs missing all_tied_weights_keys." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for a missing model class is unrelated to the bitsandbytes storage incompatibility." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer load failure and flash-attn fallback gating are separate issues." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote_code regressions and a Gemma4 device-map mismatch are different bugs." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "A TOKENIZER_MAPPING_NAMES edge case is not the same as the broader remote_code regression." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Different LoRA/Qwen3-MoE compatibility complaints with no shared concrete failure path." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex crash and flash-attn fallback gating are separate loading paths." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect different conversion directions and different loops." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both are DeepSeek tokenizer regressions, but the concrete failures and implicated code paths are different enough to keep separate." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Kimi-K2.5 tokenizer codec/regression details do not match the generic remote_code breakage report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: 45920 is indeed the broadest tokenizer-regression issue, and the accepted soft links stay within conservative same-bug/same-theme bounds. The rejected pairs are mostly justified by clearly different model stacks or failure modes. No obvious overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 5, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43742", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44155", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45399", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:45923", + "issue:46402", + "issue:46515" + ], + "soft_pairs": [ + "issue:43742|issue:45399", + "issue:43404|issue:43950", + "issue:43827|issue:44509", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43792|issue:44220", + "issue:42947|issue:45923", + "issue:41553|issue:44991", + "issue:36331|issue:41093", + "issue:43257|issue:45305", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:44863|issue:46402", + "issue:24643|issue:30064", + "issue:44530|issue:44863", + "issue:43596|issue:46515", + "issue:43366|issue:43828", + "issue:45325|issue:45902", + "issue:43638|issue:46515", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:44155|issue:45584", + "issue:43716|issue:44560", + "issue:43950|issue:45834", + "issue:44560|issue:45685" + ], + "prepared_review_unit_hash": "203d48175828b8ed3f614a5f15b92652b547b231534152d33b4e51359209fcef", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36681, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the issues span unrelated models, loaders, and regressions. Only two soft pairs look like true duplicates: the v5 docs regression and the `_is_hf_initialized` / `init_empty_weights` loading TypeError. No PRs are present.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 44291 is the best canonical issue candidate: it describes the generic `_is_hf_initialized` loading regression clearly, and its pair mate 43872 is a more specific manifestation of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "44291 is the strongest overall issue: it has a concrete, reproducible failure, clear version context, and it matches the only clearly duplicate loader-related report in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "Different failures: a model-loading key error vs flash-attn2 fallback gating. Same broad area, not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Both involve loading/state handling, but one is an untied lm_head bug and the other is a non-persistent buffer regression." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same documentation regression: both report stale docs still mentioning removed v5 pipeline tasks." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying TypeError from unexpected `_is_hf_initialized` during model loading / init_empty_weights; one is a specific bitsandbytes symptom." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different problems: FP8 config failure vs bitsandbytes `_is_hf_initialized` incompatibility." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio/Whisper-related, but the titles point to different failure modes and no shared concrete bug is evident." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "One is LoRA gradient checkpointing behavior, the other is a missing flag on a trust_remote_code model; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are load-time errors, but they affect different models and different code paths (Voxtral vs est-roberta tokenizer loading)." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different trainer/runtime errors: unexpected keyword argument vs tensor mask shape mismatch." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both mention DeepSpeed, but one is weight conversion under accelerate+deepspeed and the other is gradient averaging with GAS." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Similar Qwen ZeRO-3 symptoms, but the affected model/loading path differs and they are not clearly the same concrete bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and failures: GLM-4.7-Flash test loading vs NemotronH checkpoint loading." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated bugs: RLHF NaN/SDPA fallback vs flash_attention crash on `s_aux=None`." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Same error shape class, but no evidence they share the same input/model/path; too generic to merge." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video regressions, but one is a broad v5.3.0 regression and the other is a specific StopIteration on Qwen3-VL embedding." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/loading failures for different models; only the symptom class is similar." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are model loading issues, but they concern different architectures and different missing-weight behavior." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Training with DeepSpeed weight-shape error vs image processor void-segmentation-map failure; unrelated." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different model/runtime problems: PagedAttentionCache group-type error vs checkpoint loading failure." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Zero3/Bert index error is unrelated to a torch version incompatibility report." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and Phi autocast dtype mismatch are different code paths and models." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both involve positional/rope internals, but they affect different models and different root causes." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "A Zero3/Bert initialization bug and a torch compatibility complaint are not the same underlying issue." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but different failures: FSDP2 shared_kv_states bug vs device_map auto device mismatch." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "No shared bug: GGUF support for gpt-oss vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different audio/model bugs: cross-track embedding leakage vs empty-transcription generation after token alignment." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen video issues, but the reported failures differ (dtype mismatch vs StopIteration) and no exact shared bug is shown." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and Kosmos2.5 OCR index errors are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different subsystems and failures: video StopIteration vs MPS histogram unsupported for Int." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative overall. The two accepted soft pairs look supportable from the titles/context: 43872/44291 are the same `_is_hf_initialized` loading TypeError class, and 43827/44509 are the same v5 docs regression. No PRs are present, and the rest of the pair rejections are appropriately 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": 20, + "review_unit_index": 6, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43957", + "issue:43994", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45507", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46468", + "issue:46489", + "issue:46512", + "issue:46515" + ], + "soft_pairs": [ + "issue:43824|issue:43957", + "issue:44683|issue:46515", + "issue:43366|issue:44589", + "issue:43645|issue:43646", + "issue:42915|issue:43957", + "issue:43550|issue:44910", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:46459|issue:46512", + "issue:42915|issue:44756", + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:42491|issue:45276", + "issue:45507|issue:46468", + "issue:43644|issue:43645", + "issue:44488|issue:44991", + "issue:39692|issue:43994" + ], + "prepared_review_unit_hash": "b758bf56d1f7b2022449aff5c7cad3292847e13952e34458ee234c6bf9bcbced", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37625, + "estimated_input_tokens": 9407, + "estimated_eval_tokens": 19070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated Transformers bug reports, with only a few clear duplicate pockets: the v5 non-persistent buffer regression, the custom-model initialization regression, and the SigLIP2 bad-output reports.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43644 is the clearest, most concrete regression report in the set (specific v5 symptom, versioned, and directly duplicated by 44534).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best representative issue because it is narrowly scoped, reproducible, and names the exact failure mode; most other items are broader or unrelated symptom reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different models and different failure modes; both are import/loading-related only at a broad level." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Different torch/version compatibility problems with no concrete shared code path." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF architecture support vs missing Float8 storage are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same custom-model initialization regression; the notebook-specific report is just a narrower presentation of the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different models and different errors (FP8/Qwen3MoE vs meta-device loading failures)." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different model families and different failures (torch.compile/SDPA vs flash-attention with packed 3D position_ids)." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.5/VL failures and different stack traces; not the same underlying bug." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime issue vs GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but on different model families with different symptoms and no shared concrete failure." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Different device-mapping and torch-version issues; too broad to treat as one bug." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Qwen3MoE FP8 failures." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping bug vs Gemma4 device mismatch; no same code-path." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Both are index/shape-style failures, but on different models and different paths." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model reporting bad/zero outputs through different APIs; this looks like one underlying model output bug." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression is unrelated to Kosmos2.5 OCR indexing." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Strict config loading for granite_speech vs glm4v validation are different config issues." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero3/BertModel indexing bug is unrelated to add-new-model-like tokenizer mapping logic." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Zero3 init with BertModel vs tokenizer mapping-name edge case are different failures." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping bug and tensor mask shape mismatch do not share the same concrete code path." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Dequantized model offload failure vs mmap/OOM on Strix Halo are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical v5 regression about non-persistent buffers being initialized with junk; same underlying bug." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is bad outputs and the other is docs/example mismatch plus quantization failure." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3_moe LoRA compatibility problem vs BitNet packed-weight loading bug are different issues." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen3-related runtime failures; not the same bug." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype, but one is ignored loading dtype for composite checkpoints and the other is stale config metadata." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "FP8/Qwen3MoE failure is unrelated to mmap/OOM on Strix Halo." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "ZeRO-3 loading for language_model vs save_pretrained visual-encoder key regression are separate bugs." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but they target different models and no shared concrete root cause is evident." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention failures are different model-specific bugs." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different tokenizer-loading regressions; too broad to merge." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3_moe LoRA incompatibility is unrelated to gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call vs Nemotron example breakage are not the same underlying issue." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "The buffer-initialization regression and the custom-model notebook initialization regression are different bugs." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Different model/tokenizer load failures with no evidence of the same underlying defect." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Docs example and quantization-failure report is not the same bug as SigLIP2 nonsensical outputs via AutoModel/pipeline." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the soft-edge calls. The representative/canonical issue choice for 43644 is supported by the matching titles and the 44534 duplicate pocket, and the accepted soft pairs are phrased cautiously enough. I do not see any overstatement that would require rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 7, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46468" + ], + "soft_pairs": [ + "issue:43708|issue:44075", + "issue:43856|issue:43873", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:43856|issue:44387", + "issue:42491|issue:45292", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:42491|issue:43931", + "issue:45276|issue:45335", + "issue:44164|issue:44291", + "issue:44910|issue:45588", + "issue:43404|issue:43454", + "issue:41720|issue:44155", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:36010|issue:39404", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:44292|issue:44912", + "issue:44387|issue:44756", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:44863|issue:46468", + "issue:45685|issue:46468", + "issue:43854|issue:45216", + "issue:44164|issue:44756" + ], + "prepared_review_unit_hash": "7166774048116729263e3682822d60550b36b90ad49f56dc75f5963e9acd16d1", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38263, + "estimated_input_tokens": 9566, + "estimated_eval_tokens": 19388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated bug reports. The only strong duplicate subcluster is around `resize_token_embeddings` failing to update model-specific embedding/output weights across Gemma4/T5Gemma variants.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 45292 is the broadest, most general statement of the `resize_token_embeddings` regression (`output_embeddings`), making it the best canonical representative of that duplicate subcluster.", + "canonical_pr_reason": "No pull requests were provided in the input, so there is no canonical PR candidate.", + "best_issue_reason": "Issue 45292 best captures the shared symptom at the highest level and can represent the accepted `resize_token_embeddings` duplicates.", + "best_pr_reason": "No pull requests were provided in the input, so there is no global best PR candidate.", + "soft_edge_verdicts": [ + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Different trainer resume-step calculation bug vs optimizer argument handling; unrelated code paths." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "One is Qwen3 MoE training memory use, the other is quantization/offloading behavior; not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures for different models and symptoms; no shared concrete root cause visible from titles." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE accelerate/deepspeed conversion issue vs GLM-4.7 loading problem; unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training usage and the other is int4 reserved-memory/OOM regression; not the same issue." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA checkpoint compatibility on hf5.x vs `resize_token_embeddings` output embedding bug; different failures." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 loading/setup issue vs sinq quantized save/load regression; different code paths." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and appear to have different root causes." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash vs Gemma4Processor missing `_tokenizer`; unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Same broad area of model loading, but different models, symptoms, and likely causes." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Both report `resize_token_embeddings` failing to propagate to model-specific embeddings/output layers; same regression family and plausibly one fix." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Saving/from_pretrained extra_state handling vs `init_empty_weights` unexpected argument; different lifecycle bugs." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Flash-attention crash from 3D `position_ids` vs sink-less `s_aux=None` AttributeError; different failure modes." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both involve tying `lm_head`, but they are different model classes and not clearly the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 device-map CUDA assert vs AudioFlamingo3 batched inference token leak; unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version compatibility vs `torch.device('meta')` model-loading breakage; different problems." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch vs a specific model load failure; not enough evidence of one root cause." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Documentation example errors vs GLM5 model issue; unrelated." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/PEFT behavior vs apex RMSNorm memory leak; different subsystems." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization/offloading expectation mismatch vs CUDA reserved-memory OOM regression; related theme but not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Import error for `GenerationMixin` vs Whisper pipeline `return_language`; different issues." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 attention state bug vs Qwen multimodal `text_config` unwrapping bug; unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "`init_empty_weights` argument handling vs mmap/OOM on Strix Halo; different code paths." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 state rebuild bug vs Qwen3_5Moe rotary embedding CPU-offload incompatibility; unrelated." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 cross-track leakage vs Gemma4 PLE device mismatch; not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantized model-loading failures with different models and behavior." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both can OOM, but one is an int4 memory regression and the other is mmap-related Strix Halo handling; distinct causes." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "`meta` device loading regression vs mmap/OOM workaround; unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug vs Gemma4 attention state bug; different models and failures." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffectiveness with PEFT LoRA and the other is eval-mode restriction; not duplicates." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same `resize_token_embeddings` regression: model-specific embeddings/output weights are not updated after resize." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading support vs a broken official example; too different." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "MPS MoE histogram dtype error vs Nemotron example breakage; unrelated." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different Qwen/GLM load-vs-save regressions with no clear shared root cause." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling vs mmap/OOM workaround; different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted soft-edge pair is supported by the titles as the same `resize_token_embeddings` regression family. The rejects are generally conservative and do not overclaim shared root cause. No PRs were provided, so the PR fields are appropriately null." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 8, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:39404", + "issue:42796", + "issue:43299", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491" + ], + "soft_pairs": [ + "issue:42796|issue:46326", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:43646|issue:43708", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43906|issue:44530", + "issue:44479|issue:44805", + "issue:44265|issue:44898", + "issue:44589|issue:45084", + "issue:39404|issue:44912", + "issue:43901|issue:44509", + "issue:43425|issue:44918", + "issue:43906|issue:46326", + "issue:46050|issue:46326", + "issue:43994|issue:44079", + "issue:43299|issue:43931" + ], + "prepared_review_unit_hash": "e8e46bf3fc84a19ecce1eab7bde00e793d1f0a8183915214f622864b090fda4e", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36482, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are related only at a broad subsystem level (tokenizers, model loading, save/load, or training) and do not look like the same concrete bug. The only clear duplicate-like pair is the resize_token_embeddings regression across generic and t5gemma-specific embeddings.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45292 is the broader representation of the resize_token_embeddings regression; issue:45335 looks like the t5gemma-specific manifestation of the same missing embedding-resize behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best issue representative here because it states the underlying API regression generically and can subsume the t5gemma variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but one is BPE marker handling and the other is continue_final_message behavior for mistral_common; different bugs." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different model families and failure modes; video regression vs strict config loading." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "One is gradient checkpointing in eval mode, the other is Qwen3.5 RLHF NaN from 3D position_ids and SDPA fallback; unrelated." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load of custom models, but one is read-only permission propagation and the other is wrong module selection after save_pretrained; distinct bugs." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different attention-path failures: flash_attention s_aux=None crash vs Gemma4 FSDP2 shared_kv_states KeyError." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model init in notebooks is unrelated to Trainer resume_from_checkpoint max_steps calculation." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying regression: resize_token_embeddings fails to propagate to output embeddings/decoder.embed_tokens; the second is a model-specific instance." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Both are about custom-model workflows, but notebook initialization and extra_state save/from_pretrained handling are different issues." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both are dtype-mismatch reports, but one is autocast on Phi-tiny-MoE and the other is meta-device loading on different models." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Related to tokenizer/model loading, but pad/unk vocab-size mismatch is not the same as ScandiBERT load failure." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 compatibility is a version-level issue; Phi-tiny-MoE autocast dtype mismatch is a model-specific runtime bug." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is performance of convert_tokens_to_ids and the other is a leading-space round-trip correctness bug." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Granite token ID corruption is a correctness regression; convert_tokens_to_ids slowdown is a performance regression." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-map mismatch are different code paths and symptoms." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language and a generic tokenization-version complaint do not describe the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "base_model_prefix loading failure and notebook custom-model initialization are separate custom-model regressions." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility is not the same as Gemma4 PLE device mismatch with device_map=auto." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch 2.10 incompatibility and Mistral-3 dtype mismatch with the image preprocessor are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to the non-template-node compilation error." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen VL models and a generic mask/tensor shape mismatch are different failures." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/torch_compilable_check failure and Perceiver interpolate_pos_encoding bug are distinct model/export problems." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup and template-node compilation errors are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language pipeline regression is unrelated to MXFP4 quantization fallback on git-oss-20b." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Docs mentioning removed pipelines and return_all_scores behavior mismatch are related to docs/API drift but not the same concrete issue." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to Qwen3.5 embedding unpacking with TRL SFT trainer." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "An isolated reproduction of another issue and a mistral_common continue_final_message tokenizer bug are not the same failure." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "sinq save/load corruption and continue_final_message tokenization are unrelated bugs." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Siglip2 pipeline nonsense outputs and ModelOutput key assignment are different problems." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-VL loading issues, but one targets MoE loading broadly and the other is a specific weight-shape mismatch; not clearly the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The mapping is grounded in the packet, and the soft-edge decisions are conservative overall. The only accepted pair, issue:45292 vs issue:45335, is a plausible same-bug duplicate around resize_token_embeddings not propagating to the relevant embedding modules. The other pairs are appropriately rejected as broader subsystem similarity rather than the same concrete bug." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 9, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:44164", + "issue:44451", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45584", + "issue:45759", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:36032|issue:43452", + "issue:44671|issue:44991", + "issue:44164|issue:45759", + "issue:43596|issue:44683", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:42796|issue:43404", + "issue:44164|issue:44479", + "issue:44462|issue:46489", + "issue:39404|issue:44671", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:44488|issue:44987", + "issue:44737|issue:45859", + "issue:43611|issue:43644", + "issue:32090|issue:39404", + "issue:43582|issue:43632", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:36032|issue:42915", + "issue:40990|issue:43421", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:44451|issue:44987", + "issue:42175|issue:46178", + "issue:43541|issue:45084", + "issue:44811|issue:45584", + "issue:42915|issue:44530", + "issue:43644|issue:43646", + "issue:40444|issue:46326", + "issue:43883|issue:44488" + ], + "prepared_review_unit_hash": "37fab4528c5005152a0c48e6e95e2907038065d33a74d6f75375167ff48bf1bc", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36474, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is thematically related to Transformers v5 regressions, but the individual issues point to different concrete bugs across tokenizers, model loading, multimodal paths, and training/runtime edge cases. I did not find any soft pair that is clearly the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43646 is the best representative issue because it describes a broad Transformers v5 initialization regression and sits closest to the cluster\u2019s recurring v5 breakage theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the strongest canonical issue candidate: broad, version-specific, and more representative than the narrower tokenizer/model-specific reports in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Different failures: a T5 tokenizer method-name conflict vs gguf_file loading breakage for AutoTokenizer/AutoModelForCausalLM." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading complaints, but one is CamemBERT MLM prediction correctness and the other is loading EMBEDDIA/est-roberta tokenizer." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Unrelated code paths: extra_state save/load handling vs AutoModelForCausalLM.from_config unwrapping composite Qwen text_config." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems: DeepSpeed ZeRO-3/BertModel init error vs compiled flex_attention failure on torch >= 2.9." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer bugs: loading a tokenizer for EMBEDDIA/est-roberta vs Mistral regex patch crashing on tokenizer backend access." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Different performance/memory issues in unrelated contexts: Qwen3 MoE training memory use vs disabling mmap on Strix Halo to avoid OOM." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "One is a tokenizer BPE-marker handling bug; the other is a missing lm_head weight tie in Mistral3 multimodal generation." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to the Qwen video-input regression." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both involve tokenizer loading/output, but one is ignoring tokenizer.json in AutoTokenizer while the other is a DeepSeek-Coder v1 output regression with a specific fix gap." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to CamemBERT masked LM prediction errors." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are model-loading related, but one is a repository-loading failure for cjvt/sleng-bert and the other is a Mistral regex patch crash." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Different bugs: add-new-model-like failure in tokenizer mapping vs flex_attention compilation failure." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but the affected models and failure modes are different; not the same underlying bug." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU placement bug in relative positional encoding vs Qwen3_5 MoE rotary embedding incompatibility with CPU offload." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one affects base_model_prefix loading and the other non-persistent buffer initialization; different concrete bugs." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper pipeline return_language behavior." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to the _is_hf_initialized flag regression." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and issues: CLIP structure inconsistency vs Sam3Model text encoder weights not loading." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch is unrelated to the template-node compilation TypeError." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer special-token conflict and Qwen3 MoE FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is not the same bug as runtime post-processor updates when special tokens change." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code missing fields is unrelated to PagedAttentionCache crashing on invalid group type." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting bug and Qwen2.5-VL iterable dataset multi-image finetuning failure are different problems." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading complaints, but they concern different models and likely different loader paths." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Packaging/backend installation issue is different from the BACKENDS_MAPPING error for tensorflow_text." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "torch dynamo tracing failure in MixtralForCausalLM is unrelated to the non-template-node compilation error." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens behavior is different from empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3 MoE training with FineGrainedFP8Config is unrelated to PagedAttentionCache group-type crashes in Qwen3.5 models." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is junk-filled non-persistent buffers and the other is custom model initialization; not the same concrete bug." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Qwen2.5-VL iterable-dataset multi-image finetuning failure is unrelated to mistral_common continue_final_message behavior." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo all_tied_weights_keys attribute error is unrelated to loading cjvt/sleng-bert." + } + ] + }, + "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": 20, + "review_unit_index": 10, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45987", + "issue:46315", + "issue:46326" + ], + "soft_pairs": [ + "issue:44206|issue:44220", + "issue:43452|issue:43482", + "issue:36032|issue:43645", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:44849|issue:45325", + "issue:44987|issue:44991", + "issue:44464|issue:45987", + "issue:43746|issue:46326", + "issue:43262|issue:43377", + "issue:43645|issue:44534", + "issue:43646|issue:44534", + "issue:43883|issue:44991", + "issue:43404|issue:44466", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:43994|issue:44610", + "issue:43377|issue:43819", + "issue:28530|issue:34567", + "issue:43322|issue:43540", + "issue:43089|issue:45987", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:44265|issue:44610", + "issue:42915|issue:44291", + "issue:44220|issue:44683", + "issue:45216|issue:45357", + "issue:36032|issue:43742", + "issue:44991|issue:46315", + "issue:44062|issue:44987", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:36032|issue:41720" + ], + "prepared_review_unit_hash": "c5ca9f4e4080e9f5679f72c14b0ff9457fde5f9d5b88a4e567b76b560750358d", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37193, + "estimated_input_tokens": 9299, + "estimated_eval_tokens": 18854 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated Transformers v5 regression reports, with a common surface theme of loading/save_pretrained/tokenizer issues. Per the packet, none of the soft pairs are deterministic duplicates, so I reject all soft-edge merges conservatively.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 44991 is the best representative anchor for the cluster because it is a concrete, version-gated loading regression with a clear failure mode and broad enough scope to stand in for the loading-regression subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "44991 has the clearest standalone regression boundary and the most directly triageable repro among the issue set, so it is the strongest issue to use as the cluster\u2019s representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-related, but they describe different concrete failures and do not look like the same bug." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve loading regressions, but one is a gguf_file/from_pretrained breakage and the other is a Qwen2.5-GGUF v5 failure; too weak to treat as duplicates." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict vs custom model initialization in Jupyter are different code paths and symptoms." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Device_map/offload dequantized-model loading and Qwen2.5-GGUF loading are distinct failures." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different subsystems and failure modes; no evidence they share one underlying bug." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Hidden-states behavior and rope/position-id scaling are not the same concrete issue." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are v5 loading regressions, but they affect different artifacts and failure mechanisms." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency and StaticCache return-type issues are separate bugs." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT checkpoint loading and continue_final_message tokenizer handling are unrelated code paths." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and MIMI batch padding-mask behavior are different issues." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom model init in notebooks and non-persistent buffer junk are distinct regressions." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage and buffer initialization problems do not look like one bug." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing tied-weights attribute and tokenizer/model loading regression are different failure modes." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Untied lm_head weights and serialization inconsistency are related in theme but not the same concrete defect." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise and a specific Mistral regex crash are not duplicates." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FP8 model loading failure and template compilation error are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Wrong model outputs and wrong processor image size are separate bugs." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Missing padding-mask support and missing STE in DAC are different algorithmic problems." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early-stopping metric selection and token-count tracking are unrelated trainer bugs." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava loading segfault and Qwen3OmniMoe video ValueError are different code paths." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation overhead/per-token syncs is not the same as the cache-length type contract issue." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "A model-specific load failure and a tokenizer regex crash are different bugs." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer-loading regression and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export failure and processor size mismatch are distinct issues." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 config loading and init_empty_weights argument mismatch are different failures." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank extraction and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5 save_pretrained regressions, but the packet does not support treating them as one concrete duplicate bug." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer special-token conflict and MobileLLM key error have different root causes." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading regression and slow-tokenizer performance regression are separate problems." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument duplication is a tokenizer-construction error, not the same as the model-loading regression." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure and missing Float8 storage are different failures." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Video-input regression across Qwen variants and Qwen2.5-VL rope scaling bug are not the same underlying issue." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer construction error and Qwen3 device-mapping cuda assert are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the analyst overstates evidence in the soft-edge verdicts. In the packet, every listed soft pair has `deterministic_accept: false`, including 43452/43482 and 45216/45357, but the analyst marked both as accepted duplicates. That is not conservative and is not grounded in the packet. The overall summary is mostly plausible, but the duplicate-pair conclusions should be downgraded to rejected or at most uncertain." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 11, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43746", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44079", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44756", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44991", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46402", + "issue:46491" + ], + "soft_pairs": [ + "issue:43531|issue:44877", + "issue:43632|issue:44756", + "issue:43611|issue:44534", + "issue:40444|issue:45325", + "issue:42796|issue:43746", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:45812|issue:46491", + "issue:43792|issue:44589", + "issue:44403|issue:44991", + "issue:33666|issue:40444", + "issue:43632|issue:44534", + "issue:40990|issue:44811", + "issue:43381|issue:45923", + "issue:44079|issue:45663", + "issue:43421|issue:44568", + "issue:44291|issue:44589", + "issue:41553|issue:43582", + "issue:35707|issue:40444", + "issue:43482|issue:45538", + "issue:43482|issue:43525", + "issue:43317|issue:43856", + "issue:44829|issue:45479", + "issue:42175|issue:45542", + "issue:43818|issue:46402", + "issue:43818|issue:45357", + "issue:44079|issue:44534", + "issue:44462|issue:45812", + "issue:43531|issue:44291", + "issue:43377|issue:45491", + "issue:41720|issue:45081" + ], + "prepared_review_unit_hash": "19ab70b8d7e5e2c3a4c0731c6cd787eb7e067845264f35d26524e7068641159b", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37141, + "estimated_input_tokens": 9286, + "estimated_eval_tokens": 18828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of model- and framework-specific issues, not a true duplicate cluster. The soft pairs mostly share only broad subsystem or model-family similarity, so I reject them all.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45812 is the strongest anchor: it describes a broad, silent v4\u2192v5 tokenizer regression affecting all Granite models and has inbound references, making it the most representative issue in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the most actionable high-signal report in the group, with a clear regression description and broad impact across a model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Different bugs: Qwen3-MoE sliding-window handling vs GraniteSpeech config strictness." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated failure modes: v5 init-flag regression vs Apple Silicon mmap/OOM behavior." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; distinct code paths." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is multi-image iterable training failure and the other is temporal position-id scaling in rope indexing." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE marker handling vs GraniteSpeech PEFT checkpoint loading; not the same underlying bug." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility and load-time noise are different issues." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different model families and symptoms: PaddleOCR-VL load failure vs Qwen3-MoE sliding_window bug." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different behavior (Granite token IDs vs CodeLlama leading-space round-trip)." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup error are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Unnecessary load noise is not the same as EMBEDDIA tokenizer loading failure." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Multi-GPU training support and iterable-dataset multi-image prompt failure are distinct Qwen2-VL training problems." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions: missing _is_hf_initialized handling vs junk-filled non-persistent buffers." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on a language-model benchmark is unrelated to Whisper skip_special_tokens behavior." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode checkpointing restriction and missing gradient-checkpointing flag are related broadly, but not the same bug." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma-4 shared_kv_states KeyError are different issues." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updates and add_special_tokens BOS/EOS omission are separate tokenizer bugs." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and missing Float8 storage object are unrelated TypeErrors." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad tokenizer error messaging is unrelated to the Apple Silicon warmup TypeError." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is not the same as multi-image iterable dataset training failure." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer model_max_length behavior are different bugs." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading and missing pad_token_id on Llama4Config are unrelated issues." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Dequantized model offload loading failure and Qwen3 MoE training memory inefficiency are different code paths." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Similar training symptoms, but flash_attention_3 degeneration and num_labels=1 zero-loss are different root causes." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both touch TensorFlow availability, but one is missing TF from the torch extra and the other is a tensorboard-only backend error." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA architecture/weights issues are unrelated to Sam3Model text-encoder loading." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and different save/load problems." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are unrelated regressions." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer.json being ignored is a different loading bug from Granite token-ID regression." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window and init_empty_weights _is_hf_initialized issues are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI padding-mask mismatch and Gemma3 all-padding-window NaNs are both batching issues, but not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Mistral regex patch crash 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": 20, + "review_unit_index": 12, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43454", + "issue:43482", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45381", + "issue:45584", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:46209", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:44265|issue:45072", + "issue:43611|issue:43646", + "issue:43749|issue:44079", + "issue:45325|issue:45381", + "issue:42796|issue:45381", + "issue:42175|issue:43296", + "issue:43994|issue:44898", + "issue:43792|issue:43957", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:43632|issue:45072", + "issue:42915|issue:43482", + "issue:43701|issue:45325", + "issue:44291|issue:44877", + "issue:44479|issue:45823", + "issue:43296|issue:45800", + "issue:43873|issue:45701", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:42796|issue:46209", + "issue:43881|issue:44488", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:43454|issue:43550", + "issue:44186|issue:44265", + "issue:39692|issue:40444", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:46305|issue:46315" + ], + "prepared_review_unit_hash": "c23834375bea6f07da82e8ffd4d1b31a66f7727b9a5fe18e3f0f2b6a831b68e3", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37185, + "estimated_input_tokens": 9297, + "estimated_eval_tokens": 18850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated bugs. issue:43646 remains the best broad issue representative for the v5 init/load regression cluster, but the Qwen2.5-VL position-id reports are only related at a high level and should not be merged as the same bug.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43646 is the broadest representative of the repeated Transformers v5 initialization/loading regressions in this set, and it captures the shared failure mode better than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best overall issue candidate because it is the most central, general, and representative of the v5 init/load breakage cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different bugs: tied/non-persistent buffer serialization vs ModelOutput key assignment." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen multimodal issues, but multi-image finetuning and video vision_position_ids are different code paths." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to a bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Related v5 regressions, but base_model_prefix loading and custom model initialization are distinct failures." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key handling are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Same Qwen2.5-VL position-id area, but still-image temporal scaling and video vision_position_ids are not enough evidence of one shared bug." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position IDs." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Missing TensorFlow backend and PaddleOCR-VL loading in vLLM are different subsystems and failures." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model regressions, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device loading regression do not describe the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL position IDs and Kosmos2.5 OCR long-input indexing are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights, but one is a tying bug and the other is serialization inconsistency." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized breakage and bfloat16 dtype mismatch are separate problems." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different models and loading paths: Qwen3Moe FP8 vs Qwen2.5-GGUF v5 loading." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL position-id scaling." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "init_empty_weights argument handling and strict config loading are different issues." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-position regression and Gemma4 device placement are not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization offload behavior and tokenizer slowdown/version drift are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch and torch.export failure are different code paths." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling rate default and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on one model and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer marker handling and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Two model-loading failures, but no evidence they share the same underlying bug." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice preset and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Different failures: generation cache handling vs Qwen3 device-map CUDA assert." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Tied-weight text generation bug and Bamba SDPA compile failure are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash and torch.export failure are different problems." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc example issues and Qwen2.5-VL multi-image finetuning failure are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload mismatch and DAC from_latents/forward mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both are device-related, but they affect different models and different failure modes." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Streaming mask off-by-one and tokenizer conversion slowdown are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Rejecting because one soft-edge verdict is too strong for the evidence in the packet. `issue:45325` and `issue:45381` are certainly related, but the titles only show a shared Qwen2.5-VL / position-id theme: one is about still-image temporal position_ids being scaled incorrectly, the other about video input vision_position_ids being wrong. That is not enough on its own to conclude they are the same bug. The overall summary is mostly grounded, but this accepted duplicate-like pair 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": 20, + "review_unit_index": 13, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46402" + ], + "soft_pairs": [ + "issue:42796|issue:44977", + "issue:43377|issue:44610", + "issue:44568|issue:45920", + "issue:43454|issue:45072", + "issue:43257|issue:45923", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:40990|issue:42947", + "issue:43322|issue:46050", + "issue:43454|issue:43720", + "issue:43572|issue:45759", + "issue:41720|issue:43322", + "issue:43749|issue:44534", + "issue:43526|issue:43883", + "issue:42617|issue:42915", + "issue:44466|issue:45357", + "issue:43881|issue:44991", + "issue:41720|issue:44977", + "issue:26413|issue:28530", + "issue:44387|issue:45704", + "issue:40990|issue:45701", + "issue:36331|issue:42617", + "issue:43450|issue:45701", + "issue:36331|issue:42915", + "issue:44186|issue:45072", + "issue:44877|issue:44991", + "issue:43065|issue:46402", + "issue:43873|issue:44756", + "issue:43577|issue:43708", + "issue:43404|issue:45357", + "issue:43550|issue:43720" + ], + "prepared_review_unit_hash": "7866f5c7185d1ca17b5f68ed4b144495e5d3e5f0c74b94b0cbe10beea90aef80", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36501, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated closed/open Transformers bugs, with only broad thematic overlap around tokenization, loading, offloading, and v5 regressions. None of the soft pairs look like the same concrete underlying bug or change, so all soft edges are rejected. The best cluster anchor is the broad tokenizer-regression report in issue 45920.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45920 is the broadest, highest-signal regression in the set, covering wrong token IDs across multiple models and versions, so it is the best anchor for this loose cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 best represents the cluster because it is a concrete, high-impact v5 tokenizer regression with multiple affected model families and the widest scope among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer/BPE-marker bug vs flash-attention generation bug; same general area but different failure modes and code paths." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask batching issue vs OmDet processor image-size mismatch; unrelated subsystems." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "One is special-token insertion for a specific tokenizer, the other is wrong token IDs across many models; not the same bug." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight tying bug vs dtype mismatch in bf16 inference; different underlying problems." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MoE weight conversion/loading issue vs missing gradient-checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve offloading/quantization, but one is a specific device_map load failure and the other is a broader offloading regression." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Batch padding-mask output mismatch vs Perceiver resolution/interpolation failure; unrelated model paths." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression vs gradient-checkpointing/LoRA behavior; no shared concrete bug." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next load crash vs sinq save/load breakage; different model families and failure modes." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight tying problem vs packed-weight unpacking during accelerate loading; not the same issue." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field vs composite multimodal text_config unwrapping; different config-loading bugs." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "CUDA assert with auto device mapping vs segmentation fault loading Llava Next; unrelated runtime failures." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP RAM-efficient loading breakage vs non-persistent buffers initialized with junk; both v5-related but distinct defects." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessor label reduction bug vs missing all_tied_weights_keys on Molmo; unrelated components." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime issue vs Qwen3Moe FineGrainedFP8Config failure; unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "lm_head serialization/tied-weights issue vs incorrect visual-encoder key saving; both serialization bugs but different code paths." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Model loading failure vs tokenizer loading regression; different artifacts and failures." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Auto device-map CUDA assert vs flash-attention generation regression; same model family but different concrete bugs." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume iterator failure vs early-stopping metric lookup warning; unrelated trainer behaviors." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization memory regression vs apex RMSNorm memory leak; not the same underlying cause." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity on one model/dataset vs version-dependent tokenization changes; only vague tokenizer overlap." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer signature breakage vs 3d_parallel.py failure; unrelated." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape bug vs tokenization changes; different components." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss kwarg regression vs Qwen3Moe FP8 failure; no shared bug." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash vs bf16 dtype mismatch; unrelated issues." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading vs tokenizer loading regression; separate config/tokenizer problems." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs missing Sam3 text-encoder weights; same model family but different code paths." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offloading regression vs mmap OOM on Strix Halo; different memory-management problems." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "dtype propagation bug in Blip2 vs incorrect max_steps after resume; unrelated trainer/model-load bugs." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head weight tying bug vs incorrect visual encoder key saving; both multimodal model issues but not the same defect." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA failure vs packed-weight loading bug; different runtime paths and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 14, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:33666", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43388", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44423", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44898", + "issue:44913", + "issue:45059", + "issue:45161", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46291" + ], + "soft_pairs": [ + "issue:44008|issue:45823", + "issue:41720|issue:42617", + "issue:44423|issue:45406", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:43295|issue:45701", + "issue:43550|issue:43606", + "issue:42915|issue:43317", + "issue:45632|issue:45684", + "issue:36010|issue:42617", + "issue:41720|issue:45161", + "issue:44671|issue:44743", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:28530|issue:33666", + "issue:43526|issue:43881", + "issue:44186|issue:44361", + "issue:43540|issue:43782", + "issue:42915|issue:43322", + "issue:36331|issue:41720", + "issue:43316|issue:44913", + "issue:28530|issue:30064", + "issue:29159|issue:36032", + "issue:33357|issue:35707", + "issue:43388|issue:45059", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:43606|issue:43720", + "issue:43873|issue:45704", + "issue:44387|issue:45701" + ], + "prepared_review_unit_hash": "32ae0015b3799789b7deae905772d1f683b036a088d52b3233e146997aba3730", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36674, + "estimated_input_tokens": 9169, + "estimated_eval_tokens": 18594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of unrelated issues. The soft pairs mostly share only broad keywords like tokenizers, processors, offloading, quantization, or multimodal serving, but not the same concrete bug or code path.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue stands out: the cluster spans many unrelated model-, tokenizer-, processor-, and runtime-specific bugs. If forced to pick a representative, issue:43873 is the closest to the offloading/quantization subset, but it does not unify the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failures: Gemma3n audio_mel_mask collision vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Unrelated problems: Qwen3 auto device mapping cuda assert vs generic 3d_parallel.py execution failure." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both touch serving/multimodal code, but one is a continuous-batching crash and the other is a missing _tokenizer on Gemma4Processor." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Different image-processing bugs: OmDet-Turbo output size mismatch vs Perceiver non-default resolution failure." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to OmDet-Turbo processor resolution output." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "One is a regression in processor/tokenizer access; the other is a broad report that tokenization changes across versions." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different code paths: torch.compile+SDPA failure in Bamba vs CPU offload device mismatch in bark-small." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both involve model loading/configuration, but one is FineGrainedFP8 on Qwen3Moe and the other is dequantized gpu+cpu offload loading." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "One is a cache-path collision for trust_remote_code; the other is save_pretrained copying read-only permissions." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to failing to run 3d_parallel.py." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both mention distributed/parallel loading, but the failures are different models and different behaviors." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked LM regression and Qwen3 modular recurrent-state reset are unrelated model bugs." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to StableLmConfig missing pad_token_idx." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FineGrainedFP8 model failure is unrelated to importing transformers.pipelines with kernels version/revision requirements." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer crashes in different model families and task setups." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe is unrelated to Qwen3VL weight_only loading." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 loading and Llava Next segmentation fault are different failures and code paths." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature change is unrelated to Qwen3 auto device mapping." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload behavior are different config bugs." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric lookup is unrelated to image processor handling of void segmentation maps." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Tokenizer inconsistency vs T5 tokenizer attribute/method name conflict are different issues." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering drops tuple labels in eval, whereas SAM3 PCS concerns text/bounding-box behavior." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation maps and BarkProcessor voice_preset are different processor bugs." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile+SDPA failure is unrelated to BigBirdTokenizer mask token registration." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve offloading/loading, but one is a device mismatch and the other is packed weights not unpacking during accelerate loading." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to a T5 RMSNorm memory leak." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "CUDA reserved memory OOM under int4 quantization is unrelated to tokenization changes across versions." + } + ] + }, + "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": 20, + "review_unit_index": 15, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42886", + "issue:43329", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43606", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45588", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46050", + "issue:46402" + ], + "soft_pairs": [ + "issue:41720|issue:43746", + "issue:45406|issue:45464", + "issue:45357|issue:46402", + "issue:44492|issue:44509", + "issue:43531|issue:45759", + "issue:43606|issue:43653", + "issue:42490|issue:43329", + "issue:34567|issue:35707", + "issue:34634|issue:41720", + "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:44625|issue:45479", + "issue:44077|issue:44625", + "issue:44514|issue:44545", + "issue:45759|issue:45859", + "issue:44898|issue:45072", + "issue:44368|issue:45357", + "issue:45588|issue:45759", + "issue:44062|issue:44451", + "issue:44987|issue:45042", + "issue:43421|issue:43927", + "issue:39692|issue:44610", + "issue:44918|issue:44936", + "issue:43381|issue:43844", + "issue:43746|issue:46050", + "issue:43782|issue:45381", + "issue:42886|issue:44843", + "issue:45704|issue:45923" + ], + "prepared_review_unit_hash": "a5fb58dd881f2b0f777fd17630fc62c05cd23eb1d21d4f10dff820e139826694", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36435, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issue-pair candidates; only the Qwen2_5_VLProcessor.apply_chat_template batched-input crash appears to be a true duplicate pair. No PRs are present in the input.", + "confidence": 0.97, + "canonical_issue_reason": "issue:44514 is the earlier and more complete report of the same Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the best representative issue because it cleanly describes the concrete failure mode and is duplicated by issue:44545.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different models and failures: Qwen3 device-mapping CUDA assert vs GraniteSpeech PEFT local-checkpoint loading." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different components and bugs: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both concern multimodal weight loading/saving, but they target different models and different broken code paths." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Unrelated documentation issues: a typo in cache strategies vs stale docs mentioning removed pipeline tasks." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Different Qwen-related config problems: sliding-window behavior vs unwrapping text_config for multimodal from_config." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Completely different subsystems: Bark CPU offload device mismatch vs BigBirdTokenizer mask-token decode bug." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Different bugs: import warning for trailing-slash paths vs undefined video-token helper names in multimodal token counting." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token-count tracking and progressive generation with inputs_embeds/past_key_values are unrelated issues." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset handling is unrelated to Qwen3 auto device mapping CUDA assertions." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they affect different models and likely different failure paths." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window Qwen3-MoE behavior is unrelated to the Float8 storage TypeError." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Different classification bugs: config propagation of num_labels vs degenerate zero-loss behavior with num_labels=1." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init policy is unrelated to Qwen3.5 num_labels propagation." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same title and same crash: Qwen2_5_VLProcessor.apply_chat_template fails on batched input when padding=False." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5 multimodal issues: from_config text_config unwrapping vs CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different model families and symptoms: Perceiver image resolution handling vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A training warning about tie_word_embeddings is unrelated to incorrect visual-encoder keys in save_pretrained." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink-less-model crash is unrelated to Qwen multimodal from_config text_config handling." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken constructor TypeError is unrelated to the ScandiBERT loading failure." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "These are different regressions: loading a specific model vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Special-token post-processor updates and DiaConfig custom token ID persistence are related thematically but not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Docs/example errors for SigLIP2 do not match the OmDet-Turbo processor/model resolution mismatch." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both mention trainers, but one is an SFT embedding-unpacking issue and the other is evaluate-after-train failure." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient growth are distinct training/runtime problems." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Different checkpointing/loading mechanisms: PEFT local checkpoints vs sinq quantized save/load corruption." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen VL bugs: weight_only loading error vs incorrect video vision_position_ids." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve HF_HUB_OFFLINE, but one is cache loading and the other is an unconditional model_info call in tokenizer patching." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "T5 RMSNorm memory-leak behavior is unrelated to a missing supports_gradient_checkpointing flag." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: all listed items are issues, no PRs are present, and the only true duplicate pair shown is issue:44514 / issue:44545. The remaining soft-edge verdicts are conservative and stay within what the titles/body metadata support." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 16, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43643", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43819", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45479", + "issue:45663", + "issue:45685", + "issue:45704", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46294", + "issue:46463" + ], + "soft_pairs": [ + "issue:46032|issue:46463", + "issue:43421|issue:43653", + "issue:45704|issue:45859", + "issue:41720|issue:45704", + "issue:43531|issue:43645", + "issue:45663|issue:45923", + "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:43746|issue:43873", + "issue:39692|issue:43873", + "issue:45081|issue:45356", + "issue:43596|issue:44220", + "issue:45356|issue:45907", + "issue:43540|issue:46294", + "issue:30064|issue:36010", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:44220|issue:44661", + "issue:43618|issue:43697", + "issue:43295|issue:45834", + "issue:43550|issue:45072", + "issue:44062|issue:44488", + "issue:43550|issue:43819", + "issue:43540|issue:44008", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:43322|issue:45685", + "issue:45183|issue:45479", + "issue:43335|issue:43756", + "issue:43643|issue:44877", + "issue:44843|issue:45081" + ], + "prepared_review_unit_hash": "b4f55f1d690b6f826e12640d3ec72b1787ac86a9668700e479ab98d46b6b664d", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37795, + "estimated_input_tokens": 9449, + "estimated_eval_tokens": 19154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of transformer issues with only a loose tokenizer/Mistral-regex subtheme. None of the soft pairs look close enough to be true duplicates or mergeable into one fix. The most representative issue is the concrete `_patch_mistral_regex` crash report, but even the nearby tokenizer reports differ in root cause.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45081 is the clearest, most actionable report in the only obvious mini-cluster: it pinpoints `_patch_mistral_regex` with a concrete traceback and reproducer.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45081 is the best global representative because it is specific, reproducible, and closest to the other tokenizer-regex regressions in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Different subsystems and failure modes: Mamba2 cache correctness vs T5 decoder-input validation." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve tokenizers, but one is runtime special-token/post-processor sync and the other is BigBird mask-token registration; not the same bug." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Unrelated code paths: T5 RMSNorm memory leak vs Qwen rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 device-mapping crash and T5 RMSNorm leak are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Different problems: Qwen3-MoE sliding-window behavior vs custom-model initialization in Jupyter." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma4 FSDP2 shared-kv-state bug vs missing gradient-checkpointing flag; not the same defect." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer special-token update issue vs LayoutLMv2 NER/padding crash; unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model-specific correctness bugs: SigLIP2 pipeline outputs vs CamemBERT masked-LM predictions." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT/local-checkpoint loading bug vs quantization offloading issue; different fixes." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Documentation/example mismatch vs offloading-with-quantization runtime bug." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Same helper area, but different concrete failures: backend_tokenizer AttributeError vs codec-handling/regression warning; too different to merge." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed/BertModel initialization error and fbank feature extraction are unrelated." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs hub API revision forwarding; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-related, but one is Qwen3OmniMoe input processing and the other is chat-template token/feature mismatch." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation-map processing vs a GenerationMixin import error; unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet accelerate-loading unpacking bug vs DAC latent/STE mismatch; different code paths." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token registration bug and BitNet weight-unpacking bug are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug vs add-new-model-like/tokenizer-mapping issue." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions missing and RTDetrV2 output drift are separate regressions." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression and Kosmos2.5 long-ocr index error are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile SDPA crash vs bfloat16 dtype mismatch; different defects." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken keyword-argument error vs model-loading failure; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile/SDPA issue and DAC latent mismatch are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token bug vs DAC latent/forward mismatch; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug vs trust_remote_code AutoConfig missing-fields issue; unrelated." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfault vs MPS histogram Int support error; unrelated." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input-validation error messaging vs degenerate zero-loss classification behavior; different bugs." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs Smollm3 RoPE-layer dropping issue." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both touch config loading, but one is missing returned fields and the other is strict config rejection for granite_speech." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve `_patch_mistral_regex`, but one is an unconditional hub call breaking offline mode and the other is a missing backend_tokenizer AttributeError; different failure points 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": 20, + "review_unit_index": 17, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43716", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46192", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512" + ], + "soft_pairs": [ + "issue:43716|issue:44008", + "issue:30064|issue:36331", + "issue:43388|issue:46032", + "issue:41720|issue:44991", + "issue:44821|issue:45084", + "issue:43950|issue:45987", + "issue:44448|issue:44671", + "issue:43582|issue:46512", + "issue:39692|issue:45834", + "issue:45584|issue:45834", + "issue:43421|issue:44811", + "issue:44186|issue:44442", + "issue:43540|issue:45381", + "issue:43644|issue:43749", + "issue:43782|issue:44977", + "issue:43577|issue:43818", + "issue:43606|issue:45072", + "issue:44479|issue:45834", + "issue:46294|issue:46463", + "issue:43825|issue:43994", + "issue:44485|issue:44509", + "issue:44805|issue:44936", + "issue:34634|issue:36010", + "issue:44991|issue:46291", + "issue:44561|issue:45020", + "issue:45987|issue:46192", + "issue:43577|issue:43582" + ], + "prepared_review_unit_hash": "bc335411b840baa67bee3b3721f2911fab186315d109b0efdb07c601f67f9610", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35973, + "estimated_input_tokens": 8994, + "estimated_eval_tokens": 18244 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft edges are mostly false positives: they share broad themes like regressions, dtype mismatches, or tokenizer/processor issues, but they do not describe the same concrete bug or fixable code path.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44561 is the strongest standalone report: it names a concrete regression cause (`is_torch_fx_available` removal) and a clearly affected surface (`trust_remote_code` models), making it a good anchor for triage even though the rest of the set is largely unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Both mention dtype mismatches, but one is image preprocessing vs model dtype and the other is an audio/text variable-name collision in Gemma3n; different models and code paths." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated bugs: void segmentation maps in an image processor vs a Trainer `compute_loss` signature mismatch." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different subsystems and failures: metric gathering drops tuple labels vs Mamba2 cache usage producing wrong results." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Both are failures, but one is a Qwen device-map CUDA assert and the other is a tokenizer load failure for a different model." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "No shared bug: loading `AutoImageProcessor` from URL is unrelated to a compile-time error about non-template nodes." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Both involve caching/state, but one is corrupted non-persistent buffers during load and the other is an API contract bug in `get_seq_length()`." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are model output regressions, but they affect different models and likely different inference paths." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Different problems: Apple Silicon warmup TypeError vs `from_config(dtype=...)` leaving `config.dtype` stale." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs/example errors are unrelated to Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription handling and Kosmos2.5 OCR length handling are separate bugs." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Tokenizer post-processor update logic is unrelated to Whisper `batch_decode` ignoring `skip_special_tokens`." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer issues: LayoutLMv2 crashes on NER padding/truncation, while FastSpeech2Conformer tokenizer fails to load." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen video bugs, but one is a processing failure in Qwen3OmniMoe and the other is incorrect `vision_position_ids` in Qwen2.5-VL." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer corruption during load is not the same as FSDP CPU RAM efficient loading being broken." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Separate Qwen issues: `weight_only=True` load failure vs flash-attention generation quality/correctness." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "One is a dtype propagation bug in BLIP2 loading; the other is a Video-LLaVA architecture/weight-sharing defect." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both are CI/inference failures, but they concern different models and different device/dtype problems." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are unrelated model-specific failures." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Video chat-template token mismatch in Qwen3.5-9B is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline error messaging about removed tasks is unrelated to SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is not the same as documentation still mentioning removed pipeline tasks." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "An indexing shape mismatch in one bug is unrelated to `trainer.evaluate()` failing after training." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Bark voice preset behavior and a `GenerationMixin` import error are different failures with no shared code path." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading for one model is unrelated to importing `transformers.pipelines` with a kernels version/revision requirement change." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention `trust_remote_code`/remote-code breakage, but one has a specific root cause while the other is a broad umbrella report; not the same concrete bug." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "`get_seq_length()` returning a tensor and `return_tensors` being ignored are distinct API bugs." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "A BLIP2 dtype-loading mismatch is unrelated to an Apple Silicon allocator warmup TypeError." + } + ] + }, + "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": 20, + "review_unit_index": 18, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:46209", + "issue:46285", + "issue:46326" + ], + "soft_pairs": [ + "issue:44610|issue:45072", + "issue:28218|issue:29159", + "issue:43720|issue:45072", + "issue:44671|issue:45701", + "issue:43825|issue:43827", + "issue:43782|issue:45325", + "issue:43749|issue:44291", + "issue:42175|issue:45081", + "issue:43582|issue:44857", + "issue:43906|issue:46209", + "issue:43262|issue:43819", + "issue:45003|issue:46285", + "issue:43526|issue:43697", + "issue:43653|issue:44912", + "issue:34634|issue:36331", + "issue:45081|issue:45406", + "issue:44060|issue:44368", + "issue:45372|issue:46326", + "issue:43742|issue:45020", + "issue:45084|issue:45538", + "issue:43526|issue:44554", + "issue:43329|issue:45600", + "issue:44589|issue:45042", + "issue:43452|issue:44991", + "issue:43638|issue:44936", + "issue:43550|issue:44912" + ], + "prepared_review_unit_hash": "1543b4381e553766f85fd8b75d16799c3f8fcad4c80ea354423794bff590cd07", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35803, + "estimated_input_tokens": 8951, + "estimated_eval_tokens": 18158 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set; it mixes many unrelated regression reports across tokenization, loading, processors, training, and backend-specific failures. The best representative issue is the broad remote_code regression report, but none of the soft pairs look safe to merge.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45020 is the broadest, most representative regression report in the set and aligns with the general theme of recent-version breakages, though the cluster overall is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best single representative because it is high-level, clearly framed as a version regression, and can encompass several loading-related breakages better than the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different models and different failures: OmDet-Turbo input-size mismatch vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both mention tokenizers, but one is a specific added-token spacing bug and the other is a broad slow/fast inconsistency report; not enough evidence they are the same defect." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated: BitNet packed-weight loading failure versus a bfloat16 dtype mismatch in other models." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "One is a CamemBERT masked-LM regression, the other is a general tokenization-version change report; too broad and not the same code path." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Related theme, but one is an error-message issue and the other is a documentation reference issue; different artifacts, not the same underlying bug." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model bugs: a weight_only loading error versus a RoPE/position-id scaling bug." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading-related, but one is FSDP CPU RAM efficient loading and the other is an unexpected init_empty_weights argument; distinct failures." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Completely different areas: backend installation metadata versus a Mistral regex patch crash." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Different runtime paths and symptoms: Apple Silicon allocator warmup TypeError versus CUDA AMP loss crash." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "No shared underlying bug: an isolated reproduction of an older issue versus an FP8 inference failure on B200." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug is unrelated to DAC latent reconstruction mismatch." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Different concerns: unsafe sys.modules access versus CLIP text model structure inconsistency." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different model components and symptoms: BeitImageProcessorFast label reduction versus RTDetrV2 output drift." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to MXFP4 quantization fallback during model loading." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset failure and CustomTrainer.compute_loss signature break are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both affect processor/tokenizer loading, but one is a Mistral regex patch crash and the other is a Gemma4Processor missing _tokenizer attribute; different causes." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but one is an incorrect weight tying diagnosis and the other is a repeated warning during ms-swift fine-tuning; not clearly the same bug." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Different mistral_common-related failures: missing ReasoningEffort import versus continue_final_message behavior." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Specific MobileLLM load KeyError versus a broad remote_code regression; too different to be duplicates." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Compile-time template-node error and CLIPTokenizer max-length behavior are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "No overlap in code path: label reduction in BEiT versus MPS attention correctness with mismatched head dims." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video multimodal token counting bug is unrelated to an auto_mappings CI break from removed configs." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to PIL backend processors incorrectly requiring torchvision." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading reports, but one is about gguf_file handling for from_pretrained and the other is a specific tokenizer load regression for est-roberta; not the same defect." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different training failures: DeepSpeed ZeRO-3 indexing error versus evaluate() failing after train()." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and MXFP4 quantization fallback are unrelated model/runtime 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": 20, + "review_unit_index": 19, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43531", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43645", + "issue:43650", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44912", + "issue:44977", + "issue:45042", + "issue:45459", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43746|issue:44811", + "issue:43650|issue:43906", + "issue:43819|issue:43927", + "issue:43257|issue:43329", + "issue:44387|issue:44617", + "issue:36010|issue:43645", + "issue:42175|issue:46291", + "issue:38175|issue:44610", + "issue:43720|issue:44610", + "issue:36010|issue:36331", + "issue:43854|issue:44977", + "issue:43531|issue:45042", + "issue:39692|issue:44912", + "issue:46421|issue:46424", + "issue:45459|issue:45803", + "issue:42490|issue:43257", + "issue:43262|issue:44811", + "issue:43257|issue:43696", + "issue:43643|issue:45759", + "issue:43454|issue:43577", + "issue:43329|issue:44479", + "issue:43329|issue:43450", + "issue:43749|issue:44756", + "issue:43257|issue:43931", + "issue:34567|issue:40990", + "issue:43606|issue:45859", + "issue:42915|issue:43742", + "issue:44291|issue:45042" + ], + "prepared_review_unit_hash": "45b29c267dc07d6166018713fef2cb9b012df2620358b9842ef04238ba48ed1d", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35673, + "estimated_input_tokens": 8919, + "estimated_eval_tokens": 18094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items span many unrelated Transformers bugs across loading, multimodal, cache, quantization, and training code. None of the soft pairs looks like the same concrete underlying issue, so I would not merge any of them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "If a single representative issue is needed, issue #46424 is the clearest concrete bug report: it describes a specific cache-config behavior gap with a direct, testable symptom and active user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46424 is the strongest standalone candidate because it is narrowly scoped, actionable, and clearly states the affected behavior. Issue #46421 is related but broader and less precise.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems and symptoms: local checkpoint loading for GraniteSpeech adapters vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No shared bug path; one is a vague data request, the other is an isolated reproduction of a separate issue." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different models and failures: DAC forward/latents mismatch vs DiaConfig save/load losing custom token IDs." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different problems: Qwen3 MoE weight conversion under accelerate+deepspeed vs undefined video-branch helpers in multimodal token counting." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but they are different causes and code paths: int4 quantization memory regression vs Sam3Video model memory usage." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both are transformer 5.x migration issues, but one is an import-path error and the other is a Jupyter custom-model initialization regression." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Unrelated package/dependency issues: missing TensorFlow in extras vs kernels dependency requirements breaking pipeline import." + }, + { + "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:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different loading bug versus processor resolution bug; no shared underlying code-path." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Separate regression classes: import failure for GenerationMixin vs Trainer compute_loss signature change." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific failures: GLM-4.7-Flash loading in tests vs Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated areas: Qwen3-MoE sliding_window behavior vs image processor torchvision dependency regression." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 are not the same bug as MXFP4 quantization falling back to bf16." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Related cache subsystem, but different concrete bugs: lazy init recompilation vs max_cache_length only applying to quantized cache." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they affect different code paths and different failure modes." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Different topics: local-path slash import warning vs Qwen3 MOE loading with accelerate/deepspeed." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Different audio-processing bugs: chat-template sample-rate default vs batch_decode skipping special tokens." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different failure modes: MOE weight conversion/loading vs GPT-oss-20b OOM." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config handling, but they are distinct bugs affecting different APIs and model classes." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different model initialization problems: weight tying in AyaVision vs dtype propagation in Blip2." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both touch video/VLM paths, but one is an undefined-helper bug in token counting and the other is a broader regression report; not enough evidence of the same fix." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Different video bugs: token-count helper issue vs batched processor output shape mismatch." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Different memory-related problems with different triggers: FSDP CPU RAM-efficient loading vs disabling mmap on Strix Halo." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different loading failures: Qwen3 MOE conversion with distributed loading vs shape mismatch for Qwen3-VL-30B-A3B-Instruct." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count tracking bug is unrelated to GPT-oss-20b perplexity on WikiText-2." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they are different models and likely different compatibility issues." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading failures: FineGrainedFP8Config issue vs key error loading MobileLLM-125M." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different regressions: init_empty_weights argument handling vs torchvision dependency requirement." + } + ] + }, + "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": 20, + "review_unit_index": 20, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512" + ], + "soft_pairs": [ + "issue:44568|issue:45356", + "issue:29159|issue:34567", + "issue:43525|issue:46291", + "issue:43404|issue:45127", + "issue:42915|issue:44821", + "issue:43927|issue:44912", + "issue:44987|issue:45538", + "issue:43697|issue:45357", + "issue:44849|issue:45701", + "issue:42915|issue:45538", + "issue:43577|issue:46512", + "issue:43425|issue:46291", + "issue:43452|issue:43582", + "issue:42175|issue:43824", + "issue:43317|issue:45538", + "issue:33357|issue:34567", + "issue:41720|issue:43540", + "issue:28282|issue:34689", + "issue:44479|issue:45381", + "issue:45137|issue:45405", + "issue:44062|issue:44991", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:43742|issue:44291", + "issue:44568|issue:45488", + "issue:28282|issue:29127", + "issue:44987|issue:45907", + "issue:24643|issue:29159", + "issue:42915|issue:43749", + "issue:38175|issue:44898" + ], + "prepared_review_unit_hash": "538a953f421d31f967d5dce593f34a51e1de8db82e91f84f9b3b31836a719c3c", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36237, + "estimated_input_tokens": 9060, + "estimated_eval_tokens": 18376 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These artifacts are mostly unrelated standalone issues. The only strong duplicate-like match is the Qwen video-input regression pair (44479 \u2194 45381); the rest should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44479 is the broadest, most representative report of the Qwen video-input regression, explicitly covering multiple affected models and the same 5.3.0-era code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 best captures the underlying bug scope and likely root symptom for the accepted duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors; not the same concrete bug." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency vs TrainerState token-count tracking; unrelated subsystems." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id in a config vs import failure due to kernels version/revision handling; unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied weights conceptually, but one is a specific model loading bug and the other is LoRA merge collapse after vocab extension; too different." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs AutoImageProcessor URL loading; unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config save/load token ID loss vs MXFP4 quantization fallback; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model-loading failure for a specific repo vs CLIPTokenizer max-length constant; unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output regression vs incorrect visual encoder keys on save_pretrained; different bugs." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state bug vs general tokenization-version change report; not the same issue." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FP8 config failure vs CLIPTokenizer model_max_length bug; unrelated." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Loaded model/qformer staying float32 vs stale config.dtype after from_config; related theme but different code paths and symptoms." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility vs kernels revision requirement; unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading breakage vs Apple Silicon warmup TypeError; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backends issue vs missing Qwen2_5_VL class import; unrelated." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "device_map/offload dequantized-model loading vs CLIPTokenizer max-length constant; unrelated." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP model loading vs TrainerState token counter not updating; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen model families and different failures; not the same concrete bug." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch missing import error vs Llama 3.2 90B Vision loading regression; unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen video-input regression in v5.3.0, with overlapping affected models and the same input-processing path." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error vs unreleased PEFT minimum-version bump; unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken constructor TypeError vs tokenizer loading failure for a specific model; too generic to treat as the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are Qwen video-input problems, but they target different models and different failure modes; not clearly the same underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different Qwen video-input regressions on different models; insufficient evidence of one shared bug." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Loading facebook/MobileLLM-125M key error vs init_empty_weights unexpected argument; unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Different tokenizer regressions with different causes and models; not one mergeable fix." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch import error vs LayoutLMv3 error-message clarity; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading regression vs list_repo_files forwarding revision; unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight shape runtime error vs tokenizer inconsistency; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different training/loading failures in different features; unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Zero-probabilities bug in SigLIP2 vs Perceiver interpolation failure; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted duplicate pair (44479 \u2194 45381) is well supported by the titles and version/model overlap, and the remaining soft-edge rejections 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": 20, + "review_unit_index": 21, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:34567", + "issue:36331", + "issue:42175", + "issue:42796", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43697", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44913", + "issue:44964", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:45987", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491" + ], + "soft_pairs": [ + "issue:44737|issue:46463", + "issue:42175|issue:44488", + "issue:43493|issue:43994", + "issue:43577|issue:45072", + "issue:43257|issue:43756", + "issue:44291|issue:44821", + "issue:43906|issue:46468", + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:27957|issue:28282", + "issue:44568|issue:46491", + "issue:43526|issue:45479", + "issue:44737|issue:45588", + "issue:44792|issue:44964", + "issue:43404|issue:45987", + "issue:43756|issue:46399", + "issue:42796|issue:43906", + "issue:43756|issue:45325", + "issue:45823|issue:46463", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43452|issue:44488", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:45357|issue:45920", + "issue:44913|issue:46121", + "issue:43643|issue:45375", + "issue:43697|issue:45216" + ], + "prepared_review_unit_hash": "524aa80a6ec9962df3cb2407eec559dc999477402cb38cd0d12eebbed54e338e", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36562, + "estimated_input_tokens": 9141, + "estimated_eval_tokens": 18538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is still mostly heterogeneous across unrelated tokenizer, trainer, config, model-loading, and backend issues. The only soft edge that looks like the same underlying bug is the SigLIP2 pair, and even that should be treated as likely rather than explicitly confirmed duplicate.", + "confidence": 0.82, + "canonical_issue_reason": "No single canonical issue fits the whole cluster because the items span many unrelated code paths and model families.", + "canonical_pr_reason": "No canonical PR: there are no PRs in this cluster.", + "best_issue_reason": "issue:43493 is the best representative for the likely SigLIP2 bug because it describes the implementation discrepancy more directly, while 43994 is mainly a downstream symptom 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." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Unrelated problems: dependency/backend packaging vs loading a specific BERT model." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Likely the same SigLIP2 bug: one report describes the HF-vs-JAX implementation discrepancy, and the other reports bad outputs from the same model/checkpoint." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype issues in different model families and code paths." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to Smollm3 RoPE-layer dropping." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Loading with init_empty_weights and loading an image processor from URL are different failures." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "One is a reproduction of an old issue; the other is an official Nemotron example breakage with no clear same code path." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer state token counting and custom compute_loss signature compatibility are separate trainer regressions." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related, but one is an AddedToken argument collision and the other is a Mistral regex patch crash." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLM-RoBERTa Flash Attention and missing PyTorch import are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer bugs with different models and behaviors." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Image processor label reduction and sequence-classification zero loss are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU tensor creation and flash_attention sink handling are different bugs." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model regressions with no shared concrete failure path." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Weight tying in Mistral3 and StaticCache sequence length return type are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "RoPE-layer dropping and missing apply_rotary_pos_emb registration are different defects." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "Ministral BPE-marker handling is not the same bug as the reproduced older issue." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both involve RoPE/position handling, but the model, symptom, and code path differ." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device placement and T5 decoder-input error messaging are unrelated." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency regression is unrelated to the Mistral tokenizer regex crash." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM loading key error and Float8 storage lookup failure are different load-time issues." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file loading breakage and a specific model load failure do not look like the same underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version bump and stale auto_mappings references are separate CI/dependency issues." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Incorrect save_pretrained visual encoder keys is unrelated to tokenizer ID regressions." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Config reload losing rotary_pct and JSON-list rope validation type errors are different config bugs." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention missing config fields, but one is generic remote-code loading and the other is a specific strict-field drop; not clearly the same bug." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained regression are different model-path regressions." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Mostly grounded, but one claim is too strong for the packet: there is no explicit confirmation of a duplicate pair, so wording like \"confirmed duplicate pair\" overstates the evidence. The SigLIP2 match is plausible, but it should be framed more conservatively (e.g. likely same underlying bug / same area) rather than definitive." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 22, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44991", + "issue:45005", + "issue:45200", + "issue:45356", + "issue:45372", + "issue:45381", + "issue:45542", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46463", + "issue:46491" + ], + "soft_pairs": [ + "issue:43720|issue:44898", + "issue:44625|issue:44877", + "issue:45200|issue:46463", + "issue:24643|issue:29127", + "issue:41762|issue:44936", + "issue:44493|issue:46050", + "issue:44466|issue:45005", + "issue:42898|issue:46491", + "issue:43452|issue:44843", + "issue:43819|issue:44811", + "issue:28282|issue:32090", + "issue:44514|issue:45381", + "issue:28282|issue:33357", + "issue:43688|issue:43749", + "issue:45372|issue:46170", + "issue:44936|issue:45823", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:44484|issue:44704", + "issue:43653|issue:44361", + "issue:45542|issue:46178", + "issue:43452|issue:43577", + "issue:43295|issue:45356", + "issue:43577|issue:43697", + "issue:43653|issue:44568", + "issue:44464|issue:44743", + "issue:43646|issue:43749", + "issue:44843|issue:44991" + ], + "prepared_review_unit_hash": "73b23b5fc3c1c443f7ab99f40cc36556c80b8bb47a4f7cd4a74d153489eef278", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35869, + "estimated_input_tokens": 8968, + "estimated_eval_tokens": 18192 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a set of mostly unrelated Hugging Face Transformers bugs/regressions. The titles span tokenizer loading, model init, processor behavior, backend/import issues, and several model-specific regressions, but none of the soft pairs look like the same concrete underlying bug.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43646 is the broadest and most representative umbrella bug in the set: a general Transformers v5 custom model initialization regression. It best matches the cluster\u2019s overall theme of v5 breakages without being tied to one niche model.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it is general enough to cover the common regression pattern, while the others are narrower model/tokenizer/backend-specific cases.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different bugs: BitNet packed-weight loading vs Perceiver image-classification resizing/interpolation behavior." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Different models and failures: Qwen3.5 num_labels propagation vs Granite Speech strict-config loading." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Different code paths: Gemma 4 mm_token_type_ids defaulting vs T5 decoder input validation messaging." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Different problems: DeepSpeed training weight-shape RuntimeError vs LayoutLMv3 error-message clarity." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Both are training/loading failures, but they involve different models and failure modes: Gemma3 ZeRO-3 loading vs trainer.evaluate after train." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Different underlying issues: position-id unexpected keys vs quantized model save/load breakage after sinq." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both concern tied weights, but the concrete behaviors differ: serialization inconsistency vs translation-model weight handling in v5." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions: v5 clean_up_tokenization_spaces behavior vs CodeLlama leading-space round-trip loss." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Different failure modes: gguf_file breaking tokenizer/model loading vs model_info() being called offline in _patch_mistral_regex." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different components: DAC latent reconstruction mismatch vs Whisper processor batch_decode skip_special_tokens handling." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Different import/runtime paths: missing PyTorch for AutoModel vs Trainer passing NoneType to _gpu_broadcast_one." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are VL processor-related, but one is batched chat templating padding while the other is video vision_position_ids correctness." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Different root causes: missing PyTorch import error vs MacOS bus error with a specific CLIP community model." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Related to loading/parallelism, but not the same bug: auxiliary-loss normalization vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Different import/dependency issues: Gemma 4 processor loading needs ReasoningEffort, while Windows ROCm issues stem from torch.distributed dependency handling." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Different failure modes: trainer lifecycle bug vs Gemma4 PLE device mismatch during forward with device_map=auto." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different regressions: zero probabilities in SIGLIP2 vs processor.tokenizer access / image-passing regression in v4.57.5." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both tokenizer-related, but one is MLukeTokenizer task AttributeError and the other is AutoTokenizer failing on FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Different save/load API issues: max_shard_size default question vs AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer bugs: BigBirdTokenizer special-token registration/empty decode vs MLukeTokenizer task AttributeError." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Different backend issues: TensorBoard without TensorFlow causing undefined tf backend vs unsupported tensorflow_text backend mapping." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Different loading issues: gguf_file breaks tokenizer/model loading vs Blip2 dtype not propagating to model.qformer." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different regressions: custom processor/tokenizer access broke in v4.57.5 vs Kimi-K2.5 tokenizer codec handling and warning regression." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Different model-specific issues: Blip2 dtype propagation vs RTDetrV2 producing different outputs in v5." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer defects: BigBird mask token not registered vs mdeberta-v3-base not adding BOS/EOS with add_special_tokens." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Different generation/model-state bugs: chunked generation with compiled forward vs Qwen3.5 recurrent states resetting with cache." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model init regression is not the same bug as FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer-loading regressions: offline mistral regex patch issue vs est-roberta tokenizer loading failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 23, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:43262", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44977", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46402" + ], + "soft_pairs": [ + "issue:43531|issue:43742", + "issue:29159|issue:33357", + "issue:45491|issue:46002", + "issue:43756|issue:46402", + "issue:43688|issue:45704", + "issue:43688|issue:45440", + "issue:43653|issue:43927", + "issue:44514|issue:45290", + "issue:43550|issue:43927", + "issue:43688|issue:45701", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:44464|issue:44977", + "issue:43643|issue:44561", + "issue:41720|issue:44464", + "issue:33666|issue:36010", + "issue:44466|issue:46050", + "issue:43742|issue:44821", + "issue:32090|issue:33666", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:43577|issue:44554", + "issue:44977|issue:46209", + "issue:43504|issue:44610", + "issue:44554|issue:46365", + "issue:43262|issue:43295", + "issue:43720|issue:43927", + "issue:45823|issue:46050", + "issue:43606|issue:43927", + "issue:43452|issue:44451", + "issue:33666|issue:36331", + "issue:43994|issue:46192", + "issue:44849|issue:46209" + ], + "prepared_review_unit_hash": "e03b66501e0823942e4bbee2da68719d6e0e3ea4e85e9a1678344e4b731f5b7d", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37638, + "estimated_input_tokens": 9410, + "estimated_eval_tokens": 19076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous bundle of unrelated issues; every soft pair looks like a topical similarity only, not the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous and the soft links are mostly superficial title similarity rather than duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue; none of the issues appears to represent the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior vs a MobileLLM loading key error; different bug classes." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency vs a MacOS bus error on CLIP; unrelated failures." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is a sliding-window attention bug and the other is a classification-head init/checkpoint issue." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping vs Sam3Model text-encoder weights not loading; different model families and fixes." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization bug vs an apex RMSNorm memory leak; unrelated code paths." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different models and different semantics: loss normalization vs remote-implementation divergence." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token registration vs DiaConfig custom token IDs lost on save/load; only broadly token-related." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both crash in apply_chat_template, but on different triggers: batched padding=False vs assistant tool-call messages with no content." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Torch.compile SDPA failure vs config token-ID persistence; unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization bug vs tokenization behavior changes across versions; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs num_labels propagation in Qwen3.5; different code paths." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba compile/SDPA failure vs MLukeTokenizer AttributeError; unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation with compiled forward vs flash-attention generation; both generation bugs, but not the same concrete failure." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code, but one is missing config fields and the other is removal of a helper API." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 device-map cudaErrorAssert vs compiled-forward chunked-generation inconsistency; different failures." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training issue vs GenerationMixin import error; unrelated." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "lm_head serialization/tied-weights behavior vs quantized save/load breakage; both persistence-related but not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM loading failure vs AutoImageProcessor URL loading; different APIs and symptoms." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast NoneType error vs Qwen2-VL multi-GPU training; same broad area only." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy field loading in Beit vs BitNet packed-weight unpacking during accelerate loading; distinct model-loading bugs." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit pretrained-load legacy field issue vs Bamba compile/SDPA failure; unrelated." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation bug vs MPS attention correctness issue; unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug vs FP8 inference failure on B200; different backend issues." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit loading legacy field vs OmDet processor/model size mismatch; unrelated." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness issue vs inability to import Trainer with datasets installed; unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio sampling-rate default vs processor.tokenizer/images regression; both processor-related but different breakages." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet accelerate loading vs DiaConfig token-ID persistence; unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-map forward mismatch vs sinq quantized save/load breakage; different problems." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in Bark vs DiaConfig token-ID loss; unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "GGUF-related tokenizer/model loading breakage vs ScandiBERT loading failure; different root causes." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training issue vs custom Trainer compute_loss signature mismatch; unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Siglip2 bad outputs vs return_tensors being ignored with text_kwargs; unrelated." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs FP8 inference on B200; different features and 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": 20, + "review_unit_index": 24, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43701", + "issue:43720", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46002", + "issue:46424", + "issue:46489" + ], + "soft_pairs": [ + "issue:43525|issue:43572", + "issue:43278|issue:43688", + "issue:43493|issue:43825", + "issue:43720|issue:44361", + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:28218|issue:33357", + "issue:44625|issue:46002", + "issue:44849|issue:45357", + "issue:43493|issue:43844", + "issue:44568|issue:46489", + "issue:45200|issue:45229", + "issue:43278|issue:43844", + "issue:39692|issue:43295", + "issue:44488|issue:44843", + "issue:43540|issue:44977", + "issue:43646|issue:44466", + "issue:44568|issue:45812", + "issue:44464|issue:46424", + "issue:43824|issue:44589", + "issue:33357|issue:33666", + "issue:44589|issue:45520", + "issue:43257|issue:43299", + "issue:43334|issue:43572", + "issue:43927|issue:44361", + "issue:43504|issue:43606", + "issue:43334|issue:45759", + "issue:45229|issue:45823", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:43575|issue:45405", + "issue:43572|issue:44291" + ], + "prepared_review_unit_hash": "3840072b76f4cd9fd9347ab6d52f1b647c482128b9e95b07775e710f55ccfbbc", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37356, + "estimated_input_tokens": 9339, + "estimated_eval_tokens": 18934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated issues that only share broad transformer/model-regression vocabulary. None of the soft-edge pairs look like the same underlying bug or change, so all should be rejected.", + "confidence": 0.9, + "canonical_issue_reason": "No single true duplicate cluster emerges; issue 45812 is the closest representative because it is the broadest, highest-impact tokenizer regression with a clear v4\u2192v5 failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the best overall issue representative: concrete user impact, regression framing, and the broadest scope among the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are config attribute regressions, but they affect different models and different missing fields (`pad_token_id` vs `pad_token_idx`) with no shared code path shown." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "One is an embedding dtype mismatch during evaluate; the other is auxiliary-loss normalization. Different symptoms and subsystems." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch and a pipeline translation error message are unrelated bugs." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Accelerate loading of packed BitNet weights vs tokenizer task AttributeError are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model-loading failure and a dependency-version bump are not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Documentation example errors and SigLIP2 HF-vs-JAX discrepancy are different issues." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer whitespace behavior and a MacOS bus error on CLIP are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "`num_labels` propagation in Qwen3.5 and NaNs in classification heads are different failure modes." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Output-hidden-states behavior and incorrect visual-encoder save keys are separate Qwen3.5 bugs." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and DeepSpeed gradient explosion are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and distinct tokenization failures." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only mm_token_type_ids defaults and multi-GPU CUDA OOM are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Evaluate-time dtype drift and ZeRO-3 gradient growth are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "A broken doc example and a regression in processor/tokenizer behavior are not the same underlying issue." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading a specific model failing and an offline-mode tokenizer patch issue are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and flash-attention generation in Qwen3.5 are different code paths." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and model-device-dependent lm_head serialization are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different concrete failures." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation with compiled forward and cache-length handling are separate concerns." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2.5-VL import and Float8 storage lookup errors are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error on a CLIP model and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and Python 3.13 flash_attn import handling are different bugs." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and Qwen3VL MoE loading are related only by model family, not the same failure." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL and missing pad_token_idx on StableLmConfig are distinct model/config regressions." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig token-ID persistence and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Beit semantic-segmentation legacy-field loading and Bark CPU-offload device mismatch are separate bugs." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is a missing config attribute and the other is from_config not unwrapping text_config." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Multi-GPU OOM and PLE device mismatch during forward are different failure modes." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failing janus image-generation test and a dependency version bump are not the same bug." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "TP-induced OOM on Qwen2-57B and a PEFT minimum-version bump are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx and init_empty_weights receiving an unexpected argument are different compatibility 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": 20, + "review_unit_index": 25, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43065", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44186", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44734", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46285", + "issue:46369" + ], + "soft_pairs": [ + "issue:44493|issue:46285", + "issue:43606|issue:44112", + "issue:43504|issue:43653", + "issue:44464|issue:45584", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:45588|issue:46050", + "issue:29942|issue:30333", + "issue:44423|issue:44734", + "issue:43844|issue:44964", + "issue:43065|issue:46369", + "issue:42490|issue:43696", + "issue:45406|issue:46121", + "issue:29159|issue:32090", + "issue:28218|issue:34567", + "issue:45084|issue:45520", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:43540|issue:45200", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:43493|issue:43701", + "issue:37428|issue:43957", + "issue:44186|issue:46192", + "issue:44521|issue:45290" + ], + "prepared_review_unit_hash": "278f8e2b89352882816713f371019683b7177f89a5ecd484ae0d9e24416bccfd", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34776, + "estimated_input_tokens": 8694, + "estimated_eval_tokens": 17644 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated Transformers bugs. None of the soft pairs look like the same underlying defect/change, so I would not merge any of them as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43957 is the best anchor: it describes a broad, concrete model-loading regression with `torch.device(\"meta\")` and clear examples, making it the most representative issue in this mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43957 has the strongest global triage value because it is reproducible, well-scoped, and impacts multiple models through one loading path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Different bugs: one is a positional-id/key mismatch across many models, the other is a CLIP text-model structure inconsistency." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to a stale GraniteSpeech CI test." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different components and failure modes: BEiT legacy-field loading vs BigBirdTokenizer special-token decoding." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation and Whisper empty-transcription handling are separate code paths." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 bad outputs are not the same issue as the generic unexpected key/position-id problem." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both touch quantization/offload, but one is an offloading behavior bug and the other is a save/load regression for sinq quantization." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sinkless-model crash is unrelated to sinq quantized model persistence." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow job-reporting are unrelated subsystems." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve-related, but one is multimodal input handling and the other is KV-cache continuation indexing." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed gradient growth and Phi-4 multimodal loading are different failure classes." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "A dummy Conv2d implementation is not the same as a memory-overflow report for the same model family." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warnings are unrelated to a GPT-oss-20b OOM." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4 serve tokenizer state and rope-parameter JSON type handling are separate bugs." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to Trainer GPU broadcast NoneType errors." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Added-token spacing and TrainerState token-count tracking are different defects." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Torch compile template-node errors are unrelated to flash_attn import-key errors." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "An MPS attention correctness issue is not the same as a flex_attention import-version check bug." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to Gemma4 text-only mm_token_type_ids defaults." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma4, but one is token-type defaults and the other is a forward device-mismatch bug." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches and Wav2Vec2 save/tokenization failures are different code paths." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-support import errors are separate from meta-device model-loading regressions." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on padding/truncation are not the same as return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is all-zero multimodal assistant masks and the other is a crash on tool-call messages with no content; too different to merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 26, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43295", + "issue:43334", + "issue:43388", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44466", + "issue:44554", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44987", + "issue:45127", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46512" + ], + "soft_pairs": [ + "issue:43232|issue:44849", + "issue:45823|issue:46192", + "issue:43295|issue:43450", + "issue:43295|issue:44610", + "issue:45381|issue:46209", + "issue:43295|issue:43873", + "issue:44554|issue:45356", + "issue:39692|issue:46192", + "issue:43572|issue:44987", + "issue:45520|issue:46178", + "issue:43550|issue:43844", + "issue:44466|issue:45127", + "issue:43572|issue:43957", + "issue:37428|issue:43824", + "issue:44898|issue:45412", + "issue:43950|issue:46285", + "issue:43450|issue:43575", + "issue:45200|issue:45325", + "issue:42490|issue:43493", + "issue:44792|issue:45563", + "issue:43452|issue:46512", + "issue:43334|issue:43525", + "issue:42915|issue:43824", + "issue:38175|issue:43493", + "issue:43824|issue:43975", + "issue:28218|issue:35141", + "issue:43388|issue:43526", + "issue:43653|issue:44112" + ], + "prepared_review_unit_hash": "abd2922781adee250ded438b54fb04721bbfe707921939c209ea5f50a5942aad", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36535, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly superficially similar transformer regressions (loading, tokenization, processors, generation), but the soft pairs point to different concrete failures and code paths, so I did not merge any of them.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43950 is the strongest standalone bug report here: a concrete v5 regression in `from_pretrained()` that silently corrupts non-persistent buffers, with broad impact and clear actionable semantics.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best overall representative because it describes a precise, high-severity loading regression rather than a model-specific symptom or a documentation/test-only failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Both are generation-related, but one is about `_update_model_kwargs_for_generation` after `sync_gpus` and the other is a Qwen3.5 `output_hidden_states` bug; different code paths and symptoms." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device-mismatch in Gemma4 forward is unrelated to `return_tensors` being ignored when `text_kwargs` is passed." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both involve processors, but one is a regression around `processor.tokenizer` / passing images to tokenizer, while the other is a batched video-shape bug." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Different processor bugs: tokenizer/image handling versus OmDet-Turbo producing the wrong input resolution." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL vision position IDs and FP8 inference on B200 are unrelated failures." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer API regression is not the same as quantization offloading behavior." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression are different subsystems and bugs." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 are unrelated to `return_tensors` being ignored in processor kwargs handling." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading regressions, but one is missing `pad_token_idx` in StableLmConfig and the other is a specific `physical-intelligence/fast` load failure." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "These are different backend/import errors (`flash_attn` on Python 3.13 vs `tensorflow_text` in BACKENDS_MAPPING`)." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Torch.compile/SDPA failure in Bamba-9B-v2 is not the same bug as DeepSpeed ZeRO-3 gradient growth." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied weights by device and LoRA merge collapse with extended vocab are distinct issues." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing `pad_token_idx` in StableLmConfig is not the same as meta-device loading breaking some models." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but they involve different missing symbols from different modules." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution/interpolation failure and RT-DETR memory release are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Both are model-loading regressions, but one is silent buffer corruption while the other is a structural API inconsistency in CLIP text models." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape mismatch is unrelated to tensor-parallel OOM when loading Qwen2-57B." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 `mm_token_type_ids` defaulting and Qwen2.5-VL still-image temporal position scaling are different multimodal bugs." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "A trailing-slash local-path import warning is unrelated to the SigLIP2 HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image generation test failure and a stale paged-generate warning are not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "GGUF loading breakage in `from_pretrained()` is different from `from_config(dtype=...)` leaving `model.config.dtype` stale." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing `pad_token_id`, but they affect different configs/models and there is no evidence of the same root cause." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe failing with FineGrainedFP8Config is unrelated to the Qwen2.5-VL import error." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one reports zero probabilities and the other a broader implementation discrepancy; too little evidence they are the same underlying bug." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a Qwen2.5-VL class and DeepSeek-Coder detokenization regression are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after an added token and embedding reinitialization after resize/tied-weights are different behaviors." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Distributed metric gathering dropping labels and `BeitImageProcessorFast.reduce_labels` truncating labels are different label-handling bugs." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI device-override test 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": 20, + "review_unit_index": 27, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44448", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44857", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46512" + ], + "soft_pairs": [ + "issue:43278|issue:43856", + "issue:43526|issue:46192", + "issue:41720|issue:46209", + "issue:44442|issue:45198", + "issue:43262|issue:43450", + "issue:45520|issue:46170", + "issue:38175|issue:45412", + "issue:43819|issue:44112", + "issue:44561|issue:46234", + "issue:44206|issue:45584", + "issue:45759|issue:46285", + "issue:45290|issue:46326", + "issue:43827|issue:43901", + "issue:44610|issue:44857", + "issue:44514|issue:44521", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:43335|issue:43550", + "issue:43611|issue:46402", + "issue:43606|issue:45083", + "issue:37428|issue:43425", + "issue:45759|issue:46512", + "issue:29942|issue:32090", + "issue:44448|issue:44743", + "issue:45200|issue:45588", + "issue:43335|issue:43653" + ], + "prepared_review_unit_hash": "67f277895c17a296e3845bd7449be2ebd8ab459108afb420d8048898c82bf9e1", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35069, + "estimated_input_tokens": 8768, + "estimated_eval_tokens": 17792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly distinct Transformers bug reports spanning different subsystems (chat templates, vision/audio processors, model loading, flash attention, training, and CI). I do not see any pair that clearly represents the same underlying bug/change, and there are no PRs in the cluster.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 44521 is the broadest and most central runtime bug report here: it has the most discussion/inbound references and targets a core multimodal chat-template path, making it the best representative issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the strongest issue candidate overall because it is an active, user-facing multimodal regression with broader applicability than the more narrow edge-case reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different problems: dtype drift between train/eval vs MoE memory inefficiency." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Unrelated processor bugs: label reduction vs return_tensors being ignored." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are GPU/runtime failures, but on different models and failure modes; not the same bug." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model issues affecting different components and behaviors." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate bug vs batched video shape bug." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different import/runtime failures on different platforms and dependencies." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Model output correctness bug vs memory release/GC leak." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different subsystems: DAC latent reconstruction vs GraniteSpeech CI override failure." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both are missing-import style reports, but they concern different removed/absent symbols and model paths." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different audio/text preprocessing failures with no clear shared root cause." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Separate model/config consistency issues; not the same code-path problem." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve apply_chat_template, but they are different edge cases with different triggers and failures." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs complaints, but they cover different deprecated APIs and different pipeline behaviors." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different vision/model bugs: wrong processor output size vs AMP/CUDA loss crash." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Batched-input crash vs incorrect assistant mask generation; related area but not the same concrete bug." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different model/helper issues with no shared failure mode." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different detection/training problems affecting unrelated logic." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different bugs in different models/tokenizers; no shared underlying defect." + }, + { + "left": "issue:43611", + "right": "issue:46402", + "accept": false, + "reason": "Different loading regressions: base_model_prefix handling vs Sam3 text encoder weights not loading." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Device-offload mismatch vs feature-extraction length helper behavior." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Flash-attention import symbol regression vs Torch 2.10 compatibility claim." + }, + { + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "Both involve config/from_config, but one is multimodal text_config unwrapping and the other is stale dtype metadata." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention test failures vs Trainer broadcast TypeError are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different generation/regression behaviors in different model paths." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different multimodal processor and flash-attention sink-related crash." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer config bug vs tokenizer special-token registration 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": 20, + "review_unit_index": 28, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:45920", + "issue:46192", + "issue:46234" + ], + "soft_pairs": [ + "issue:45127|issue:45245", + "issue:43550|issue:44112", + "issue:44855|issue:45083", + "issue:37428|issue:44351", + "issue:43335|issue:43504", + "issue:43819|issue:44493", + "issue:43278|issue:43825", + "issue:39692|issue:43526", + "issue:44206|issue:45823", + "issue:29127|issue:32090", + "issue:26413|issue:31501", + "issue:45588|issue:45859", + "issue:43335|issue:45083", + "issue:43720|issue:44112", + "issue:45459|issue:46234", + "issue:45310|issue:45478", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:45290|issue:45381", + "issue:39692|issue:44493", + "issue:44448|issue:44779", + "issue:43606|issue:44857", + "issue:34689|issue:35141", + "issue:42490|issue:43854", + "issue:44360|issue:44561", + "issue:44857|issue:45072", + "issue:38175|issue:44493", + "issue:28218|issue:32090", + "issue:45920|issue:46192", + "issue:40444|issue:43526" + ], + "prepared_review_unit_hash": "75758e6ae6071f16f485c0ad99a716406a6e3b84595508fcc8b6501e19d99541", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36962, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated issue reports across different bugs and subsystems. Only the two identical Qwen3.5 MoE from_pretrained reports look like true duplicates; the rest are too semantically distant to merge.", + "confidence": 0.95, + "canonical_issue_reason": "Pick issue:45310 as the canonical issue: it is the earlier report of the Qwen3.5 MoE from_pretrained regression and has essentially the same title/root problem as 45478, making it the best anchor for the duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45310 is the best representative because it states the concrete regression clearly and is the original of the only true duplicate pair in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "Different failure modes: LoRA/vocabulary merge collapse vs category-count limit in labeling." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "One is an SDPA/torch.compile model bug; the other is a CI stale device-override test failure." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated models and code paths: DebertaV2 import parsing vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different modules; not the same underlying bug." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs BEiT legacy-field loading issue." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent decoding mismatch is unrelated to position-id key warnings." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during eval vs a pipeline error-message regression." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/quantization issues are unrelated to BEiT fast image processor label handling." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different models and bugs: unsupported feature extractor arg vs device-mismatch forward pass." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMV3 error-message clarity vs Trainer NoneType broadcast failure." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint resume iterator exhaustion is not the same as FineWeb training not starting." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention sinkless-model crash vs Qwen3_5Moe rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different bugs in different subsystems; config creation vs helper length computation." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading bug vs GraniteSpeech stale CI override test." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error masking vs missing import_utils symbol; different fixes." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same Qwen3.5 MoE from_pretrained regression title and underlying failure." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and GraniteSpeech CI failure are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Config bug vs missing auxiliary losses in D-FINE; different code paths." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash vs Qwen2.5-VL video position-id issue." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation/model-processor mismatch is not the same as unexpected position-id keys." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output divergence vs DeepSeek tokenizer regression; distinct tokenizer/model behavior." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU-offload device mismatch vs AMP float16 loss crash; different runtime paths." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision load regression vs post_init reinitializing output embeddings." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path import warning vs GLM-4.7-Flash unit-test load failure." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation issue is unrelated to removal of is_torch_fx_available." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype/device mismatches affecting different models and execution modes." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero-probability SigLIP2 issue is not the same as unexpected position-id keys." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug is unrelated to Trainer broadcast NoneType error." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong AutoTokenizer IDs across models vs return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image fine-tuning failure vs BEiT Fast reduce_labels bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge calls. The only clearly duplicate pair here is issue:45310 and issue:45478, which have identical titles and a strong similarity score, so choosing 45310 as canonical is reasonable. The remaining pair verdicts are appropriately cautious given the titles/body summaries available." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 29, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:27957", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43746", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:46209", + "issue:46399" + ], + "soft_pairs": [ + "issue:43701|issue:45083", + "issue:44977|issue:45229", + "issue:44448|issue:44977", + "issue:32090|issue:33357", + "issue:29942|issue:35141", + "issue:43746|issue:46209", + "issue:44855|issue:46399", + "issue:43550|issue:45083", + "issue:42490|issue:43575", + "issue:43927|issue:45698", + "issue:10000|issue:15354", + "issue:27957|issue:34689", + "issue:44561|issue:44779", + "issue:37428|issue:44987", + "issue:43873|issue:45229", + "issue:43278|issue:43329", + "issue:44857|issue:45588", + "issue:41720|issue:45229", + "issue:44977|issue:45563", + "issue:44568|issue:45491", + "issue:43278|issue:43381", + "issue:45588|issue:45823", + "issue:43976|issue:45440", + "issue:45372|issue:45588", + "issue:43412|issue:45588", + "issue:45372|issue:45406", + "issue:44448|issue:44466", + "issue:45198|issue:45803", + "issue:25251|issue:32090", + "issue:45245|issue:45563", + "issue:32090|issue:33290" + ], + "prepared_review_unit_hash": "a0eb75a583b492787f9b8ed3f56d76175f1baeaeebdf15e0a5c9be010ba0f35b", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37166, + "estimated_input_tokens": 9292, + "estimated_eval_tokens": 18840 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set: the items span unrelated bugs in tokenization, flash-attention, model loading, quantization, export, and training/runtime behavior. None of the soft pairs look like the same underlying bug or change, so no mergeable duplicate canon emerges.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits the cluster: the soft-linked items describe different code paths and failure modes, so choosing one would incorrectly collapse unrelated reports.", + "canonical_pr_reason": "No pull requests are present in the cluster.", + "best_issue_reason": "No issue is a strong global canonical candidate because there is no coherent duplicate group; the pairwise similarities are title-level only and the underlying problems differ.", + "best_pr_reason": "No pull requests are present in the cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch on resume_from_checkpoint is unrelated to qwen3_omni_moe feature-extraction length behavior." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation issues for Qwen3.5 are not the same bug as Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output differences are a different problem from Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to the MacOS bus error with a community CLIP model." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash-Attention 2 test failures are unrelated to token embedding reinitialization after resizing." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT local checkpoint loading is not the same as FP8 inference failure on B200/SM100." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 IndentationError in a JIT-scripted model is unrelated to a rotary-pos-emb registration decorator bug in Qwen3.5." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is not the same as qwen3_omni_moe feature-length calculation behavior." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash local path import warning is unrelated to tensor-parallel loading OOM for Qwen2-57B-A14B." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "DiaConfig custom token ID loss after save/load is a different bug from loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel error and GeneratorExp/JIT export error are different model/runtime failures." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 90B Vision model-loading regression are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available affecting trust_remote_code is unrelated to DeepSeek tokenizer output changes." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Missing _flash_supports_window_size import and transformers>=5.1.0 load failure for physical-intelligence/fast are different import/load issues." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading behavior and Gemma4 multi-GPU CUDA OOM are not the same failure mode." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift between train/eval is unrelated to undefined variables in the video branch of _get_num_multimodal_tokens." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss AMP/CUDA crash is not the same as the flash_attention.py s_aux=None AttributeError." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 device-mapping cudaErrorAssert and Gemma4 multi-GPU CUDA OOM are different GPU placement/runtime problems." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure is unrelated to the stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "mdeberta-v3-base special-token handling is unrelated to Gemma3 sliding-window NaN embeddings." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Training-to-eval embedding dtype change is not the same as gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "A flash_attention.py crash on sink-less models is unrelated to Gemma4 PLE device mismatch under device_map=auto." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility for Transformers 5.1.0 is unrelated to DeepseekV3 MoE divergence from the remote implementation." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor loading import failure is unrelated to the flash_attention.py s_aux=None crash." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n executorch export failures are unrelated to the flash_attention.py AttributeError." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor import failure is not the same as transformers serve crashing because Gemma4Processor lacks _tokenizer." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus output changes and lm_head.weight serialization inconsistency are different v5 regressions." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure is unrelated to FuyuBatchFeature bare-except error handling." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior is unrelated to the Trainer NoneType broadcast error." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count RuntimeError is unrelated to a stale warning in paged generate()." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error is unrelated to Adafactor OOM under deepspeed." + } + ] + }, + "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": 20, + "review_unit_index": 30, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46121", + "issue:46369" + ], + "soft_pairs": [ + "issue:43653|issue:44743", + "issue:42490|issue:43873", + "issue:43065|issue:45412", + "issue:44206|issue:44479", + "issue:33357|issue:39692", + "issue:43065|issue:43994", + "issue:44361|issue:45198", + "issue:29127|issue:34567", + "issue:44186|issue:45198", + "issue:43611|issue:46121", + "issue:42915|issue:42994", + "issue:44871|issue:44977", + "issue:45459|issue:45712", + "issue:43278|issue:43575", + "issue:45412|issue:46369", + "issue:29942|issue:30064", + "issue:45372|issue:45459", + "issue:43994|issue:45412", + "issue:43381|issue:43701", + "issue:43066|issue:44462", + "issue:43756|issue:45440", + "issue:44265|issue:45198", + "issue:43653|issue:44442", + "issue:43421|issue:45491", + "issue:27957|issue:29942", + "issue:29127|issue:33357", + "issue:45440|issue:45593", + "issue:43994|issue:46369", + "issue:43526|issue:45834", + "issue:43526|issue:44186", + "issue:29127|issue:35141", + "issue:43824|issue:44279" + ], + "prepared_review_unit_hash": "fcb533f13885723d28301aad01678cf1ed00841d23027992e7bb8dbfd357644a", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36636, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous, and none of the soft pairs look like the same underlying bug or change with enough specificity to merge them. The strongest anchor issue is the broad model-loading regression in transformers 5.0.0.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43611 is the broadest and most central bug report in the set: a concrete Transformers 5.0.0 model-loading regression affecting the common `base_model_prefix` path, making it a reasonable dedupe anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the most generally useful issue to keep as the representative bug: it is specific, user-facing, and plausibly impacts many models through a shared loading code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token decode bug vs Qwen recurrent-state reset bug; unrelated code paths and symptoms." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Path-with-slash import warning is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder is not the same as RT-DETR memory not being released." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Different regressions in different components/models; not the same concrete failure." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error with a community CLIP model is distinct from SigLIP2 documentation example errors." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Placeholder layer implementation is unrelated to SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are different tokenizer/model bugs." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "Clarity of a LayoutLMv3 error message is not the same bug as TrainerState token counter not updating." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base-model-prefix loading regression is a different problem from rope-parameter JSON list handling." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FP8 failure and quantized model saving failure are different quantization issues." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "EOS token config mismatch is not the same as flash-attention generation regression." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "protobuf-hidden tokenizer errors and leftover dummy classes are separate maintenance/runtime issues." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to tensor-parallel OOM on Qwen2-57B." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Memory leak on deletion is not the same as model memory overflow during SAM3-liteText inference." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are different feature areas." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "ReasoningEffort import failure affects Gemma 4 processor loading; protobuf exception masking is a separate tokenizer error-handling bug." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference quality bug is unrelated to RT-DETR object lifetime/memory release." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is not the same as checkpoint key mismatch on resume." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and ignoring repository tokenizer.json are distinct tokenizer-loading issues." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer count mismatch is unrelated to DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure on torch_compilable_check is unrelated to Wav2Vec2 save/tokenization problems." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird mask-token decode issue and AutoTokenizer loading FastSpeech2ConformerTokenizer are different failures." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor update bug is unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support issue is not the same as generic Flash Attention 2 test failures." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Remote-vs-native DeepSeekV3MoE divergence is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 incorrect outputs and SAM3-liteText memory overflow are distinct model bugs." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR index error are not the same underlying issue." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "reduce_labels returning one label and LayoutLMv2Tokenizer crashes are different processor/tokenizer defects." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error clarity and output embedding reinitialization after resize are unrelated bugs." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific Qwen2.5-VL import error and a generic dependency issue are not the same concrete 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": 20, + "review_unit_index": 31, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45245", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45859", + "issue:45907", + "issue:46121", + "issue:46399" + ], + "soft_pairs": [ + "issue:44625|issue:45584", + "issue:43575|issue:43701", + "issue:44442|issue:45072", + "issue:42915|issue:43931", + "issue:42490|issue:43381", + "issue:43575|issue:44387", + "issue:43761|issue:45859", + "issue:46121|issue:46399", + "issue:43526|issue:44857", + "issue:43334|issue:43531", + "issue:44977|issue:45245", + "issue:43262|issue:44206", + "issue:44464|issue:45491", + "issue:27957|issue:29127", + "issue:27957|issue:33290", + "issue:45588|issue:45600", + "issue:44743|issue:44811", + "issue:43646|issue:44077", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:33290|issue:34567", + "issue:43381|issue:43873", + "issue:44442|issue:44898", + "issue:44062|issue:45907", + "issue:45003|issue:45440", + "issue:43723|issue:45479", + "issue:42490|issue:44743", + "issue:43316|issue:43525" + ], + "prepared_review_unit_hash": "490b759b4e8b230283067065914aed512df836ddcc070ce079e70feef869a7f8", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35465, + "estimated_input_tokens": 8867, + "estimated_eval_tokens": 17990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set does not look like a single duplicate cluster; it is a grab bag of unrelated issues across models, tokenizer/config loading, training behavior, audio, and quantization. I would not merge any of the suggested soft pairs.", + "confidence": 0.21, + "canonical_issue_reason": "issue:43873 is the most discussion-heavy and externally referenced item in the set, so it is the best available anchor if one must pick a representative issue. That said, the overall group is too heterogeneous to have a strong canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest single issue candidate by activity and inbound references, but it is not truly representative of the whole set because the set is not a coherent duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failures: Qwen3.5 config propagation vs Whisper empty-transcription generation." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM on tensor-parallel model load is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading bug vs dtype mismatch in bf16 inference; different code paths." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are different model/config issues." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning is unrelated to gradient checkpointing in eval mode." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but one is TP load OOM and the other is int4 reserved-memory regression; not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden-states regression and Qwen3.5Moe CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-validation TypeError and missing decorator for apply_rotary_pos_emb are different implementation problems." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL text config is different from sliding-window behavior in Qwen3-MoE." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation regression and category-cardinality RuntimeError are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default and unsupported center argument in feature extraction are different bugs." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as Gemma3 NaN embeddings from sliding-window padding." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "XLMRoberta flash-attention support and LayoutLMv3 box-validation messaging are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention 2 support and deepspeed Adafactor OOM are different problems." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention sinkless-model crash and removed-config CI breakage do not share the same code path." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "General Transformers 5.0 custom initialization breakage is broader than the PatchTSMixer post_init-specific change." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor/deepspeed OOM and Llama 3.2 Vision model-loading regression are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM during optimizer use is unrelated to output embedding reinitialization after resize." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Memory exhaustion and TrainerState token-count tracking are different issues." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to quantization offloading behavior." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver image-resolution failure are different subsystems." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-argument duplication is unrelated to list_repo_files revision forwarding." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access and DeepseekV3MoE divergence are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and zero-loss single-label classification are different bugs." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Import-path trailing-slash warning is unrelated to Qwen3.5 recurrent-state reset." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Llama4Config missing pad_token_id are similar in theme 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": 1, + "component_count": 20, + "review_unit_index": 32, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:34689", + "issue:42175", + "issue:42617", + "issue:42796", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43701", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46421", + "issue:46506" + ], + "soft_pairs": [ + "issue:42175|issue:46234", + "issue:43761|issue:44079", + "issue:34689|issue:43611", + "issue:43720|issue:44442", + "issue:43232|issue:43388", + "issue:43931|issue:45216", + "issue:43761|issue:44188", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:42907|issue:45698", + "issue:44442|issue:45803", + "issue:44987|issue:46178", + "issue:42796|issue:45290", + "issue:43873|issue:44871", + "issue:43749|issue:43931", + "issue:44464|issue:46421", + "issue:43316|issue:45759", + "issue:43701|issue:46506", + "issue:44190|issue:44496", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:46234|issue:46291", + "issue:43295|issue:43825", + "issue:25251|issue:28282", + "issue:43550|issue:43701", + "issue:42617|issue:43575", + "issue:43606|issue:43701" + ], + "prepared_review_unit_hash": "44034fce83313b3242ab5dfb66ac33560fe4e2862fc9207ed3184debaf660f7f", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35963, + "estimated_input_tokens": 8991, + "estimated_eval_tokens": 18238 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate: these issues span unrelated bugs in loading, generation, tokenization, offloading, config, and docs. I would not merge any of the proposed pairs.", + "confidence": 0.57, + "canonical_issue_reason": "If one issue must represent this heterogeneous set, issue 43749 has the strongest discussion/inbound-reference activity and broad loading impact, but it is only a pragmatic representative, not a duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43749 is the best single representative by activity and breadth, though the set is too mixed to form a real issue cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Both concern import/backend availability, but one is about TensorFlow not being included in a torch install extra and the other is a missing import_utils symbol; different failures." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "The first is a CLIPVisionModel hidden_states regression; the second is ModelOutput key assignment logic. Related area, but not the same bug." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are model-loading regressions, but they describe different breakages and different code paths." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "One is accelerate loading of packed BitNet weights; the other is AutoTokenizer failing for a specific tokenizer class. Unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs after sync_gpus and metric gathering of tuple labels are separate runtime paths with different symptoms." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Shape-mismatch loading of a Qwen3-VL model is not the same as a save_pretrained regression for Qwen3.5 checkpoints." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden_states=None in CLIPVisionModel and attention-kernel divergence under torch.compile are unrelated regressions." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTST post_init validation and a video-input regression affect different models and code paths." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "A SigLIP2 implementation discrepancy and stale docs referencing pipeline() are not the same underlying issue." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load flows, but one is about failing to save dequantized models and the other about loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and a bare-except bug in Fuyu tensor conversion are distinct problems." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model loading failure for one repository and an import_utils backend mapping error for tensorflow_text are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:45290", + "accept": false, + "reason": "Tokenizer BPE marker handling and chat-template crashes on tool-call assistant messages are different tokenizer bugs." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offload behavior and Gemma eos_token_id mismatch are separate issues." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and a specific Qwen3-VL shape mismatch are different loading failures." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Chunked generation output inconsistency and cache lazy-init recompilation are both compile/chunked-prefill related, but they are different bugs." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "These are different API discrepancies involving different config classes and different model families." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch and CPU/CUDA result divergence are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "A local-dataset training script issue and an unrecognized model config error are not the same failure mode." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code missing fields and GPTNeoX rotary_pct reset are separate config-loading issues." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import parsing failure and DeepSpeed ZeRO3 deque pop error are unrelated." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing is_falcon_mamba_ssm_available and kernels v0.15 import failure are both import-related, but the concrete breakages differ." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression and a misleading pipeline error message are different v5 regressions." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "top_k nesting behavior in pipeline and an AutoModel PyTorch ImportError are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and resume_from_checkpoint key mismatch are different subsystems." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel execution failure and tp OOM on Qwen2-57B are both distributed-loading problems but not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and checkpoint key mismatch 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": 20, + "review_unit_index": 33, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:27957", + "issue:32090", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43646", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:44077", + "issue:44162", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45127", + "issue:45200", + "issue:45584", + "issue:45632", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46365", + "issue:46369", + "issue:46424" + ], + "soft_pairs": [ + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:16998|issue:22355", + "issue:43316|issue:43716", + "issue:45632|issue:46424", + "issue:44610|issue:46369", + "issue:43295|issue:44871", + "issue:42175|issue:43316", + "issue:43650|issue:46202", + "issue:45803|issue:46365", + "issue:44871|issue:45584", + "issue:44077|issue:44534", + "issue:43065|issue:44617", + "issue:43540|issue:44514", + "issue:44162|issue:44792", + "issue:45803|issue:46170", + "issue:44871|issue:46050", + "issue:41950|issue:43475", + "issue:43646|issue:44913", + "issue:43404|issue:43441", + "issue:43452|issue:44496", + "issue:43761|issue:44479", + "issue:45127|issue:45200", + "issue:43388|issue:43688", + "issue:43673|issue:44743", + "issue:43572|issue:46178" + ], + "prepared_review_unit_hash": "60bb6fa6239a3b6ba62891230466edcaa3f8307351f31176672644ceb90b7c8c", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35326, + "estimated_input_tokens": 8832, + "estimated_eval_tokens": 17920 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set: it mixes unrelated bugs across model configs, processors, training, packaging/imports, and backend-specific regressions. None of the soft pairs look like the same underlying defect or change.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a true canonical for this cluster because the items are heterogeneous. If a placeholder is needed, issue 45584 is the most active/open entry with the most inbound references, but it is not a thematic match for the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45584 is the best placeholder only by engagement and recency; it is not a strong representative of the overall set because the cluster lacks a shared bug theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Different failures: tensor-parallel OOM on Qwen2-57B vs a KeyError while loading MobileLLM." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated problems: FlashAttention support for XLM-Roberta vs Trainer distributed broadcast NoneType error." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model max-length question is unrelated to a missing transformers.onnx import." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Different models and bugs: Gemma3 config API mismatch vs Mistral-3 dtype mismatch." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to max_cache_length behavior in quantized cache." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor image-size bug vs Sam3 LiteText memory overflow; different code paths and symptoms." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression is not the same as Gemma eos_token_id inconsistency." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging/backend dependency issue vs model config API discrepancy; not the same bug." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Placeholder issue title is unrelated to Gemma pipeline roundtrip tokenization failure." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors is unrelated to Trainer import failing due to datasets." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos-token config mismatch and Whisper empty-transcription failure are different bugs." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init restriction is unrelated to non-persistent buffer initialization junk." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is a model-architecture issue, not the Sam3Video OOM problem." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe is different from batched chat-template padding crash." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 model breakage is unrelated to a janus image-generation test failure." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Exception handling bug is unrelated to Windows ROCm import/type dependency issues." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "EOS-token config mismatch is not the same as sinq quantized save/load corruption." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor lookup bug is unrelated to Sam3Video missing output attribute." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Broad v5 initialization regression is not the same as GPTNeoX rotary_pct not persisting." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying bug in Mistral3ForConditionalGeneration is different from FlashAttention failure in Ministral-3." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Tokenizer/gguf loading breakage is unrelated to an unrecognized model_type config error." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression is unrelated to Qwen video-input regression." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA extended-vocab collapse and Gemma 4 mm_token_type_ids are distinct model behaviors." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering last-batch label truncation is unrelated to auxiliary-loss normalization." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill is not the same as recurrent-state reset in Qwen3.5." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLm pad_token_idx config regression is unrelated to tensorflow_text backend registration." + } + ] + }, + "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": 20, + "review_unit_index": 34, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45245", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:46234", + "issue:46369", + "issue:46421" + ], + "soft_pairs": [ + "issue:43504|issue:45698", + "issue:45542|issue:46234", + "issue:44734|issue:45406", + "issue:44617|issue:45584", + "issue:43673|issue:46421", + "issue:43525|issue:43531", + "issue:44792|issue:44977", + "issue:45381|issue:46369", + "issue:43931|issue:44060", + "issue:44792|issue:45600", + "issue:44190|issue:44964", + "issue:44534|issue:44913", + "issue:43761|issue:44242", + "issue:45563|issue:45584", + "issue:35141|issue:42490", + "issue:44479|issue:44734", + "issue:44855|issue:45588", + "issue:43827|issue:43994", + "issue:43065|issue:44610", + "issue:41720|issue:45245", + "issue:44933|issue:45362", + "issue:44617|issue:46369", + "issue:44464|issue:45563", + "issue:43644|issue:44913", + "issue:44521|issue:45381", + "issue:43550|issue:44190", + "issue:43976|issue:44855", + "issue:44077|issue:44877", + "issue:43540|issue:44734" + ], + "prepared_review_unit_hash": "57372d897f6cc4008a2150a0dad8897beb2cc137dad5e779e317dd7661730f6a", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35636, + "estimated_input_tokens": 8909, + "estimated_eval_tokens": 18074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, but there is one clear duplicate issue pair about non-persistent buffers being filled with junk in Transformers v5. The rest of the soft pairs describe different model-, feature-, or subsystem-specific failures and should not be merged.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43644 is the better canonical issue: it is earlier, states the underlying bug clearly, and issue:44534 reads like the same regression restated with a slightly different version label.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best representative issue in this set because it cleanly captures the shared non-persistent-buffer regression and has the strongest duplicate evidence with issue:44534.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Different problems: legacy field preset loading vs. wrong custom module resolution after save/load." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Unrelated failures: TensorBoard/TF backend installation issue vs. missing import_utils helper symbol." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different serve crashes with different root causes: KV-cache tensor indexing vs. missing _tokenizer on Gemma4Processor." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Different models and symptoms: Sam3Video OOM vs. Whisper empty-transcription generation failure." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both touch chunked prefill/cache, but one is a missing cache in v5.0.0 and the other is spurious recompilation from lazy init; not clearly the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4Config missing pad_token_id and Qwen3-MoE sliding_window behavior are distinct configuration issues." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Unrelated: janus image-generation test failure vs. Qwen3.5 flash-attention generation issue." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Different multimodal regressions: Qwen2.5-VL video position ids vs. Sam3-LiteText memory overflow." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different model-loading/tied-weight problems with different error surfaces and code paths." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus test failure is unrelated to stale auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Dataset loading failure in a training example is unrelated to a multimodal model loading error." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization bug is unrelated to GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Different regressions: CLIPVisionModel hidden_states output vs. MoE load-balancing loss computation." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged-generate warning behavior is unrelated to Whisper failing on empty transcription after token alignment." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Different issues: embedding reinitialization after resize vs. path-with-trailing-slash import warning." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both involve multimodal/serve code, but the Qwen video-input regression and KV-cache continuation tensor-indexing crash are different bugs." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: TorchScript parsing/IndentationError on Python 3.13 vs. flash-attention crash on sink-less models." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is not the same as SigLIP2 producing nonsensical outputs with AutoModel/pipeline." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as processor/model input-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Completely different failures: Qwen3 auto device mapping cudaErrorAssert vs. category-count limit error." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Nonexistent import from image_utils is unrelated to Qwen3.5 chat crashing." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Related family name only; Sam3Video OOM and Sam3-LiteText memory overflow are different model-specific resource issues." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward is not the same as a stale num_return_sequences warning." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization regression is unrelated to GPTNeoXConfig rotary_pct persistence." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Assistant-mask generation for multimodal chat templates is different from Qwen2.5-VL video vision_position_ids." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba SDPA torch.compile failure is unrelated to local dataset loading in a training script." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python-version support issue is unrelated to the DebertaV2 TorchScript parse error." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init allowance for patchtsmixer and strict config rejection for granite_speech are different config-loading issues." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError is unrelated to serve KV-cache indexing crashes." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: both report Transformers v5 filling non-persistent buffers with junk, with only minor wording/version differences." + } + ] + }, + "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": 20, + "review_unit_index": 35, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43643", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46421", + "issue:46489", + "issue:46506" + ], + "soft_pairs": [ + "issue:45127|issue:45357", + "issue:25251|issue:27957", + "issue:44779|issue:46489", + "issue:43335|issue:44190", + "issue:44462|issue:45907", + "issue:42796|issue:44521", + "issue:44112|issue:45600", + "issue:44737|issue:45803", + "issue:43116|issue:44190", + "issue:45632|issue:46234", + "issue:44938|issue:45542", + "issue:43295|issue:45276", + "issue:45276|issue:45584", + "issue:43404|issue:45216", + "issue:36246|issue:41628", + "issue:45245|issue:45584", + "issue:46082|issue:46121", + "issue:36246|issue:38617", + "issue:45632|issue:46421", + "issue:42175|issue:44279", + "issue:44683|issue:45446", + "issue:44246|issue:45003", + "issue:44186|issue:44734", + "issue:41950|issue:44016", + "issue:44295|issue:46506", + "issue:43643|issue:44496" + ], + "prepared_review_unit_hash": "38b6e6ed301ddfba733ef3faa4924e89e038a162075e62e74d514b7d9a2aa55a", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35135, + "estimated_input_tokens": 8784, + "estimated_eval_tokens": 17824 + }, + "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 spanning tokenizers, import/export regressions, pipelines, and model-specific bugs. The only plausible duplicate-like pair is the DeepSeek tokenizer regression reports; everything else is too code-path- or model-specific to merge together.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44779 is the earliest and broadest report in the only plausible duplicate pair, and it describes the shared DeepSeek v5 tokenizer regression at the highest level.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the best representative issue for this cluster\u2019s only near-duplicate theme; the paired issue (issue:46489) is a narrower DeepSeek-Coder v1 manifestation referencing a gap in the same fix path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5 save_pretrained behavior, but one is LoRA/extended-vocab collapse and the other is wrong visual-encoder keys; different concrete bugs." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Unrelated problems: pipeline top_k nesting vs XLM-Roberta with Flash Attention 2." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both report DeepSeek-family tokenizer regressions on transformers v5+; the newer issue appears to be the same tokenizer code-path problem with a missing coverage gap in the prior fix." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Different subsystems and symptoms: SwitchTransformers config bug vs image-classification script dataset loading." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer repository loading bug vs list_repo_files revision forwarding; not the same underlying issue." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs multimodal assistant_masks in chat templating; distinct code paths." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI failures, but they stem from different tests and different broken references." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "CPU tensor device placement bug vs bare-except error swallowing; unrelated." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example script multi-label output bug vs local dataset loading failure; different features." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Trust-remote-code cache path collision vs missing import_utils helper; unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 load failure vs missing TensorFlow backend with tensorboard; different dependency problems." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression vs Gemma4 embedding resize inconsistency; not the same bug." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize bug vs Whisper empty transcription failure after align_special_tokens; unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Mistral3 lm_head tying bug vs Qwen3.5 save_pretrained regression; different models and code paths." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Specific Qwen2.5-VL image processor import error vs missing AutoImageProcessor export; related surface area but not the same underlying bug." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count limit error vs Whisper generation regression; unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation vs JSON-loaded rope-ignore list type handling; distinct validation paths." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports in different modules; no shared concrete bug." + }, + { + "left": "issue:45632", + "right": "issue:46421", + "accept": false, + "reason": "Cache path collision vs lazy-init recompilation issue; different mechanisms." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Packaging/backend dependency complaint vs generic dependency issue; too broad and not a shared code-path bug." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "One is a flex_attention failure on torch>=2.9, the other is a version-check bug for AuxRequest import; related area but not the same fix." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness vs unsafe sys.modules access; not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash vs serve KV-cache continuation indexing crash; different code paths." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline processor lookup bug vs notebook syntax error; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Position_ids buffer read error vs CPU/CUDA divergence in PPDocLayoutV3; different defects." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "trust_remote_code config field loss vs unrecognized model_type error; not the same problem." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: this cluster is indeed a mix of mostly unrelated issue types, and the DeepSeek tokenizer pair is the only clearly plausible near-duplicate theme. The soft-edge rejections stay conservative, and the one accepted pair is supported by the titles and issue wording without overclaiming exact identity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 36, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:32090", + "issue:35141", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44220", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44792", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46123", + "issue:46369", + "issue:46424", + "issue:46506", + "issue:46515" + ], + "soft_pairs": [ + "issue:43854|issue:44964", + "issue:44964|issue:45600", + "issue:43673|issue:46424", + "issue:44112|issue:44964", + "issue:43650|issue:44220", + "issue:44016|issue:44220", + "issue:27957|issue:35141", + "issue:43479|issue:45375", + "issue:45083|issue:46506", + "issue:43531|issue:45600", + "issue:43295|issue:45335", + "issue:43976|issue:44987", + "issue:46123|issue:46369", + "issue:43526|issue:43901", + "issue:32090|issue:35141", + "issue:28282|issue:35141", + "issue:42907|issue:43441", + "issue:43441|issue:45588", + "issue:44496|issue:45042", + "issue:44016|issue:44062", + "issue:43299|issue:45216", + "issue:44792|issue:46424", + "issue:43673|issue:44336", + "issue:43824|issue:44933", + "issue:43381|issue:45593", + "issue:43976|issue:44279", + "issue:43901|issue:44496", + "issue:42796|issue:43650", + "issue:45335|issue:45584", + "issue:44496|issue:45759", + "issue:44279|issue:46515", + "issue:44075|issue:44368", + "issue:43577|issue:45216" + ], + "prepared_review_unit_hash": "be6ba8af87aa438d089714c571258ad0e1ec8c53a601a1c616dc831f4ff0c1b9", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37527, + "estimated_input_tokens": 9382, + "estimated_eval_tokens": 19020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated Transformers bug reports with only superficial topical overlap. None of the soft pairs look like true duplicates or a single mergeable PR-sized change.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43824 is the strongest canonical anchor here: it reports a concrete, reproducible import failure, has the highest visible discussion/inbound signal in the set, and is more actionable than the broader or more ambiguous reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the best overall issue to anchor on because it has strong signal, a specific failure mode, and broad downstream impact; it is clearer and more central than the other candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading problems, but for different models and different failure modes: Qwen2.5-VL import vs Phi-4 multimodal loading." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "One is a Phi-4 multimodal load failure; the other is an auto_mappings.py CI break from removed Sam3LiteText configs." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is missing GenerationMixin cache during chunked_prefill and the other is max_cache_length behavior for quantized cache." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI device-override test failure is unrelated to a Phi-4 multimodal model loading bug." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "ADD THE DATA is too vague and unrelated to the _torch_extract_fbank_features() bug." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error is a documentation/notebook issue, not the same as the fbank feature extraction bug." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 and post_init reinitializing embeddings are different model behaviors and code paths." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both concern Phi4Multimodal config handling, but one is default init on None and the other is a missing deepstack_visual_indexes field." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "One is a helper-length calculation bug; the other is inconsistent CPU vs CUDA results for a model." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText auto-mapping refs are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and t5gemma embedding resize behavior are different bugs." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility and loading physical-intelligence/fast are not the same underlying issue." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "MaskGenerationPipeline dropping partial-batch results and sam3-litetext memory overflow are distinct failures." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "A BeitImageProcessorFast label bug and a docs mismatch for return_all_scores are not duplicates." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch import error is an environment/dependency issue, not the same as the embedding reinit bug." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both involve Ministral, but one is save/dequantization and the other is FlashAttention model loading." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "FlashAttention failure on Ministral and flash_attention.py crashing on s_aux=None are different code-path problems." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config and PIL backend image processors requiring torchvision are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error is not the same bug as AddedToken receiving duplicate special kwargs." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE load failure and Qwen3.5 save_pretrained regression are separate model-version issues." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure and cache max length handling do not share the same underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache missing in chunked_prefill and ANSI code generation in loading_report are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Qwen2.5-VL import failure and non-existent image_utils import are both import-related, but they affect different symbols and code paths." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode limitation and D-FINE auxiliary-loss behavior are different training bugs." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python compatibility failure and a generic dependency issue are too broad and unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mentioning return_all_scores and unrecognized model config are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling and the vague ADD THE DATA issue do not describe the same bug." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "t5gemma resize_token_embeddings bug and Whisper empty-transcription generation failure are different model behaviors." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model config and composite Qwen multimodal config unwrapping are separate AutoModel/config issues." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issue and torch 2.4.1 incompatibility are not the same failure." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD args not used and a tie_word_embeddings warning are unrelated optimizer/config issues." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP-2 dtype propagation and Qwen3.5 checkpoint saving are different bugs in different subsystems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 37, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44351", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45276", + "issue:45278", + "issue:45325", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46399", + "issue:46512" + ], + "soft_pairs": [ + "issue:46082|issue:46399", + "issue:45103|issue:45372", + "issue:44279|issue:45405", + "issue:44242|issue:45200", + "issue:43299|issue:45357", + "issue:41950|issue:45020", + "issue:43650|issue:46209", + "issue:38175|issue:44617", + "issue:44351|issue:45278", + "issue:44521|issue:45325", + "issue:39692|issue:43901", + "issue:43295|issue:44779", + "issue:41950|issue:45823", + "issue:44683|issue:45542", + "issue:43976|issue:45405", + "issue:44779|issue:45812", + "issue:46082|issue:46512", + "issue:43299|issue:43854", + "issue:43479|issue:43525", + "issue:44297|issue:44462", + "issue:44466|issue:45276", + "issue:44016|issue:44291", + "issue:43441|issue:45834", + "issue:45081|issue:45907", + "issue:43653|issue:45593", + "issue:42994|issue:43317" + ], + "prepared_review_unit_hash": "b6e6de7fe1a7465a459e4b0a47ba44b1a7a7779bd341b9a57847f4ce67fc48c1", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35026, + "estimated_input_tokens": 8757, + "estimated_eval_tokens": 17770 + }, + "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 regressions, tokenizer/config bugs, and docs/test issues. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.76, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the broadest representative of the version-regression theme, but it is still too generic to serve as a true duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Llama head_dim validation vs Qwen3.5 kernel registration; unrelated model/config bugs." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotations crash vs mistral_common import regression in Gemma4 loading; different layers." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue vs PEFT minimum-version bump; not the same defect." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss bug vs Gemma4 mm_token_type_ids defaulting; different forward paths." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3VL load regression vs Qwen3.5 save_pretrained key serialization; related family but different failure mode." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video pipeline processor lookup vs remote_code/model loading breakage; separate code paths." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder issue title vs FP8 inference on B200; clearly unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero probabilities vs Sam3Video OOM; different symptoms and causes." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "HybridCache import error vs broad import-error report after upgrade; too generic to be the same bug." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Multimodal assistant-mask bug vs Qwen2.5-VL rope indexing; templating vs positional logic." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 docs example errors vs TextClassificationPipeline docs note; both docs-related but not the same issue." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Custom processor.tokenizer regression vs Deepseek tokenization corruption; different model and code path." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video pipeline processor lookup vs Gemma4 device mismatch; unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "flex_attention compile failure vs tensorboard-without-TF backend issue; different subsystems." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python-version incompatibility vs PEFT version bump; unrelated release problems." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Deepseek tokenization bug vs Granite token-ID regression; both tokenizer regressions but model-specific and separate." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "LlamaConfig head_dim validation vs stale dtype on config; unrelated config behavior." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL load issue vs GLM-4.7-Flash unit-test load issue; different models and failure points." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4MultimodalConfig None defaults vs Llama4Config pad_token_id missing; separate config bugs." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer-class mismatch on save vs AutoTokenizer ignoring tokenizer.json; serialization vs loading bug." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "lm_head.weight serialization bug vs Gemma4 resize_token_embeddings mismatch; different weight-sync issues." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights argument regression; unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral FlashAttention bug vs Kosmos2.5 OCR index error; different models and code paths." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral regex patch crash vs list_repo_files revision forwarding; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token bug vs D-FINE auxiliary-loss bug; completely unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized-model saving failure vs dequantized-model offload loading failure; opposite phases with different root causes." + } + ] + }, + "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": 20, + "review_unit_index": 38, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:33290", + "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:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:46291", + "issue:46399" + ], + "soft_pairs": [ + "issue:45600|issue:45712", + "issue:33290|issue:45656", + "issue:44623|issue:44749", + "issue:44261|issue:44263", + "issue:44623|issue:45397", + "issue:44361|issue:45593", + "issue:45542|issue:45800", + "issue:44016|issue:45823", + "issue:42175|issue:43976", + "issue:43441|issue:44683", + "issue:44671|issue:44779", + "issue:43723|issue:44162", + "issue:43901|issue:43994", + "issue:46291|issue:46399", + "issue:43673|issue:43761", + "issue:43525|issue:43881", + "issue:43824|issue:43976", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:44297|issue:45397", + "issue:44589|issue:45362", + "issue:43784|issue:45542", + "issue:41628|issue:43976", + "issue:44188|issue:44336", + "issue:44336|issue:44373", + "issue:45103|issue:46399", + "issue:45561|issue:45563", + "issue:44242|issue:45593", + "issue:44246|issue:44496", + "issue:44295|issue:45397" + ], + "prepared_review_unit_hash": "e55e09eecf6d2ac74ddd4733817bab3bdef11303d0d8cf96a29341fe5e607336", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36533, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose grab bag of unrelated Transformers issues, mostly model-specific regressions, import/config problems, and a few docs/packaging bugs. None of the soft pairs look like the same underlying bug or change, so I rejected all of them. If forced to pick a representative issue, the Qwen2.5-VL import error is the cleanest, most concrete user-facing regression in the group.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43824 is the most concrete, well-scoped regression here: a direct import failure for a named public API, with clear user impact and multiple references. It is a better representative issue than broader or more ambiguous reports in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the strongest standalone issue because it describes a specific broken import path, is easy to reproduce, and has a clear expected vs actual behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Different maintenance bugs: removed auto_mappings references causing CI breakage vs leftover dummy classes leaking into __dir__ and check_repo failures." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed/optimizer, but one is OOM with Adafactor while the other is double optimizer stepping; different failure modes and code paths." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "processor.save_pretrained missing files is unrelated to a v5 tokenizer performance regression during filtering." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different models and symptoms: MLA layernorm precision/config issue vs torch.split return-value handling in GlmMoeDsaIndexer." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Saving processor files and gemma-4 ZeRO3 from_pretrained are distinct loading/saving paths with different defects." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task AttributeError is unrelated to D-FINE auxiliary-loss behavior when denoising is off." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Packaging/backend mismatch with tensorboard-only install is not the same as a torch/transformers version incompatibility." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-mismatch forward bug are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Missing TensorFlow backend from torch-only install is a packaging problem, not the Python-version incompatibility described in 43976." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both are attention-related, but Ministral FlashAttention failure and compiled flex_attention failing on torch>=2.9 are different concrete bugs." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Deepseek tokenizer corruption are separate model-specific issues." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading failure and ESM2 model breakage are not the same bug or code path." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch about return_all_scores is unrelated to siglip2 producing nonsensical outputs in model/pipeline inference." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel version/revision import failure is a dependency-resolution issue, while Qwen3.5 use_kernels crashes on apply_rotary_pos_emb registration; different roots." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Missing GenerationMixin cache during chunked prefill and CLIPVisionModel hidden_states regression affect different subsystems and behaviors." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are distinct model/config issues." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "A missing public import and a Python-version support complaint are not the same underlying issue." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation wording for a pipeline arg is unrelated to intermittent import slowness." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both involve missing fields, but one is a Llama4 config attribute bug and the other is trust_remote_code returning incomplete AutoConfig objects; not the same defect." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to gemma-4 loading under ZeRO3." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Missing Float8 storage support and Qwen3.5 chat crashes are unrelated runtime errors." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError and undefined tf backend from tensorboard-only install are different import-time failures." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure is not the same as the Python3.9/3.10 support issue." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence and ANSI codes in loading_report are completely unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal color output bug and a wrong docstring for position_ids do not share the same underlying problem." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring crash under future annotations and Qwen3.5 kernel registration failure are separate areas." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist race on captured_info.txt and stale num_return_sequences warning are different test/runtime issues." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load-balancing loss when output_router_logits=False is unrelated to D-FINE auxiliary losses when denoising is off." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Intermittent import slowness and unrecognized model/config missing model_type are not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access error and gemma-4 from_pretrained with ZeRO3 are distinct failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 39, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45561", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45859", + "issue:46132", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:42491|issue:43299", + "issue:43531|issue:45362", + "issue:43526|issue:45003", + "issue:41950|issue:44220", + "issue:42886|issue:46132", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:43550|issue:46506", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44734|issue:46424", + "issue:44336|issue:46424", + "issue:45003|issue:45561", + "issue:44242|issue:44857", + "issue:44779|issue:45292", + "issue:43475|issue:46369", + "issue:45859|issue:46399", + "issue:36246|issue:43596", + "issue:44295|issue:44749", + "issue:43673|issue:44561", + "issue:43901|issue:45003", + "issue:44162|issue:45200", + "issue:43352|issue:45250", + "issue:43257|issue:45137", + "issue:44496|issue:45003", + "issue:45292|issue:45584", + "issue:45292|issue:45701", + "issue:43262|issue:44246", + "issue:45375|issue:45759" + ], + "prepared_review_unit_hash": "ae4acd6ba2a289b4becfbf7310a5cc60c7b98207dcddf502b13e79be4fdfe69b", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36318, + "estimated_input_tokens": 9080, + "estimated_eval_tokens": 18416 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most soft pairs share only a broad subsystem or model family, not the same concrete defect. I found no safe duplicate-level merges among the candidates.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 45003 is the best anchor because it is the most cross-cutting, infrastructure-level bug in the set; the rest are mostly model- or pipeline-specific and do not form a single duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45003 is the most broadly actionable and least model-specific report, so it is the best overall representative issue for this mixed group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Same model family, but different failures: LoRA loading on hf4.x/hf5.x vs Qwen3VL MoE loading on v5.0.0." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both mention Qwen models, but one is a sliding_window issue and the other is a transformers chat crash; different code paths." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to the sys.modules access problem in modeling_utils." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup and audio fbank feature extraction are unrelated subsystems." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are different problems." + }, + { + "left": "issue:44242", + "right": "issue:44871", + "accept": false, + "reason": "Router-logits load-balancing loss bug and Gemma eos_token_id mismatch are unrelated defects." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output in loading_report and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Both are runtime/backend issues, but they affect different models and different execution paths." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different packages; same symptom, not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different root causes." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "Serving KV-cache continuation indexing crash is not the same as cache max_length config handling." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "ANSI formatting in loading_report is unrelated to cache configuration semantics." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access in modeling_utils and a pytest-xdist file race are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "MoE load-balancing loss and LwDetrImageLoss AMP/CUDA crash are different bugs." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer regression and resize_token_embeddings not updating output embeddings are separate issues." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Both are SAM 3 related, but one is a missing attribute and the other is a memory overflow; not the same defect." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both touch Qwen3.5 MoE rotary code, but one is CPU-offload incompatibility and the other is a kernel registration crash; different fixes." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2_5_VL import failure and DeepSpeed ZeRO3/BertModel IndexError are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Registering position_ids as a buffer and a version-related tokenization slowdown are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Both are v5 regressions, but one is GenerationMixin cache/chunked_prefill and the other is removal of is_torch_fx_available." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch in TextClassificationPipeline is unrelated to the sys.modules access bug." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids default behavior are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A specific model lacking Flash Attention 2.0 support is not the same as a generic Flash Attention 2.0 issue title." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a ZeRO3 deque IndexError." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config handling and unsafe sys.modules access are different bugs." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Resize-embeddings/output-embeddings mismatch is not the same as a version-dependent tokenization change." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default and import slowdown are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both concern Qwen multimodal configs, but one drops a vision field via @strict while the other fails to unwrap text_config in from_config." + } + ] + }, + "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": 20, + "review_unit_index": 40, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43906", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44561", + "issue:44623", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46399", + "issue:46421", + "issue:46431", + "issue:46506" + ], + "soft_pairs": [ + "issue:44877|issue:45375", + "issue:44038|issue:46506", + "issue:44561|issue:46399", + "issue:45412|issue:46123", + "issue:45685|issue:46431", + "issue:44987|issue:45459", + "issue:44466|issue:45335", + "issue:45137|issue:45600", + "issue:44995|issue:45200", + "issue:43475|issue:43540", + "issue:44060|issue:44077", + "issue:44479|issue:46170", + "issue:43653|issue:44162", + "issue:45397|issue:45656", + "issue:42886|issue:45229", + "issue:44368|issue:44977", + "issue:43906|issue:46202", + "issue:44483|issue:46202", + "issue:44995|issue:45588", + "issue:44368|issue:45563", + "issue:43065|issue:43408", + "issue:44188|issue:46202", + "issue:43931|issue:44368", + "issue:44877|issue:46170", + "issue:45987|issue:46082", + "issue:43065|issue:46123", + "issue:44188|issue:46421", + "issue:45584|issue:46170", + "issue:44297|issue:44623" + ], + "prepared_review_unit_hash": "22ca74fea794e79840d5b8e2c1d44cfba7c211aaaa8d1c5d21c486f41e8c48eb", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35808, + "estimated_input_tokens": 8952, + "estimated_eval_tokens": 18160 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues share broad themes like model loading, config handling, tokenization, and generation, but they do not appear to describe the same underlying bugs. I found no soft duplicate pairs to merge with confidence.", + "confidence": 0.96, + "canonical_issue_reason": "No true canonical issue emerges because the items span unrelated problems. If a placeholder representative is needed, issue:45229 is the strongest standalone report by discussion and user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45229 is the most developed report in the set (highest discussion activity and a reference), so it is the best single issue to anchor the cluster, even though it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both mention strict config, but they affect different models and different failures: granite_speech loading vs a missing field on Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Unrelated bugs: a Qwen3-VL-Moe transformers 5.0 issue versus CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Different code paths and symptoms: removed is_torch_fx_available breaks trust_remote_code models, while the other is a missing decorator for apply_rotary_pos_emb in Qwen3.5 kernels." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory release on deletion is unrelated to MaskGenerationPipeline dropping results on a final partial batch." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram support for Int tensors is not the same bug as missing chat template support in a processor." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "One is a transformers>=5.1 loading failure for a specific model, the other hides tokenizer decode errors when protobuf is missing." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both touch weights, but one is device-dependent tied-weight serialization and the other is resize_token_embeddings not propagating to decoder.embed_tokens." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and a stale auto_mappings entry for removed Sam3LiteText configs are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Second-forward stale indexer cache in GlmMoeDsa is unrelated to mm_token_type_ids defaulting for Gemma 4 text-only fine-tuning." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different model families and failures: missing fpn_position_embeddings versus a Qwen3OmniMoe video ValueError." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning and patchtsmixer post_init deprecation are different issues." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "A video-input regression in Qwen VL models is unrelated to a Windows ROCm torch.distributed import/dependency problem." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are different bugs." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 zero3 loading and double optimizer stepping under DeepSpeed are different failure modes." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied_word_embeddings warning in fine-tuning is not the same as flash-attention generation failure in Qwen3.5." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Both involve tokenization-ish behavior, but one is an isolated reproduction of an external issue and the other is a Gemma pipeline roundtrip problem; insufficient evidence they are the same bug." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request validation and a Gemma roundtrip tokenization failure are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache on second forward is unrelated to flash_attention crashing on s_aux=None for sink-less models." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tied-weights warning and a stale num_return_sequences warning are different warning-path issues." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Same broad SAM3 area, but dummy Conv2d in Sam3PixelDecoder is not the same bug as the sam3_video/sam3_tracker model-type mismatch warning." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip behavior." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL-30B weight-shape mismatch is a model-loading error, not the tied-word-embeddings warning." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict granite_speech config loading and a Windows ROCm dependency/import issue are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache.get_seq_length() returning the wrong type is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "A dummy Conv2d in SAM3 pixel decoding is unrelated to MaskGenerationPipeline dropping results on the final partial batch." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Different compile-related bugs: divergent attention kernels versus spurious recompilation from cache lazy initialization." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription generation failure is unrelated to the Windows ROCm import/dependency error." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer.save_pretrained writing the wrong tokenizer_class and processor.save_pretrained missing files are separate serialization 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": 20, + "review_unit_index": 41, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43873", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44351", + "issue:44361", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45656", + "issue:45753", + "issue:46132", + "issue:46202", + "issue:46326", + "issue:46399" + ], + "soft_pairs": [ + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:44623|issue:45656", + "issue:43232|issue:43673", + "issue:43701|issue:44749", + "issue:44869|issue:45356", + "issue:44871|issue:46132", + "issue:42994|issue:43482", + "issue:45230|issue:45397", + "issue:43475|issue:43643", + "issue:28282|issue:30990", + "issue:44038|issue:44623", + "issue:42371|issue:45092", + "issue:43475|issue:45381", + "issue:41628|issue:44933", + "issue:45375|issue:45478", + "issue:45406|issue:46202", + "issue:42994|issue:43525", + "issue:43784|issue:46399", + "issue:45310|issue:45375", + "issue:43723|issue:46326", + "issue:42673|issue:43704", + "issue:43873|issue:44945", + "issue:44964|issue:45137", + "issue:43232|issue:44188", + "issue:45081|issue:45103", + "issue:41628|issue:44351", + "issue:44945|issue:45753" + ], + "prepared_review_unit_hash": "30fa43a485a9b3ad6a723e37dd27f36f51d3474fb73932e83c6c8e3bf92a3db1", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36131, + "estimated_input_tokens": 9033, + "estimated_eval_tokens": 18322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly conservative triage: the only clear duplicate in this packet is issue:42673 / issue:43704, which are the same VRAM-leak report for the same model and trigger. The other soft pairs look related by subsystem or version, but not identical enough to merge.", + "confidence": 0.82, + "canonical_issue_reason": "issue:42673 is the strongest canonical issue because it is a specific report of the Qwen3ForCausalLM VRAM leak under multiple dataloader threads, and issue:43704 is the same bug with the same title and trigger.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best issue anchor for triage because it is the clearest, most specific instance of the duplicate VRAM-leak report and cleanly represents issue:43704.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Different failures: tokenizer/task AttributeError vs a performance regression after upgrade." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are v5 breakages, but they affect different models and different failure modes." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Unrelated bugs: data filtering slowdown vs optimizer step being called twice under deepspeed." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Saving processor files and duplicate optimizer stepping are different code paths." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but the reported crashes are different and not the same concrete bug." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to the slowdown report." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer/decoding bugs with different models and triggers." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "EOS config mismatch is unrelated to AttentionInterface.register behavior." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving and GGUF loading are separate problems." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic placeholder issue vs a specific Gemma-4 ZeRO3 from_pretrained failure." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Both mention missing fields, but they are different objects and different failure locations." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "ImportError about missing PyTorch is not the same as a loading hang." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal model bugs with different symptoms and likely different fixes." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols and different modules." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a dropped config field and the other is a from_pretrained error; not the same bug." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma processor _tokenizer crash and Gemma pipeline roundtrip failure are distinct issues." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure is unrelated to missing pad_token_id on Llama4Config." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Different packages and failures: import-time nn error vs rotary-pos-emb registration error." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Related model family, but not the same concrete failure." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Generic AutoTokenizer loading issue and mistral_common continue_final_message bug are separate." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same title, same model, same VRAM leak under multiple dataloader threads; clearly duplicate reports." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior is unrelated to pipeline parallelism output corruption." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading failure is unrelated to the DeepSpeed deque error." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex crash and auto-docstring annotation crash are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing imports, but they are different missing symbols with no clear shared code path." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output corruption is not the same as an infinite loop on a specific image." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate-pair conclusion for issue:42673 / issue:43704 is grounded, but the canonical_issue_reason overstates the packet by claiming \u201cmore discussion/inbound references\u201d when both issues have inbound_references = 0. That unsupported detail is enough to reject. The rest of the soft-edge verdicts look conservative overall." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 42, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44038", + "issue:44079", + "issue:44222", + "issue:44242", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231" + ], + "soft_pairs": [ + "issue:42994|issue:43824", + "issue:44222|issue:45310", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:46077|issue:46123", + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:43504|issue:45561", + "issue:42175|issue:44933", + "issue:45561|issue:45600", + "issue:43976|issue:44933", + "issue:43278|issue:45137", + "issue:43377|issue:44242", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:30333|issue:33290", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:42222|issue:45200", + "issue:43479|issue:44079", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:44016|issue:46231", + "issue:43874|issue:45092", + "issue:43784|issue:43824", + "issue:42898|issue:44779", + "issue:44734|issue:45103", + "issue:42898|issue:45356" + ], + "prepared_review_unit_hash": "c4ebd2200a5161d469ac07be906636e650c2d6f8ca69df2c4f21d9eb9e8f4a09", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36211, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly isolated bug reports across different models, APIs, and failure modes. I did not find any soft-edge pair that clearly describes the same underlying defect closely enough to merge as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45812 is the strongest canonical issue candidate: it describes a broad, concrete, reproducible tokenizer regression with a clear v4\u2192v5 delta and wide user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best standalone issue to anchor triage because it is specific, high-signal, and clearly frames the regression for maintainers.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure and a Qwen2.5-VL import error are unrelated failure modes in different code paths." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention MoE/FP8, but one is save_pretrained on FP8 MoE and the other is from_pretrained loading for Qwen3.5; not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen variants and different symptoms; this looks like separate model-specific regression reports." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Import errors for GenerationMixin and AutoImageProcessor are distinct missing-export issues." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation KV-sync bug and a Janus image-generation test failure do not point to the same code-path problem." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy degradation is not the same as FP8 MoE save_pretrained failure." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Bidirectional-attention masking and partial-batch result dropping are unrelated pipeline/model behaviors." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Backend dependency packaging and leftover dummy-class cleanup are unrelated maintenance issues." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config loading failure and a pytest-xdist file race are completely different bugs." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy-field pretrained load failure and a parallel test race are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Missing TensorFlow backend dependency and a nonexistent image_utils import are separate packaging/import problems." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "A test-worker race on captured_info.txt is not the same as stale auto_mappings references breaking CI." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and an import-from-image_utils error are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in evaluation and DeepSpeed ZeRO3 deque underflow are different runtime issues." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Missing padding-mask support in an encoder and missing load-balancing loss in MoE routing are different defects." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "A loading hang in Sentence Transformers and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenization-space cleanup behavior and add_special_tokens not inserting BOS/EOS are distinct tokenizer behaviors." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow status reporting after failed training and an Adafactor OOM in DeepSpeed are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files and Qwen3.5 MoE from_pretrained loading failure are different save/load paths." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Default config initialization and Whisper word-timestamp decoding crashes are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken ViTPose model paths and Gemma4 mm_token_type_ids defaults are separate model-specific issues." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config defaulting and ModelOutput key assignment are different mechanisms with no clear shared root cause." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one concerns whitespace cleanup while the other concerns wrong token IDs for Granite models; not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "General AutoTokenizer loading issues and a specific mDeBERTa special-tokens regression are not the same concrete defect." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and a docstring parameter-name mismatch are unrelated documentation issues." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch count method in GLM46V and old InternVL2 meta-init incompatibility are different multimodal bugs." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-Transformers import NameError and Qwen2.5-VL import failure are unrelated import problems." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions affecting different behaviors and models; too broad to treat as one bug." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache tensor indexing and auto_docstring future-annotations handling are unrelated crashes." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Whitespace cleanup/tokenization behavior and Kimi-K2.5 codec handling are distinct tokenizer regressions, not one underlying defect." + } + ] + }, + "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": 20, + "review_unit_index": 43, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44060", + "issue:44075", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44484", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45381", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46305", + "issue:46424", + "issue:46431" + ], + "soft_pairs": [ + "issue:44295|issue:45656", + "issue:44075|issue:46231", + "issue:44060|issue:45125", + "issue:42898|issue:44448", + "issue:45405|issue:45712", + "issue:44222|issue:44297", + "issue:44933|issue:45712", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:44297|issue:45656", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:44222|issue:44623", + "issue:43479|issue:43644", + "issue:30333|issue:36331", + "issue:42831|issue:44623", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:45245|issue:46132", + "issue:46209|issue:46431", + "issue:41628|issue:42757", + "issue:43475|issue:46305", + "issue:43122|issue:46209", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:45381|issue:46305", + "issue:45071|issue:46082", + "issue:43232|issue:46424", + "issue:44206|issue:45103", + "issue:44263|issue:45092", + "issue:44222|issue:44484" + ], + "prepared_review_unit_hash": "8e09a453ea970d9f13e884328d85112f0f23afda798be6d19a028285fa32bd3a", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36223, + "estimated_input_tokens": 9056, + "estimated_eval_tokens": 18368 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated Transformers issues with only superficial topical overlap. None of the soft candidate pairs look like the same underlying bug or change, so all soft edges are rejected. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #43723 is the broadest user-facing regression in the set (tokenizer loading in v5) and is the closest thing to a representative API-breakage report among otherwise disparate issues.", + "canonical_pr_reason": null, + "best_issue_reason": "#43723 is the best representative because it is concrete, widely applicable, and sits near several other tokenizer/import-related reports without being overly model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Unrelated bugs: buffer access for position_ids vs a double optimizer-step complaint under deepspeed." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Different problem classes: SGD args not used vs documentation naming mismatch." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen-related, but one is a tied-weights warning bug and the other is missing tensor-parallel metadata; different code paths." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both mention v5 output changes, but one is about clean_up_tokenization_spaces semantics and the other is a broader model output regression; not the same bug." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A dependency version bump issue and leftover dummy classes/check_repo failure are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both involve save_pretrained, but one is FP8 MoE serialization and the other is tokenizer class metadata; different artifacts and fixes." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Import from image_utils vs dummy PT class cleanup are unrelated maintenance issues." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 model support vs MLFlow reporting on failed training jobs are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-job tracking bug vs model-loading regression for a specific Llama checkpoint; different subsystems." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata bug vs optimizer double-step bug; no shared underlying code-path." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Versioned output mismatch for a model vs behavior change in AttentionInterface.register; different features." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE marker handling vs tokenizer loading failure are adjacent topics but different bugs." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE model serialization vs processor save_pretrained missing files are different save paths and failure modes." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config default initialization bug vs non-persistent buffer junk in v5; unrelated internals." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLFlow reporting on failure vs CustomTrainer signature mismatch; unrelated training issues." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issue vs processor serialization missing files; no shared bug." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Failed-job tracking and embedding resize/reinit are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Importing transformers.onnx vs AutoModel requiring torch; both import-related but different missing-module dependencies." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category cardinality runtime error vs attention interface behavior change; unrelated." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 vs chat template availability error; different features and failure causes." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing AutoImageProcessor export vs missing is_offline_mode export; both import errors, but not the same symbol or fix." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 Video output attribute bug vs MoonshineStreaming mask off-by-one; unrelated model-specific issues." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer-output regression across versions vs FP8 inference failure on B200; different subsystems." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer class metadata mismatch vs Qwen3.5 MoE from_pretrained error; not the same serialization/loading bug." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Generic tokenizer loading issue vs Qwen3.5 flash-attention generation bug; unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "qwen2.5-vl vision_position_ids bug vs streaming mask off-by-one; different models and code paths." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking regression vs LlamaConfig head_dim validation; different config behaviors." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation sync_gpus state update bug vs cache max_length only honored for quantized cache; related to generation, but not the same defect." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor argument crash vs auto-docstring annotation parsing crash; unrelated tooling bugs." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return handling in an indexer vs remote-code checkpoint meta-init incompatibility; different components." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained bug vs a question about max_shard_size defaults; 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": 20, + "review_unit_index": 44, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43824", + "issue:44038", + "issue:44190", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44485", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46305", + "issue:46328", + "issue:46402", + "issue:46421" + ], + "soft_pairs": [ + "issue:44734|issue:46421", + "issue:43232|issue:45834", + "issue:44373|issue:44485", + "issue:44295|issue:44623", + "issue:44190|issue:46082", + "issue:43723|issue:44871", + "issue:44279|issue:46328", + "issue:44483|issue:45406", + "issue:42907|issue:46050", + "issue:44263|issue:44360", + "issue:30990|issue:38175", + "issue:45092|issue:45357", + "issue:44261|issue:45092", + "issue:43644|issue:46305", + "issue:42831|issue:45310", + "issue:44829|issue:46002", + "issue:44263|issue:44373", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:43479|issue:44913", + "issue:43408|issue:46402", + "issue:22355|issue:27957", + "issue:42796|issue:43122", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:42886|issue:43066" + ], + "prepared_review_unit_hash": "a62b760a6751ea86f163806f7f72524e37e80c427508a4c98b6efed0fc8befb7", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35118, + "estimated_input_tokens": 8780, + "estimated_eval_tokens": 17816 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: import regressions, tokenizer behavior changes, serving crashes, config/load-save bugs, and quantization issues. None of the soft pairs looks like the same concrete underlying bug or change, so they should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical duplicate fits this cluster; the closest broad umbrella is issue 45278 for upgrade-related import regressions, but it does not cover most other items.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the broadest representative among the listed issues, but only for a narrow import-regression subset; it is not a true cluster canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "Serving KV-cache continuation crash vs chunked-prefill cache lazy-init recompilation; different code paths." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs sync_gpus bug vs long OCR input index error; unrelated failures." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring typo for position_ids vs GLM-5 RoPE implementation bug; not the same issue." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading position_ids after buffer registration vs processor.save_pretrained missing files; different subsystems." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Image-classification script dataset loading vs LlamaConfig head_dim validation; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "AutoTokenizer loading regression vs Gemma eos_token_id mismatch; different concrete bugs." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "General dependency issue vs SequenceFeatureExtractor.pad inefficiency; not duplicates." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat-completions request rejection vs Gemma4Processor missing _tokenizer crash; different failures." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized Ministral save/load failure vs sinq quantized round-trip breakage; different quantization paths." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both touch the DSA indexer, but one is torch.split return handling and the other is a missing ReLU; separate bugs." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "SentenceTransformers loading hang vs siglip2 zero probabilities; unrelated." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Remote-code meta-init incompatibility vs Qwen3.5 save_pretrained visual-key regression; different issues." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA layernorm eps precision error vs InternVL2 meta-init incompatibility; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk fill vs sliding_window_mask off-by-one; unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy problem vs Qwen3.5 MoE from_pretrained error; different problems." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-attention-3 training degeneration vs NaNs after checkout/init; not the same concrete failure." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer runtime bug vs wrong docstring for position_ids; one is documentation only." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Missing AutoImageProcessor import vs missing Qwen2_5_VLForConditionalGeneration import; distinct import errors." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy regression vs Qwen3-VL-Moe bug; different model/features." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Multimodal config default-init bug vs GPTNeoX rotary_pct reload regression; unrelated." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Wrong Sam3 model type warning vs text encoder weights not loaded; different Sam3 issues." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "transformers.onnx import failure vs XLMRoberta Flash Attention 2 support issue; unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Ministral BPE-marker tokenizer bug vs broad tokenization change across versions; not the same concrete bug." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset_mapping in Qwen3 tokenizer vs add_special_tokens BOS/EOS omission in mdeberta-v3-base; different tokenizer behaviors." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Specific is_offline_mode import error vs broad upgrade-time import regressions; too broad and not the same bug." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache load failure vs wrong tokenizer decoder type in v5; different tokenizer regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 45, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43550", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44368", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44704", + "issue:44945", + "issue:44964", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46132", + "issue:46305", + "issue:46326", + "issue:46369" + ], + "soft_pairs": [ + "issue:42831|issue:45753", + "issue:27957|issue:30990", + "issue:22355|issue:28218", + "issue:44368|issue:46305", + "issue:42886|issue:42994", + "issue:43232|issue:45593", + "issue:43408|issue:46369", + "issue:43550|issue:46132", + "issue:43646|issue:46002", + "issue:43576|issue:43784", + "issue:42371|issue:44263", + "issue:44188|issue:44373", + "issue:44117|issue:44704", + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:43756|issue:44060", + "issue:42907|issue:44945", + "issue:44261|issue:44373", + "issue:42907|issue:43937", + "issue:41628|issue:45278", + "issue:43976|issue:44945", + "issue:39401|issue:44488", + "issue:43122|issue:44521", + "issue:44704|issue:45290", + "issue:42907|issue:44964", + "issue:43784|issue:45600", + "issue:43122|issue:46326", + "issue:39401|issue:44521", + "issue:44360|issue:44485" + ], + "prepared_review_unit_hash": "2db9545763907191a31ac18273a7f2c935b86fef2530f5d40dcd72e3cc3215c3", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35872, + "estimated_input_tokens": 8968, + "estimated_eval_tokens": 18192 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a mixed set of unrelated Transformers issues; none of the soft pairs look like the same underlying bug/change closely enough to merge. No PRs were provided.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45278 is the broadest and most representative regression report here: it captures multiple import failures after a version upgrade and could serve as an umbrella for related import-breakage reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best standalone issue because it is broad, clearly actionable, and likely to attract the right fix for the most general class of failures in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Different problems: FP8 accuracy regression vs a multimodal generation infinite-loop on a specific image." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "XLM-RoBERTa Flash Attention 2 behavior and Sentence-Transformers loading hang are unrelated code paths." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing transformers.onnx module import and tokenizer spacing after added token are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "Weight-tying warning in Qwen3.5 fine-tuning is not the same as Moonshine streaming mask off-by-one." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving failure affect different subsystems and failure modes." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Model-type mismatch warning for sam3_tracker vs memory overflow in sam3-litetext are different issues." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is not the same as AttentionInterface.register changing registered-function behavior." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads after checkout/init are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken transformers env command and a NameError importing sentence-transformers are separate import/CLI problems." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API settings warning is unrelated to the GlmMoeDsaIndexer torch.split issue." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring bug for position_ids." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not passing kwargs to cached_file are different loader bugs." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang for Sentence-Transformers and a MacOS bus error with community CLIP models are distinct runtime failures." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids after buffer registration and tokenizer_class mismatch on save_pretrained are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer count mismatch and Qwen3-Next tied-weights warning concern different model configs." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Dequantized model saving failure and pipeline-parallelism output corruption are not the same code-path problem." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision issue is unrelated to the position_ids docstring." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Model saving failure and invalid GenerationConfig for GLM-5 are separate failures." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific missing export while the other is a broad upgrade regression; not enough evidence they share the same fix." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility failure is unrelated to pipeline-parallel generation correctness." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping in Qwen3 tokenizer and failure to load cjvt/sleng-bert are different tokenizer issues." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Version-to-version tokenization differences and zero assistant_masks for multimodal inputs are different behaviors." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Passing kwargs to cached_file in AutoProcessor is unrelated to chat-template crashes on tool-call assistant messages." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Quantized/dequantized saving failure and inability to load Phi-4-multimodal-instruct are different model-loading/saving problems." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "sentence-transformers import NameError and stale auto_mappings references to removed Sam3LiteText configs are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer output changes across versions and continue_final_message behavior for mistral_common are different tokenization features." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Qwen3 offset_mapping bug and multimodal assistant_mask zeroing are different tokenizer/template issues." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer lacking ReLU and GLM-5 RoPE implementation are unrelated model internals." + } + ] + }, + "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": 20, + "review_unit_index": 46, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:38617", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43611", + "issue:43824", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44355", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328" + ], + "soft_pairs": [ + "issue:43116|issue:45200", + "issue:44038|issue:44297", + "issue:44625|issue:44829", + "issue:43408|issue:43475", + "issue:42907|issue:43452", + "issue:44038|issue:44295", + "issue:43122|issue:44514", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:22355|issue:29159", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:22355|issue:29127", + "issue:43992|issue:44704", + "issue:43066|issue:44779", + "issue:43937|issue:44485", + "issue:42673|issue:45072", + "issue:38617|issue:45278", + "issue:44188|issue:46328", + "issue:43611|issue:46002", + "issue:44355|issue:46231", + "issue:42371|issue:43874", + "issue:43116|issue:43493", + "issue:44038|issue:45478" + ], + "prepared_review_unit_hash": "272c2052175ef61dd1803c20629e6caf5fd315ea891453e9c386512de9407b0e", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35237, + "estimated_input_tokens": 8810, + "estimated_eval_tokens": 17876 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports across different models, APIs, and regressions. The soft-similarity links mostly reflect broad topical overlap (imports, tokenization, multimodal models, dtype/parallelism) rather than the same concrete bug, so none should be merged as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45278 is the broadest representative here because it summarizes a wide import-regression class, but even that is not a true umbrella for the whole set; there is no strong canonical duplicate among these issues.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the most general and cluster-like issue title, so it is the best single representative if one must be chosen, though the set does not form a real duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Different failures: classification script returning empty results vs Gemma 4 multimodal token defaults." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Unrelated bugs: Qwen3-VL-Moe issue vs tokenizer save_pretrained metadata mismatch." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Different code paths: num_labels propagation vs flash_attention_3 training degeneration." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same model family, but different concrete defects: warning mismatch vs missing attribute crash." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save failure and gguf_file loading failure are different problems." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different bugs: Qwen3-VL-Moe regression vs position_ids buffer access error." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Both are tokenizer-related, but the concrete failures and affected paths differ." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Different issues: Qwen3-VL-Moe bug vs FP8 save_pretrained moe bug." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5, but save_pretrained regression and from_pretrained error are distinct code paths." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and not the same underlying bug." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "No relation: ONNX import failure vs slow/fast tokenizer inconsistency." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import regressions, but they involve different missing APIs and are not the same defect." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug is unrelated to the classification script output issue." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Different runtime problems: dtype change in evaluation vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backend dependency issue vs Python 3.14 load failure; not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 discrepancy vs Qwen3_5 infinite loop on an image." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "No underlying match: ONNX import error vs LayoutLMv3 error-message clarity." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Different areas: missing encoder weights vs AutoProcessor kwarg forwarding." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different models and likely different code paths." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same model family, but invalid GenerationConfig and RoPE implementation are distinct problems." + }, + { + "left": "issue:42673", + "right": "issue:46328", + "accept": false, + "reason": "VRAM leak in threaded dataloading is unrelated to a padding performance issue." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Broad import-error cluster overlap, but not the same concrete missing symbol or defect." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to feature-extractor padding overhead." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base-model-prefix loading regression and NaNs after checkout/init are different failures." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled-file import/runtime errors and a documentation parameter mismatch are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-patch method are unrelated issues." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Different models and behaviors: empty classification outputs vs SigLIP2 implementation discrepancy." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3-family MoE, but they are different models and different failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 47, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43116", + "issue:43122", + "issue:43441", + "issue:43450", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44779", + "issue:44829", + "issue:44936", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46178", + "issue:46298", + "issue:46328", + "issue:46512" + ], + "soft_pairs": [ + "issue:42222|issue:43441", + "issue:43976|issue:45446", + "issue:44075|issue:44936", + "issue:45357|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:42673|issue:42796", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:33453|issue:39401", + "issue:44380|issue:46077", + "issue:44117|issue:45588", + "issue:43827|issue:45446", + "issue:39401|issue:44779", + "issue:42673|issue:43906", + "issue:43673|issue:46328", + "issue:44291|issue:45071", + "issue:44466|issue:46002", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:44410|issue:45310", + "issue:45341|issue:45561", + "issue:45341|issue:46328", + "issue:43122|issue:46298", + "issue:38617|issue:41628", + "issue:44117|issue:45081", + "issue:45071|issue:46512", + "issue:42222|issue:46178", + "issue:44829|issue:45216" + ], + "prepared_review_unit_hash": "f8919b16bba1dd7f0f45673bee1d66368c56bfc11df7858e291177ab0a5a6d93", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36668, + "estimated_input_tokens": 9167, + "estimated_eval_tokens": 18590 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a false-positive cluster: the items span unrelated tokenizer, model-loading, training, config, and docs bugs. No soft pair appears to be the same underlying issue/change; best standalone report is the tokenizer regression in issue 43122.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical duplicate exists; the set is heterogeneous and does not cohere around one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the strongest standalone bug report: it clearly describes a regression from 4.57.3 to 5.0, is concrete, and is broadly actionable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different subsystems and failures: VitPose model loading vs Ministral FlashAttention generation." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated import/version problems: Python 3.9+ compatibility vs a PyTorch version check in flex_attention." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer bugs: SGD args ignored vs evaluate() failing after train()." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Same model family but different concrete bugs: save_pretrained serialization vs from_pretrained loading error." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Different areas: multi-label example script behavior vs an incorrect pipeline error message/docs mismatch." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated code paths: qwen3_omni_moe helper behavior vs flex_attention import gating." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "Different bug classes: VRAM leak in threading vs tokenizer BPE marker handling." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Different training/distributed optimizer bug vs generation cache/chunked_prefill issue." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Unrelated generation issues: invalid GenerationConfig vs stale warning text for num_return_sequences." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both mention tokenizers, but one is a generic loading regression and the other is a specific offset_mapping bug for Qwen3." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Different attention logic problems: GPT2 scaling ignored vs Gemma4 bidirectional mask construction." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated failures: tokenizer mapping lookup vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs referencing removed pipeline APIs is unrelated to a PyTorch version check bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and failure modes." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "No shared bug path; one is a VRAM leak, the other is an isolated reproduction of a separate external issue." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache bug vs a performance issue in SequenceFeatureExtractor.pad are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Different API regressions: init_empty_weights argument handling vs PretrainedConfig type checking." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Both involve video, but one is a batched-shape bug and the other is a missing-torchvision crash." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific generation issues: GLM-5 invalid GenerationConfig vs Qwen3.5 flash-attention behavior." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT version pinning is unrelated to the flex_attention import version check." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen3-family problems: missing projections in qwen3next vs Qwen3.5 from_pretrained error." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A generic testing_utils bug is not the same as an xdist race on captured_info.txt." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Unrelated files and symptoms: testing_utils vs SequenceFeatureExtractor.pad performance." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer regression vs a noisy logging message are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different fixes." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-loading failures: mapping lookup returning None vs Mistral regex patch crashing." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type-checking regression in v5.4.0 is not the same as stale model.config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated failures: VitPose model breakage vs unsupported backend name handling." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Different model/training problems: flash_attention_3 causing degenerate training vs incorrect checkpoint saving for Qwen3.5." + } + ] + }, + "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": 20, + "review_unit_index": 48, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43352", + "issue:43408", + "issue:43577", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43937", + "issue:44075", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44877", + "issue:44933", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46172", + "issue:46209", + "issue:46231", + "issue:46328" + ], + "soft_pairs": [ + "issue:45362|issue:46328", + "issue:43408|issue:43742", + "issue:42617|issue:45341", + "issue:42673|issue:43582", + "issue:42371|issue:44261", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:39401|issue:46209", + "issue:38617|issue:44220", + "issue:43937|issue:44496", + "issue:44933|issue:45278", + "issue:43066|issue:43122", + "issue:42371|issue:42831", + "issue:44410|issue:45478", + "issue:42222|issue:45542", + "issue:44075|issue:45656", + "issue:44483|issue:45464", + "issue:43012|issue:43577", + "issue:42175|issue:42222", + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:43874|issue:44261", + "issue:41628|issue:45071", + "issue:44263|issue:44485", + "issue:45071|issue:45542", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172" + ], + "prepared_review_unit_hash": "64a1b7635f9c80d7d7ea6c7cdd8465415602ab5ebdf14c583733902d598c19ed", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35689, + "estimated_input_tokens": 8923, + "estimated_eval_tokens": 18102 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues span unrelated model-loading regressions, tokenizer bugs, optimizer/training behavior, import errors, and packaging/docs problems. None of the soft pairs look like the same underlying defect, so there is no convincing duplicate set here.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest representative ('many import errors after update'), but it still only loosely anchors one subtheme and does not explain the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Different areas: Qwen chat/runtime failure vs SequenceFeatureExtractor padding performance." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Unrelated model families and failure modes." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Different utilities; a runtime script failure vs a testing helper bug." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "Different platforms and code paths: VRAM leak vs Apple Silicon TypeError." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 settings issue is not the same as the q_a_layernorm epsilon bug." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Config parsing regression vs documentation typo." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size question vs Qwen3.5 MoE loading error." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset_mapping bug vs FP8 inference failure on B200." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError in configuration_utils vs audio feature extraction issue." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation failure vs unrecognized model/config error." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Shared import theme only; one is a specific missing symbol, the other is broad post-upgrade import failures." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but one is decoder-type metadata and the other is tokenization drift." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 control bug vs FineGrainedFP8 accuracy bug." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different model code paths: missing projections vs from_pretrained loading error." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose breakage vs TensorFlow backend packaging issue." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both optimizer-related, but SGD args being ignored is not the same as double-stepping with deepspeed." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Different request modes/endpoints; not the same chat/completions defect." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both involve dtype, but one is a compile-time warning and the other is incorrect model dtype on load." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Packaging/backend dependency issue vs model-specific VitPose breakage." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "API removal in config semantics vs unexpected key warnings from position IDs." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache regression vs a testing utility bug." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Image patch counting bug vs rms_norm_eps precision bug." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Missing import symbol vs PreTrainedConfig type-checking regression." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM submodules and different bugs." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression vs TensorFlow backend error." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Different models and different Flash Attention 2 support states." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard sizing is unrelated to Qwen3.5 MoE loading." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different models and code paths: GlmMoeDsaIndexer vs deepseek-v4 dtype/transpose issue." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer ReLU bug is unrelated to the deepseek-v4 tensor transform 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": 20, + "review_unit_index": 49, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:43064", + "issue:43097", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43531", + "issue:43673", + "issue:43824", + "issue:43873", + "issue:43874", + "issue:43931", + "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:44829", + "issue:44933", + "issue:44936", + "issue:44987", + "issue:45003", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46298", + "issue:46365", + "issue:46369", + "issue:46421" + ], + "soft_pairs": [ + "issue:43931|issue:44410", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:45753|issue:46369", + "issue:43986|issue:45341", + "issue:44933|issue:46231", + "issue:43874|issue:44263", + "issue:43673|issue:46123", + "issue:43986|issue:44484", + "issue:44117|issue:44987", + "issue:44261|issue:44485", + "issue:45440|issue:46172", + "issue:43986|issue:45372", + "issue:43531|issue:45341", + "issue:43064|issue:44315", + "issue:43097|issue:45588", + "issue:38617|issue:42757", + "issue:43097|issue:46050", + "issue:44410|issue:45375", + "issue:43502|issue:43992", + "issue:44038|issue:44410", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:44380|issue:46421", + "issue:43824|issue:43986" + ], + "prepared_review_unit_hash": "c8a3a0704c3b2594c779c281c6d41cf309eb076c84f64da72efaf0d887b021ab", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37186, + "estimated_input_tokens": 9297, + "estimated_eval_tokens": 18850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated Transformer issues that only share broad keywords; none of the proposed soft pairs look like true duplicates or mergeable PR equivalents.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the strongest standalone representative: it describes a concrete v5 regression, has discussion/inbound references, and is more actionable than the many one-off import/load errors. Still, this is not a true duplicate center for the full set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both are model-shape/config complaints for different Qwen/vision models; different symptoms and code paths." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention attention backends, but one is a Ministral FlashAttention failure and the other is a sequence-classification training degeneration; not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen-VL model families and different loading failures; only broad VL overlap." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "One is a removed trainer/model API in v5, the other is gguf_file tokenizer/model loading; unrelated code paths." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Both involve code bugs, but one is unsafe sys.modules access and the other is a small testing_utils issue; no shared underlying defect." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Both are model-specific runtime problems, but one is a Qwen image infinite loop and the other is SAM memory overflow; different causes." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model processor import crash vs a minor testing utility bug; no overlap beyond general bugs." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "One is an import failure from image_utils, the other is a documentation parameter-name mismatch." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both are GLM-related, but one is a missing image-patch method and the other is torch.split return handling; distinct failures." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both mention cache/prefill behavior, but one is missing GenerationMixin cache in v5 and the other is mask pipeline batch handling." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Processor import-time crash vs save_pretrained shard-size question; unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer-mapping None handling vs model load failure on a specific package/version; different layers of the stack." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Both touch precision/config in attention/rope-style math, but one is a missing rms_norm_eps in MLA and the other is GLM-5 RoPE implementation discussion; not the same bug." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek issues: one is native-vs-remote implementation divergence, the other is a specific dtype/transpose bug." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are loading-time import problems, but one concerns missing torchvision for video processors and the other missing ReasoningEffort from mistral_common." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to a small testing utility bug." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Trainer/FSDP2 optimizer state corruption is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Trainer API removal regression vs flash_attention integration crash on s_aux=None; different subsystems and fixes." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Two distinct import errors for different symbols from different packages; only superficial similarity." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Trainer v5 API regression vs quantized model save/load corruption after sinq; not the same underlying defect." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen vision configs, but one is missing projections at layer 0 and the other is a missing config field silently dropped by strict validation." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Local-files-only network leak vs missing embed_tokens.weight on UMT5Encoder; different loading bugs." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-related, but one is a Transformers v5 bug report and the other is a specific config/projection omission." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Integration-test flakiness from missing set_seed is unrelated to a noisy logging message." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures: layer_type_validation vs HybridCache; same symptom class, different symbol and likely different fixes." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken duplicate kwargs bug is unrelated to TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Trainer state regression vs offloading/quantization behavior; not the same code-path problem." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer.evaluate after train is a runtime state issue; the other is a Trainer import problem influenced by datasets installation." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor cached_file kwargs forwarding vs auto_docstring annotation introspection crash; different functionality." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video processor import crash vs tokenizer mapping None handling; unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling ignored in backends vs cache lazy initialization causing recompilation; different bugs." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Both are import/loading issues, but one is a missing Qwen2.5-VL class export and the other is a torchvision-dependent video processor crash." + } + ] + }, + "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": 20, + "review_unit_index": 50, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "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:43992", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45600", + "issue:45698", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:44938|issue:46178", + "issue:43992|issue:44484", + "issue:43066|issue:43906", + "issue:43208|issue:43550", + "issue:42907|issue:44655", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:45712|issue:46298", + "issue:43825|issue:44655", + "issue:42907|issue:45753", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "issue:43352|issue:43976", + "issue:44162|issue:46172", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:44380|issue:45479", + "issue:43064|issue:44380", + "issue:36683|issue:43582", + "issue:44222|issue:45478", + "issue:42175|issue:46365", + "issue:42490|issue:43012", + "issue:44483|issue:44514", + "issue:43012|issue:44683", + "issue:38617|issue:43502", + "issue:43208|issue:43526", + "issue:42757|issue:43824", + "issue:45600|issue:46298", + "issue:45698|issue:46172", + "issue:43618|issue:44380", + "issue:43618|issue:43761", + "issue:44038|issue:44230" + ], + "prepared_review_unit_hash": "ed1c8efd9d8089edde8cd53af94b7c77bd192d6006f87c733dc0653e24260705", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37301, + "estimated_input_tokens": 9326, + "estimated_eval_tokens": 18908 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a mix of distinct Transformers issues: import/API breakages, save/load regressions, v5 behavioral changes, and model-specific bugs. None of the soft-similarity pairs look like the same underlying defect, so they should stay separate.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43097 is the broadest and most central regression report: a concrete v5 backward-compatibility break with clear user impact and inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the strongest representative issue here because it describes a specific, high-impact v5 API regression rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure vs undefined backend mapping for tensorflow_text; different failure modes and code paths." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight during UMT5 loading is unrelated to the 50GB shard-size question in save_pretrained()." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type is a separate tokenizer regression from the isolated reproduction of another issue." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba torch.compile+SDPA failure affect different models and different mechanics." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model saving and pipeline save_pretrained() are both save-related, but the concrete bugs differ." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "bfloat16 compile warning is just a warning issue; Bamba compile with SDPA is a functional model/backend failure." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "PyTorch precision warning and tie_word_embeddings warning are separate warning paths with different causes." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Left is leftover dummy-class cleanup; right is a noisy logging message. Different scope and fix." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "pipeline translation-task messaging is unrelated to pipeline save_pretrained() serialization behavior." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models and Qwen3_5 infinite-loop generation are unrelated model lifecycle vs inference bugs." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash Attention support error for NemotronH vs GPT2 attention scaling ignored under SDPA/FlashAttention are different code paths." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A v5 API removal regression is not the same as an unspecified noisy logging message." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Nemotron Flash Attention support and Python 3.9/3.10 compatibility are distinct issues." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 training/model breakage and a DeepSeek tensor transpose bug are unrelated model-specific failures." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty transcription after token alignment is unrelated to importing Trainer failing because of datasets." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Ignoring GPT2 attention scaling and AttentionInterface.register behavior changes are different attention APIs and defects." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init validation and Trainer import failure are unrelated subsystems." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling backend bug and degenerate zero-loss classification bug are different model behaviors." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer state mismatch and GPT2 attention scaling under SDPA are unrelated training vs inference bugs." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon caching_allocator_warmup TypeError are different model/runtime failures." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained() for moe and Qwen3.5 moe from_pretrained() error are related to the model family but not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Tensorflow absent from a torch extra install is a packaging issue, not the same as Trainer import failing due to datasets." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Trailing-slash local model import warning and bfloat16 compile warning are unrelated warning paths." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat completions API acceptance regression and Qwen2_5_VLProcessor batching crash are different request/processor bugs." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A precision warning during compilation is not the same as flex_attention failing on torch >= 2.9." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing layer_type_validation import and unwanted API requests despite local_files_only are separate import vs network issues." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast reduce_labels returning one label are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Missing is_offline_mode import and missing Qwen2_5_VLForConditionalGeneration export are both import errors but from different symbols and fixes." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "auto_mappings.py stale config references and a noisy logging message are not the same defect." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Wrong custom module loading after save_pretrained() and a DeepSeek tensor transpose bug are unrelated save/load vs tensor-shape issues." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIPOutput attentions assignment regression is separate from GPT2 attention scaling being ignored under backend kernels." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Missing CLIP attentions output and CLIPVisionModel hidden_states regression are adjacent but distinct output-field bugs." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe version bug and fp8 Qwen3.5 moe inference support are different model/version 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": 20, + "review_unit_index": 51, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:41669", + "issue:42757", + "issue:42890", + "issue:42898", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43066", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44246", + "issue:44355", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45561", + "issue:45593", + "issue:45850", + "issue:46077", + "issue:46082", + "issue:46202", + "issue:46365" + ], + "soft_pairs": [ + "issue:44483|issue:45290", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:36683|issue:43475", + "issue:42898|issue:43066", + "issue:44625|issue:46365", + "issue:43756|issue:44485", + "issue:45276|issue:46077", + "issue:43352|issue:43937", + "issue:36010|issue:42757", + "issue:43611|issue:44655", + "issue:43901|issue:44655", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:43976|issue:44938", + "issue:44625|issue:46077", + "issue:43352|issue:45593", + "issue:46077|issue:46082", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44625", + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:44355|issue:44855", + "issue:43867|issue:45375", + "issue:43867|issue:46202", + "issue:44938|issue:45071", + "issue:36683|issue:43064", + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:43867|issue:45357" + ], + "prepared_review_unit_hash": "9e8a036bad02e39284828bb4a3c20e9d7655788f526cf74d6a5b0eecf421c81e", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37463, + "estimated_input_tokens": 9366, + "estimated_eval_tokens": 18988 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are related only by broad theme (imports, saving, loading, config regressions) and are not the same concrete bug. I accepted only the import-time slowdown pair; the rest look like distinct issues.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45278 is the broadest representative here: it explicitly summarizes widespread import failures after upgrading to 5.5.0, which is the closest umbrella for the import-regression slice of this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best overall issue representative because it captures the most general shared symptom in the cluster (post-upgrade import breakage), even though it is broader than most concrete reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat-related crashes, but one is /v1/chat/completions request handling and the other is apply_chat_template with tool-call messages; different code paths." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are model-loading problems, but one is a Qwen3VL MoE loading regression and the other is a state_dict-sorting load error; not the same bug." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving and Pipeline.save_pretrained are different serialization paths with different failure modes." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing Gemma3Config.vocab_size and missing Sam3VisionEncoderOutput.fpn_position_embeddings are unrelated attribute bugs." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer behavior change and wrong decoder type are both v5 tokenizer regressions, but they are distinct concrete issues." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "num_labels propagation and Trainer import being blocked by datasets are unrelated problems." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but one is Smollm3 dropping layers and the other is a GLM-5 RoPE discussion; different bugs." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4 regressions, but one is resize_token_embeddings behavior and the other is attention-mask construction." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash-Attention support and invalid GenerationConfig are unrelated failures." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different dependencies and do not share a concrete root cause." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Loading models with base_model_prefix and saving Pipeline objects are different code paths and different regressions." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "This is a docs mismatch versus a save_pretrained bug; not the same underlying issue." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "A missing config attribute and ignored optimizer SGD args are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Generic load_model failure from sorted state_dict and Qwen3.5 save_pretrained corruption are distinct bugs." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but they target different versions and different failure modes." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "num_labels propagation and Gemma4 attention-mask logic are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash-Attention support and D-FINE auxiliary-loss handling are unrelated model issues." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention masks and LlamaConfig head_dim validation are different code paths." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3Config.vocab_size and Llama4Config.pad_token_id are different missing fields in different models." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions regression and Qwen3.5 checkpoint saving regression are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Both involve configs, but one is a missing attribute and the other is num_labels propagation; not the same bug." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5 weight loading and Qwen3.5 MoE from_pretrained failure are different model-loading issues." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Trainer optimizer-state corruption and a cache-strategy typo are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "@torch.no_grad on cache updates and broad import errors after upgrade are different problems." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Ignored SGD args and Trainer import blocked by datasets are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file errors and the Python 3.13 @torch.jit.script parsing/IndentationError regression are different causes." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Generic load_model failure and a missing Qwen3.5 vision config field are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Load error from state_dict sorting and Gemma pipeline roundtrip failure on \u2581 are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure and PretrainedConfig type-checking regression are distinct issues." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Missing config attribute and distributed optimizer-state bug are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both describe the same import-performance regression: importing transformers is slow, and 41669 identifies import-star usage in models as the cause." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "A missing set_seed in integration tests and an xdist race on captured_info.txt are different testing issues." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Cache update decoration and a broad 'v5 breaks too many models' complaint are not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:45278 is indeed the broad import-regression umbrella, and the one accepted pair (issue:41669 vs issue:44246) is well supported by the issue titles. The remaining soft-edge verdicts are conservative and do not overstate 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": 20, + "review_unit_index": 52, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:42548", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44857", + "issue:44961", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45600", + "issue:46132", + "issue:46285" + ], + "soft_pairs": [ + "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:36296|issue:43575", + "issue:43618|issue:44077", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44964", + "issue:42890|issue:45600", + "issue:42890|issue:44112", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:42831|issue:43874", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:44315|issue:44360", + "issue:27957|issue:33453" + ], + "prepared_review_unit_hash": "4c368fe1523b16e11ba2fa9285d455a872e75d92b218527766d6b30d2f44d4fc", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 37972, + "estimated_input_tokens": 9493, + "estimated_eval_tokens": 19242 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues cover unrelated loading, configuration, CI, quantization, and documentation problems. I found no soft-edge pair that looks like the same underlying bug/change, so none are accepted.", + "confidence": 0.97, + "canonical_issue_reason": "issue:33453 is the broadest and most discussion-heavy user-facing regression here, so it is the best anchor if one must be chosen; however, the set is too mixed to form a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:33453 is the most representative standalone issue in the group because it describes a generic regression and has the highest discussion activity among the clearly bug-focused reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both are model-loading problems, but one is UMT5 encoder state loading and the other is Qwen3.5 MoE from_pretrained failure; different code paths and symptoms." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache no_grad decoration vs a Python version compatibility regression; unrelated problems." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and an OOM while loading a specific model are not the same failure mode." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions regression and patchtsmixer post_init restriction are unrelated model behaviors." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch import error vs tokenizer loading regression; different underlying causes." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both mention CLIP internals, but one is about attentions being dropped and the other about text model structure divergence; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Attention output assignment and LwDetrImageLoss AMP crashes are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A missing ReLU in an indexer is a different issue from DeepseekV3MoE diverging from remote behavior." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network requests and AddedToken argument duplication are separate bugs." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky SamHQ test and a Phi-4 multimodal loading failure are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Test seeding flakiness and removed Sam3LiteText configs are different CI issues." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both involve tests, but they target different models and failure mechanisms." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 and checkpoint reload compatibility after upgrading versions are similar only at a high level." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior and missing tensor-parallel plan are distinct MoE issues." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "CUDA reserved-memory/OOM under int4 quantization is not the same as reload incompatibility after version upgrade." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Generation cache no_grad decoration and a dummy Conv2d in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env command and AttentionInterface.register behavior change do not share a concrete code-path bug." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Network access despite local_files_only and FP8 MoE save_pretrained are different concerns." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 MoE loading, but one is missing _tp_plan for tensor parallelism while the other is a broader from_pretrained error; not enough evidence of the same fix." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file runtime errors and Chinese-described slow filtering after upgrade are unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Missing PreTrainedModel import and missing HybridCache import are different export regressions." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed training and tokenizer loading regression are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing tensor-parallel plan and a missing vision config field are separate config/export issues." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Different generation-related bugs: cache update decoration vs sync_gpus update_model_kwargs handling." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hangs and forward-doc confusion are not the same issue." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Repeated pair in the data; still unrelated network-access and FP8 save_pretrained problems." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading failure in dev0 and v4.57-to-v5.2/v5.3 reload breakage are different version-specific regressions." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only network requests and a one-word issue title do not indicate the same bug." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy and a missing image-patch count method are unrelated multimodal/quantization issues." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow failure reporting and tensor-parallel training bugs are different subsystems and symptoms." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors and PretrainedConfig type checking regression are separate breakages." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and an unrelated one-word issue are not duplicates." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors and inability to save Pipeline objects are distinct problems." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 90B Vision model loading regression are both load-related, but they affect different models and failure points." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger kernel application and DSA indexer activation are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and tokenizer-loading regression 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": 20, + "review_unit_index": 53, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:31795", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:42757", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44315", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46218" + ], + "soft_pairs": [ + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43576|issue:44938", + "issue:44485|issue:44961", + "issue:44908|issue:44961", + "issue:46143|issue:46144", + "issue:44222|issue:44230", + "issue:36296|issue:43901", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:36296|issue:43526", + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44230|issue:46095", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "issue:43352|issue:44393", + "issue:44246|issue:44273", + "issue:43576|issue:44908" + ], + "prepared_review_unit_hash": "b23039210d877bcec8485f7e6176c6ccf1dc0763fdc51d68af328504a8ed692f", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 37987, + "estimated_input_tokens": 9497, + "estimated_eval_tokens": 19250 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster mixes several broad v5 migration/import regressions with many unrelated model-specific bugs. None of the soft pairs appear to be the same concrete underlying issue, so I would not merge any of them.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45278 is the best umbrella issue here: it explicitly captures the v5-era import breakage pattern that most closely matches the cluster\u2019s import/lazy-loading failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the strongest representative because it is broad, user-facing, and directly describes the dominant failure mode seen across the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Different failures: huggingface_hub import vs transformers env CLI." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Unrelated surfaces: env command vs PretrainedConfig type checking." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI regression is unrelated to a specific Qwen2.5-VL import export." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion is unrelated to an ImportError for layer_type_validation." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No overlap: a generic titled issue vs Gemma audio positional encoding." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "env command failure is not the same as Python 3.14 load failure." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM RoPE discussion is unrelated to the placeholder racoon report." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug is unrelated to the racoon report." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both RoFormer-related, but one is kwargs forwarding and the other is attention interface usage." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained and FP8 inference support are different code paths." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug is unrelated to docs for return_all_scores." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different missing symbols with no concrete shared bug shown." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application and B200 FP8 inference are unrelated issues." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training bug is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing and cache-strategy typo are not the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen chat crash is not the same as a broad v5 breakage complaint." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor.save_pretrained files is unrelated to a generic bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading regression is unrelated to the undefined tf backend error." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe support issue is unrelated to missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "2D bounding-box output bug is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading problems may be related in theme, but sys.modules access is not the same concrete bug." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Different Qwen3-VL behaviors: bbox output error vs infinite loop on a specific image." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and checkpoint reload compatibility are different migration regressions." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Llama4Config pad_token_id error is a specific config bug, not the broad v5 breakage report." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import * performance/refactor issue is unrelated to missing GenerationMixin cache." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support and a weight-conversion-script question are unrelated." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Checkpoint reload incompatibility and remote-code meta-init incompatibility are different failure modes." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLm pad_token_idx regression is specific, while 45850 is only a broad complaint." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache-strategy typo is not the same as a generic v5 breakage report." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 regressions, but one is specifically import errors and the other is a generic complaint." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings warning is unrelated to cache strategies typos." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import * cleanup/perf issue is unrelated to the Qwen3_5ForCausalLM import failure." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3 tracker/model-type warning is unrelated to Liger Kernel application." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Seed-related test flakiness is unrelated to inverse_sqrt scheduler kwargs." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support and 2D bounding-box output are distinct model issues." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Slow import timing and lazy loading failure are related broadly, but not the same concrete bug." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "env CLI regression is unrelated to scheduler kwargs handling." + } + ] + }, + "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": 20, + "review_unit_index": 54, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43704", + "issue:43827", + "issue:43976", + "issue:44077", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45071", + "issue:45230", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46328" + ], + "soft_pairs": [ + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:46018|issue:46172", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:45850|issue:46218", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43298|issue:46095", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44492|issue:44998" + ], + "prepared_review_unit_hash": "360dc2b5de1027460ac5cc1603d312c50857f79b995ca013afb900c4d4850a06", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 43, + "serialized_chars": 39766, + "estimated_input_tokens": 9942, + "estimated_eval_tokens": 20140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated closed issues with a few superficial overlaps around tokenizer/model-loading regressions in v5. I did not find any soft pair that safely looks like the same underlying bug/change, so I rejected all soft edges.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45310 is the most concrete, actionable loading regression in the set and the best anchor for the small v5/from_pretrained-related subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 has the clearest bug description, version scope, and likely reproducible model-loading failure, making it the best representative issue here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Different problems: Python version compatibility vs Qwen3-VL output/vision bug." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Unrelated subsystems: LR scheduler kwarg handling vs PretrainedConfig type checking." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "One is a buffer access error, the other is a generic bug report with no clear matching failure mode." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch does not match the generic bug report enough to treat as the same bug." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs forwarding and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup/perf issue is not the same as the HybridCache import failure." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "A cache-strategy typo and a padding performance bug are different issues." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star usage cleanup is unrelated to a testing_utils bug." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Both mention broad v5 breakage, but the concrete failures are different." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and failure modes; both are vision/model-specific bugs, not the same one." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version support and Qwen3_5 import failure are not the same underlying bug." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init policy and tied-weight key handling are separate code paths." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs referencing removed pipeline APIs is unrelated to scheduler kwargs behavior." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion in model.forward is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Different training/runtime behaviors: model_init Liger application vs flash_attention_3 degenerate training." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken transformers env command and lazy loading are different tools/features." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained support and tied-weight-key AttributeError are not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer math and Gemma4AudioRelPositionalEncoding are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "The first is too generic to establish that it is the same concrete Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env subcommand and Qwen3_5 import failure are different failures." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL Processor is not the same as GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating logic and a dtype/transpose expression bug are different concrete issues." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup is not the same as VRAM leakage in multi-threaded dataloading." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Model.forward documentation confusion and Llama 3.2 Vision model loading breakage are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and forward API documentation confusion are different issues." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader threads and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model families and different numerical/positional-encoding problems." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Generic v5 breakage and Qwen3_5 import failure are too broad to treat as the same bug." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings guidance and VRAM leakage are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network requests and timestamp calculation are different code paths." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and processor.save_pretrained missing files are different bugs." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation and VRAM leakage are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio-model continuous batching support and DeepSeek-V4 weight conversion are different concerns." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "GlmMoeDsaIndexer split return values and Gemma4AudioRelPositionalEncoding are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch in bark-small does not match Gemma-4 positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision issue is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import failure and Qwen3_5 import failure are different missing-symbol problems." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2.0 unsupported for NemotronHForCausalLM is unrelated to Qwen3_5 import errors." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer v5 complaints, but one is general behavior drift and the other is a specific decoder-type mismatch." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwarg handling is unrelated to the placeholder 'Unemployment' issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo is unrelated to the placeholder 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": 20, + "review_unit_index": 55, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42936", + "issue:43240", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:43618", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44623", + "issue:44861", + "issue:44938", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45850", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "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": "31655ebedf486722338388cb7c7f83b4d557a8c49aac22970a530f463811996a", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 26, + "item_count": 26, + "soft_pair_count": 25, + "serialized_chars": 21932, + "estimated_input_tokens": 5483, + "estimated_eval_tokens": 11222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy cluster of mostly unrelated issues that only share vague transformer-regression language. The soft similarity edges are not true duplicates; they span different models, subsystems, and failure modes. No pull requests are present.", + "confidence": 0.22, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella complaint about post-5.0 breakage and is the closest thing to a cluster anchor, though it is still too generic to represent a real duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the most central/high-level issue in this set, but it should be treated as a coarse regression report rather than a duplicate target for the other concrete bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "Different topics entirely: CLIPOutput attentions vs an unrelated one-word issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Unrelated issue titles; no shared bug or code path." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to the other issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different code paths: tied-weight key handling vs chat template/tool-call crash." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config pad token attribute regression is unrelated to tied-weight key crashes." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint loading slowness and an ImportError are separate problems." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad token attribute issue is not the same as tied-weight key handling." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 model support and missing processor save files are different issues." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to from_pretrained performance." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load slowdown and tensor-parallel training bugs do not match." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5, but one is FP8 support and the other is a from_pretrained regression; not the same fix." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Tokenizer loading regression and checkpoint loading slowdown are distinct." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models is unrelated to FP8 Qwen support." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init-weights behavior and RoFormer attention-interface usage are different model implementations." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value bug and DeepSeek-V4 gating issue are unrelated model-specific defects." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Type-hint metadata and tokenizer regex warnings do not describe the same bug." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Loss kwargs propagation and Mask2former ignore_value handling are separate bugs." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs propagation is unrelated to RoFormer attention dispatch." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "No shared underlying issue; one is segmentation-loss logic, the other a tokenizer warning." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different model subsystems and failure modes." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2former loss behavior and a quantization typo are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwarg forwarding and a config type-hint issue are not duplicates." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hint and typo in a quantization attribute are unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "RMS norm question for Llama4 is unrelated to ModernBERT type hints." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "No common bug; model loss logic vs 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": 20, + "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": "6d70b3d2beccacc6eaf668728b81e99f027b2bfba7fb5aac82e3dc37f2e70f19", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues are unrelated feature requests: truncation direction, ReduceLROnPlateau-like behavior, and Wav2Vec2 word time offsets. This cluster does not look like a true duplicate set.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different topics and code paths: token truncation behavior vs Wav2Vec2 word boundary timestamps." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "One is about truncation direction, the other about scheduler functionality; no shared underlying bug or change." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "ReduceLROnPlateau-like scheduler behavior is unrelated to extracting time offsets in Wav2Vec2." + } + ] + }, + "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": 20, + "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": "279a3cab8c24c8e0fb2375c4fa5c28131dcf9784b77a37d573b4b89feb0f734e", + "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": "No duplicate-worthy pair is evident here. The three issues cover different failure modes: tokenization mismatch, private-model auth/error messaging, and a generic model-loading failure. The soft similarities are superficial.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:16618 is the broadest user-facing loading problem, but the cluster is too heterogeneous to treat it as a true canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization output mismatch with TensorFlow code is a different problem from failing to load bert-base-uncased; no shared concrete code-path bug is evident." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Bad error messaging for private-model download without login is an authentication/error-handling issue, not the same as a generic model-load failure." + } + ] + }, + "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": 20, + "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": "38e586304b66c31765c0ff4020f9734724fd0d4b67333806669638e0dcc2fa82", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1588, + "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 not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures. They share the same \u201ccommunity contribution\u201d framing but target different code paths and feature areas.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue applies here; the two issues are separate feature requests (Flash Attention 2 vs GGUF support).", + "canonical_pr_reason": null, + "best_issue_reason": "Neither is a duplicate of the other. If a representative issue is needed for the Flash Attention 2 topic, issue 26350 is the more established thread and has substantially more discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different underlying requests: Flash Attention 2 architecture support vs GGUF architecture support. Similar wording and subsystem scope are not enough to treat them as the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 20, + "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": "db5cb3e904618b82bdf7735a502e2b72577929c2762540d4e6e60e861d9b2272", + "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 mixed: the Turkish, Spanish, and Romanian issues are distinct language-specific translation requests, while the placeholder-title issues form one duplicate subgroup and the two Thai-titled issues form another exact duplicate pair.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43834 is the best anchor for the largest clear duplicate subgroup: the three generic placeholder-title translation issues are near-identical, and this one is the earliest of that set. The language-specific requests are separate issues, so the full cluster is not one single duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the most useful representative of the duplicate placeholder subgroup; the only other clear duplicate is the exact Thai pair. No single issue cleanly represents the entire mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language-specific translation request; boilerplate similarity alone is not enough." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language-specific translation request; not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish request vs generic placeholder-title issue; too little to treat as the same issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages and request contexts." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target language; these are separate translation requests." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request is distinct from the generic placeholder-titled issues." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different target language/request, despite similar template text." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs Romanian translation request; not the same issue." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different language-specific request; similarity is only template-level." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request is distinct from the placeholder-title issues." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request vs generic placeholder-titled issue; not a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Different language-specific request; only the boilerplate overlaps." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian translation request and Thai-titled issue do not look like the same underlying request." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian translation request and Thai-titled issue do not look like the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder-title translation request with near-identical body; looks like a duplicate." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic placeholder-title translation request with near-identical body; looks like a duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Different title/script and likely different request context; boilerplate similarity alone is insufficient." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different title/script and likely different request context; not enough evidence for a duplicate." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder-title translation request with near-identical body; looks like a duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different title/script and likely different request context." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different title/script and likely different request context." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different title/script and likely different request context." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different title/script and likely different request context." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact same Thai-titled issue with identical body shape; this looks like a straightforward duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The mixed-cluster summary matches the packet: Turkish/Spanish/Romanian are clearly separate language-tagged requests, the three placeholder-title issues form a tight duplicate subgroup, and the two Thai-titled issues are an exact duplicate pair by title/body-length pattern. The soft-edge decisions stay cautious and do not overclaim beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 20, + "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-36817-16", + "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" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "1809bfe7d2db5b243266308a25dd9e89f78249501be2f03d1324a3816789295a", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21661, + "estimated_input_tokens": 5416, + "estimated_eval_tokens": 11088 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21661, + "estimated_input_tokens": 5416, + "estimated_eval_tokens": 11088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a loose collection of model-request issues with overlapping wording, but they target different models, families, and modalities. I found no true duplicate pair and no PRs in the set.", + "confidence": 0.98, + "canonical_issue_reason": "issue:42738 is the most umbrella-like representative in the group; it\u2019s generic and broad compared with the many specific model-request tickets, so it works best as a cluster anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42738 is the best issue candidate because it is the least model-specific and most likely to summarize the broader theme of the cluster, even though the items are not duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model requests: EuroBert vs DEIMv2; same template, not same underlying change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config addition is unrelated to Qwen3-TTS support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert model config and RF-DETR model support are different models and code paths." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate model additions." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Different audio/vision model requests; no shared concrete bug or change." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and a weight-sparse transformer request are unrelated model implementations." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vs Qwen3-ASR are different models and modalities." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR model support is unrelated to Qwen3-TTS support." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model families and changes." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT addition is not the same as adding the weight-sparse transformer model." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are distinct model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model requests despite similar naming." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support is unrelated to Qwen3-ASR support." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the weight-sparse transformer request target different code paths." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture and ModernVBERT are different model implementations." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS support are different model families." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated additions." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR are different model targets." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are not the same change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models are more specific than the broad BERT-like RoPE request; not duplicates." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "TTS and ASR requests for Qwen3 are related by family but still distinct support work." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support and Voxtral TTS support are different model-specific changes." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and implementations." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support is unrelated to the weight-sparse transformer request." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are distinct speech/audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model families and tasks." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support is unrelated to the sparse transformer model request." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model additions." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "OpenAI weight-sparse transformer and EUPE are unrelated architectures." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are distinct speech model support requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral-4B-TTS are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modality/model requests." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are separate vision-language model requests; same broad area, not the same change." + } + ] + }, + "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": 20, + "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": "abd9eec779977db39f047fee02065cfee0208a4393b2c31c9341c1d96525be8a", + "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 closed docs request about adding Pruna as an optimization framework, and the other is an open technical issue about Vision RoPE refactoring. No duplicate or same-change relationship is evident.", + "confidence": 0.98, + "canonical_issue_reason": "If a representative issue is needed, 46443 is the better anchor because it is the open technical bug/feature discussion; 38740 is a separate closed documentation request.", + "canonical_pr_reason": null, + "best_issue_reason": "46443 is the best issue to keep as the cluster representative because it is the substantive open code-related issue, whereas 38740 is a closed docs-only item.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "These describe different topics and different artifact types of work: a docs request for Pruna versus a Vision RoPE refactor. They do not look like the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 20, + "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": "27e0706e1d263b1917a29471235194bc690c815049d97956cbcd760a7db7bbfb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is about block decoding behavior, the other is about adding DeepSeek v3.2 model support. The only link is weak semantic similarity, with no shared targets, files, or explicit references.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative for the other; they describe different features/problems and should remain separate.", + "best_pr_reason": "No PRs are present.", + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: block decoding mechanics vs model/version support. No shared code path, filenames, targets, or explicit linkage." + } + ] + }, + "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": 20, + "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": "4fe11e143217722151147f55411568f05ca25c06ea378d7b6a68547da6db9992", + "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": "These two issues are both about custom trainers, but they describe different problems: one is about `remove_unused_column` customizability in `Trainer`, the other is about FLOPS estimation handling for custom trainers. They should not be treated as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43598 is the cleaner representative of the cluster because it has the more concrete Trainer customization focus and a clearer code-path target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the best issue to keep as a representative example of the cluster, but not because it duplicates 43600; it is simply the more direct and actionable Trainer customization report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Related theme, but different underlying behavior: `remove_unused_column` customization versus FLOPS estimation for custom trainers. Not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 20, + "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": "ec57effae4bd49b7794d11f1798968ebe291576c5cb9afe2c7acbc01ef550920", + "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 related only at a very high level (Qwen model support), but they describe different gaps: one is about registering Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, the other is about adding AutoModelForSequenceClassification support for Qwen3.5.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #43684 is the cleaner representative because it targets a concrete registration gap in the core auto-model mappings; #44405 is a separate task for a different config and a different task head.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the best issue to keep as the representative item since it is broader and more directly about model registration, whereas #44405 is a distinct sequence-classification support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying requests: Qwen3-Omni auto-model registration vs Qwen3.5 sequence-classification support. They affect different model families and API paths, 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": "issue", + "component_index": 11, + "component_count": 20, + "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": "e82584b54ea234ccfd57dc23605fb5c26b37d6c2fd3a528d185477da47dca653", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four issues are extremely sparse and mostly consist of generic or identical titles with no meaningful body evidence. The cluster looks noisy rather than clearly duplicate-backed, so I would not merge any pair on the current data.", + "confidence": 0.36, + "canonical_issue_reason": "Issue 43859 is the only one with any discussion activity, so it is the least empty anchor in an otherwise low-signal cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43859 is the best available representative because it has the most activity and shares the same generic title pattern as the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "No shared bug description or target is available; the similarity is only superficial from short titles/body snippets." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Insufficient evidence that these describe the same underlying problem; only weak title similarity is present." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "The available metadata does not show a common concrete bug, just generic title overlap." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Identical generic titles alone are not enough to confirm a duplicate without body or target evidence." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "No concrete issue details are present to justify treating these as the same report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "The pair lacks any substantive evidence beyond broad title similarity, so duplicate status is not supported." + } + ] + }, + "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": 20, + "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": "793e4744f25e0f8627164b3db25be0139b7253e09f8e5de68abd3ad7a5954f2e", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not genuine duplicates of one bug/change; they look like unrelated spam or low-signal issues with only superficial title similarity. No PRs are present.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44371 is the most generic placeholder-style item, but the cluster does not form a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam-like placeholders, but there is no evidence they describe the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Shared spammy format only; no concrete bug or change matches." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is a generic spam placeholder and the other is a documentation-suggestion title; unrelated." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Generic spam vs. a specific-looking phrase about Google LLC; no same underlying problem." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement and spam placeholder are not the same issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Only superficial similarity in low-information titles; no shared problem statement." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no substantive evidence they refer to the same report." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Different titles and no technical context tying them to one defect." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No shared code path or explicit linkage; reject as duplicate." + } + ] + }, + "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": 20, + "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": "5ba7cfb17f4a64a167d899bf28d52005fe1800e26495556bf20b42fa6a6cd8a1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are duplicate issue reports with the same title and very similar content, describing the same energy-reduction proposal. Issue #45145 is the better canonical choice because it was created earlier and already has an inbound reference.", + "confidence": 0.98, + "canonical_issue_reason": "#45145 is slightly preferable as the canonical issue because it was created earlier and already has an inbound reference, while #45151 appears to be the later duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue to keep as the primary tracker: same topic as #45151, earlier creation time, and more established discussion footprint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and same apparent report; this looks like a duplicate issue for the same underlying request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The canonical-issue choice is grounded in the packet: #45145 was created earlier and has an inbound reference, while #45151 is later with no inbound references. The duplicate-issue verdict is also supported by the identical titles and soft-similarity signal. No clear overstatement beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 20, + "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": 15, + "component_count": 20, + "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": "efe260d6eab4a9a8c569b6df8a6a46a68b072c426cdcc879cdb1f67c8a27ee01", + "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 look like two different 4-bit inference bugs: one is a Gemma4/audio-module dtype issue triggered by `torch.finfo()` on `uint8` weights, the other is a `BitsAndBytesConfig` regression where `llm_int8_skip_modules` drops the default `lm_head` exclusion and causes an assertion failure. They share the same broad area but not the same underlying failure mode.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45674 is the better canonical issue for this cluster because it states a concrete configuration regression with a clear failure path; issue 45672 appears to be a separate, model-specific dtype error rather than the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the strongest representative because it describes a general, actionable 4-bit inference bug in `BitsAndBytesConfig`, whereas 45672 is narrower and tied to Gemma4 audio modules.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both mention 4-bit inference, but the failures are different: `torch.finfo()` on `uint8` weights in audio modules versus a skipped-module exclusion regression causing an assertion. 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": 16, + "component_count": 20, + "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": "45076df33bf696a60dc81435a103fea2000b4f9d25e88eaf4bf7ff2927377758", + "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": "Both items look like unrelated, low-signal closed issues with only personal-name/date titles and no body or technical context. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "The titles refer to different names and different dates, with no shared bug report, feature request, or technical context. This is not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 20, + "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": "e01f4268c4e9230bd9b5e3273bd1e26b15d59bf83b615ad0cf6f85f4ba42a884", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates; they look like unrelated closed issues with only superficial title similarity from personal names/dates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different named subjects and dates, no shared body, targets, filenames, or code-related context; not 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": 20, + "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": "e1de639e7eb24e8fd7a944d87d8ccf712e29514279e5f411267d45176540ebf7", + "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 a new Qwen3_5 token-classification model class, while the other requests FP8 training support. The soft similarity signal 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 underlying requests and code paths: model-class addition vs FP8 training support." + } + ] + }, + "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": 20, + "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": "434fb9c7093308f13bcb025257b5585ece98e96f9f154486699caea864deb6ef", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The set most likely splits into two near-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 looks separate and only loosely related by broad financial theme. The evidence supports duplicate triage, but not a claim of exact duplication.", + "confidence": 0.87, + "canonical_issue_reason": "45870 is the clearest representative for the example-request pair because 45871 matches it extremely closely in title and body length; this is strong near-duplicate evidence, though not enough to prove an exact duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is a good anchor for deduping one pair, but there is no single canonical issue for all five: 45872/45873 form a separate near-duplicate pair, and 45869 is distinct.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different request types: a dataset bundle offer versus an example/tutorial request." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different request types: a dataset bundle offer versus an example/tutorial request." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Very likely duplicate: identical title and matching body length/overall request wording." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related financial/DataForge theme, but the requests are different: an example request versus a scraping-service request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Related financial/DataForge theme, but the requests are different: an example request versus a scraping-service request." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Related theme only; the request wording points to different needs, so there is not enough evidence of the same underlying issue." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Related theme only; the request wording points to different needs, so there is not enough evidence of the same underlying issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Very likely duplicate: identical title and matching body length/overall request wording." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The clustering is too strong in a few places. The packet only provides soft_similarity plus matching titles/body lengths, which supports near-duplicate or very likely duplicate, but not a fully grounded claim of \"exact duplicate.\" Also, phrases like \"different code paths\" are unsupported because there is no diff/code evidence. The overall split into two duplicate pairs plus one separate item is plausible, but the soft-edge verdicts and summary should be more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 20, + "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": "cba103cba046a56ae73fe5d5d0f80d4a829b633c661c46e90c36c74b64223420", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related in topic (`cache_implementation=\"static\"` and linear-attention behavior), but the packet only provides soft similarity and no direct evidence that they are the same bug. Issue 46439 is the broader, more general report, while 46441 looks like a possibly related but distinct symptom report.", + "confidence": 0.47, + "canonical_issue_reason": "Issue 46439 is the better canonical issue only in a tentative sense: it describes the broader static-cache / linear-attention failure mode, whereas 46441 is a narrower Qwen3.5 `KeyError` symptom. The evidence here is not strong enough to prove they share the same root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best issue candidate because it is more general and mechanism-focused, making it the most suitable representative if these reports are later confirmed related.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "The evidence is too weak to treat these as the same underlying bug. They share a broad static-cache / linear-attention theme, but the packet only shows title-level similarity and no direct linkage tying the shape corruption report to the Qwen3.5 `KeyError`." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The clustering is a bit too strong for the evidence in the packet. We only have title-level similarity plus a soft-similarity signal; there is no direct linkage showing issue 46441 is a symptom of the same bug as 46439. The summary and canonicalization language go beyond what\u2019s grounded here by asserting a shared underlying root cause rather than a plausible relation. A more conservative verdict would keep this as a tentative similarity, not an accepted same-bug pair." + }, + "evaluator_used": true, + "retried": true, + "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-39895-14", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "7c0c4a7ac533d444d8f4ab0ad2d572bfafa53db4c2ac2f34d748bc9fde2aa230", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38084, + "estimated_input_tokens": 9521, + "estimated_eval_tokens": 19298 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38084, + "estimated_input_tokens": 9521, + "estimated_eval_tokens": 19298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs that share only broad subsystem similarity. The only true duplicate-like pair is the two loss utility PRs for `fixed_cross_entropy`; everything else should stay separate.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is the best canonical PR because it directly targets issue #43240, has the more complete fix for `fixed_cross_entropy`, and is the clearer anchor for the duplicate pair with #43254.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the strongest representative of the actual duplicate relation in this cluster; it fixes the same concrete `fixed_cross_entropy` code path as #43254 and is the more established change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "VideoPrism model addition and an ExecuTorch dynamic-shapes test are unrelated changes; same repo, different code paths." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer missing methods vs adding MobileLLM are unrelated model areas and not the same change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API fixes and ExecuTorch export tests do not address the same bug or feature." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor-from-pretrained robustness changes and MobileLLM model addition are different artifacts with no shared concrete bug." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss utility kwargs handling and MobileLLM model implementation are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs support and Mistral4 test fixes are different problems and code paths." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch dynamic shape export tests and Mistral4 test fixes are unrelated test changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export tests and MobileLLM model code are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "MobileLLM addition and `cls.config` resolution order fix are unrelated features/bugs." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition and Falcon output-collection refactor are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor and model-creation skill docs are not the same underlying change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon refactoring and Mistral4 test fixes are unrelated model-specific changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and the `layrnorm` typo renaming pass are unrelated; shared CLIP-like tooling does not make them duplicates." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 tests and chat parsing/serve updates are unrelated subsystems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and adding the TDT loss kernel are different changes with no same code-path bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 tests and `cls.config` resolution ordering fix are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fixes and the model-creation skill are unrelated artifacts." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition and the model-creation skill PR are not the same underlying bug or feature." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same `fixed_cross_entropy`/`nn.functional.cross_entropy` call path, both target issue #43240, and they are plausibly mergeable into one change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst summary is grounded in the packet and stays conservative: all non-duplicate soft pairs are rejected, and the only accepted pair is the one with direct shared-file and shared-issue evidence (`pull_request:43251`/`pull_request:43254`). The duplicate rationale is supported by the diffs and issue target #43240, and the other pairwise rejections do not overstate similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 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-40546-3", + "nodes": [ + "pull_request:40546", + "pull_request:42781", + "pull_request:46331" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781", + "pull_request:42781|pull_request:46331" + ], + "prepared_review_unit_hash": "dd5884fd7a23fdc16fde845f0b18ca395b953e7bd009390b185928e7a27f82fe", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10869, + "estimated_input_tokens": 2718, + "estimated_eval_tokens": 5692 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10869, + "estimated_input_tokens": 2718, + "estimated_eval_tokens": 5692 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is centered on new ASR/TTS model work, but the PRs are not duplicates: one implements the base VibeVoice model, one adds VibeVoice Realtime, and one adds Parakeet-RNNT. They share some auto-mapping/docs plumbing, but they target different model families or different feature sets.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the strongest canonical representative: it is the earlier, broader base VibeVoice implementation and covers the core model/docs/autoloading integration. The other PRs are separate follow-on or unrelated model additions rather than the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 best represents the cluster's main theme because it is the primary VibeVoice implementation with the most complete base integration. PR #42781 is a different VibeVoice Realtime feature, and PR #46331 is a different model family altogether.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Both are VibeVoice-related, but #40546 implements the base VibeVoice model while #42781 adds VibeVoice Realtime and acoustic-tokenizer support. That is a related extension, not the same concrete change or bug fix." + }, + { + "left": "pull_request:42781", + "right": "pull_request:46331", + "accept": false, + "reason": "They only overlap on generic auto-mapping/doc plumbing. #42781 is VibeVoice Realtime, while #46331 is Parakeet-RNNT; these are different model implementations and 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": 3, + "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": "1d0bad42d20300040b383d4fdae25a8ed3f3ae8c7356c36dd64180f32318ca78", + "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 two pull requests are unrelated: one adds covariate forecasting to TimesFM, the other adds DINOv3 image-classification support. They do not fix the same underlying bug or implement the same change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs affect different models, different files, and different feature areas.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global representative for the pair because they are unrelated changes rather than duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different model families and code paths; TimesFM covariate forecasting and DINOv3 image classification are distinct features, 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": 4, + "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": 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-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "86d670029a78b0cbb7a3b94cd6afde1cc686eef2e328b7ebac7b07641f513a78", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10434, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10434, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs with overlapping Transformers boilerplate, but they implement different models (DeepSeek OCR, Isaac, and Kimi2-6) and should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45630 is the strongest representative of the cluster: it is a substantial, well-reviewed new-model integration with the broadest set of model/auto-mapping updates and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 45630 is the best overall fit as the canonical PR representative because it is the most complete and highest-activity implementation among the three.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model integrations: DeepSeek OCR vs Isaac. They share generic new-model scaffolding, but they do not target the same code-path problem and would not be merged into one PR." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model integrations: Isaac vs Kimi2-6. The overlap is only framework boilerplate and auto-mapping changes, not the same underlying change or bug fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 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": "4ef6ab3b08af7cc3d2fc29ed791a2b19571290fc78f2855fb8ca831ecaca7de4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are broad GitHub Actions dependency bumps, but they target different action families and different compatibility goals, so they do not look like the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better representative if a single PR must be named because it has the clearer, narrower theme of Node 24 compatibility across workflow actions; however, it is not a duplicate of 42976.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is slightly more canonical for the cluster because it is a focused compatibility upgrade across workflow actions, while 42976 is a separate set of action version bumps centered on docker/build-push-action and other latest-version updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: 42975 upgrades several actions for Node 24 compatibility (checkout/cache/upload-artifact etc.), while 42976 upgrades different workflow actions to newer versions, especially docker/build-push-action v6. They overlap in workflow files but do not appear to fix the same concrete problem and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 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-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490" + ], + "prepared_review_unit_hash": "8b2827194e6747a5efbd782ee1a326ac9719615717615c243d2b1539c0d9f74b", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14253, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14253, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four pull requests are separate model additions (ViT NEPA, Molmo, Molmo2, CTSM). They share boilerplate docs/auto-registry edits, but they target different models and code paths, so none should be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43451 (Molmo2) is the most substantial/complete of the set, with broad model, processor, image, and video support plus very high review activity, but it is still a distinct model-addition PR rather than a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model families: ViT NEPA vs Molmo. Shared registration/docs boilerplate is not enough to treat them as the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different targets and implementations: ViT NEPA vs Molmo2; only generic model-addition scaffolding overlaps." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Unrelated models and code paths: ViT NEPA vs CTSM. Similar repo-wide wiring does not indicate the same bug or feature." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct model additions with different files and capabilities; shared auto/docs updates are expected boilerplate." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are different model integrations, not the same underlying change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are separate model additions with no evidence of a shared concrete code-path fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-43291-4", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380" + ], + "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:44815", + "pull_request:43665|pull_request:46380", + "pull_request:44815|pull_request:46380" + ], + "prepared_review_unit_hash": "f82504c5e22a887019058dfe03a5738d545817d5f671d88e2c4ff117ae03d65e", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11145, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11145, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Four open PRs, but they span unrelated areas: Whisper tokenization/tests, model test placeholders, FP8 dequantization, and generation watermarking validation. None of the soft edges look like the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46380 is the strongest standalone fix: it addresses a concrete generation-config validation bug (dict watermarking_config handling) and includes targeted follow-up changes/tests. The other PRs are either test-only noise or touch unrelated code paths.", + "best_issue_reason": null, + "best_pr_reason": "PR 46380 is the most suitable global representative because it fixes a real runtime validation path with a clear code-path change and supporting tests; the others are either narrower test edits or an unrelated FP8/model-loading fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are test-focused, but they target different models and do not describe the same bug or mergeable change set." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer/test adjustments are unrelated to the FP8 dequantization and model-loading changes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper test/tokenizer changes are a different code path from generation watermarking validation and related model tests." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Model test placeholder edits for CLIP/ViT are unrelated to the FP8 quantization/dequantization fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Test-only edits in CLIP/ViT do not match the generation-config/watermarking fix or its code path." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Both are broad, but they fix different underlying problems: FP8 dequantization versus generation watermarking config handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "ef76ed313de46d3ce41e372b1f3a340c1353e87045740d2c96ee19c003bc70a6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated \"[don't merge]\" PRs that only overlap on a ViT test file; they address different repo-bot/demo changes and should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43532 is the broader, more representative change in the cluster: it touches workflow/testing utilities and the shared ViT test file, whereas 43488 is a narrow setup/version-format check.", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the best representative PR for the cluster for the same reason: broader scope and clearer artifact footprint.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Shared filename alone is not enough: 43488 is a setup/version-format bot check, while 43532 changes CI/workflow and testing utilities. They do not look like the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "0725faf4b9193853fba69a075bf6d08b68526d6a9c58e0dfcca5e93d63f6edd5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related scaffold additions for new segmentation pipelines, but they implement different features: promptable concept segmentation vs promptable visual segmentation. The overlap is mostly shared boilerplate and docs, not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Shared files and similar pipeline-registration/docs patterns, but the PRs target different concrete features and model/test sets. They are siblings, not duplicates, and should not 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": 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-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "4fdbc6c9340ab6531e18c4da59bf0a485c656b81500a0d055681ebb1d4db0c4c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests modify `src/transformers/trainer.py`, but they solve different extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers/PEFT models. They are not the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the stronger standalone candidate because it targets a concrete loss-scaling behavior change with a clear API hook, but it is not a duplicate of #43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different trainer concerns: #43651 adds `_loss_is_scaled_for_ga` to control gradient accumulation loss normalization, while #43663 extracts `_get_signature_columns` to customize input-column filtering. Same file, but not the same 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": 12, + "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": "55b577db1f261b81af022e9d397585da7cde5f50c289ddb9c7d6e15093073a3e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter NameError, but they address different annotation/import failure modes rather than the same fix.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "43842 is the tighter, more explicit fix for the reported TypeAdapter/pydantic NameError; 43656 is a broader annotations cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Shared file and similar symptom, but the fixes are different: 43656 adds `from __future__ import annotations` and broader typing cleanup, while 43842 adds a TYPE_CHECKING import and quotes `TypeAdapter` for the pydantic-optional path. They are adjacent, 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": 13, + "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": 14, + "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:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44086|pull_request:44722", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|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:44059|pull_request:44086", + "pull_request:44085|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:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44101", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "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:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "e1f46ffbf1a6e7bc45ce43e5098ad9b295e7d05f8a7fa37c5ff051586f222d8a", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84893, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75092, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a set of model-specific standardized output-tracing refactors. There is no issue node in the packet, but several PRs explicitly reference #43979 as an umbrella tracker. The only clear duplicate slices are the GPT-J/CodeGen line and the GPT-Neo pair; the rest are related only by pattern, not by the same concrete code path.", + "confidence": 0.88, + "canonical_issue_reason": "No issue artifact is present in the packet; #43979 appears only as a shared umbrella issue referenced by several PRs.", + "canonical_pr_reason": "PR 44722 is the best canonical PR: it is the latest and most complete representative of the GPT-J/CodeGen output-tracing change set on the same code path.", + "best_issue_reason": "No issue node is available to canonicalize; the packet only shows PRs pointing at umbrella issue #43979.", + "best_pr_reason": "PR 44722 is the strongest global representative because it consolidates the GPT-J/CodeGen refactor and best matches the duplicated code-path slice.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and files; shared umbrella issue is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model code paths; same refactor theme only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both target GPT-J output tracing in modeling_gptj.py; one is a later/expanded version of the same concrete change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet/RegNet-side refactors vs EfficientNet; not the same underlying bug/change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet vs GPT-J/CodeGen; unrelated concrete code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet; same pattern, not the same change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 vs DeBERTa-v2; different model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR; unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT; same refactor style, different code." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same file; they look like iterative versions of the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo; different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; same theme only, not the same change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet vs GPT-J/CodeGen; unrelated model-specific changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; different concrete code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR vs GPT-J/CodeGen; not the same underlying refactor." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo vs ResNet; only the broad refactor pattern matches." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet vs MPT; different model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert; unrelated code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; same umbrella issue, different changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert; different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT vs GPT-J/CodeGen; different model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J; separate model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; unrelated." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; not the same change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT vs GPT-J; different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 vs MGP-STR; same refactor theme only." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J vs MGP-STR; unrelated model refactors." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT vs Flaubert; different implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 vs MPT; same pattern, different concrete code." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet vs Segformer; different model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet vs MPNet; not the same change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT vs SpeechT5; unrelated code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert; different model implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5; same refactor idea only, not the same bug/change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet vs GPT-Neo; different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet vs LongT5; not a duplicate." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet vs LongT5; different concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo vs LongT5; unrelated models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet vs MPT; different model code." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT vs MPT; same broad refactor idea, not the same change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT vs VisualBERT; different model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo vs GPT2; separate model code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT2 vs GPT-Neo; not the same underlying change." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert vs LongT5; unrelated models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet vs TextNet; different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet vs SpeechT5; not the same change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT vs SpeechT5; different model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT vs GPT-Neo; same refactor pattern only." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet vs LongT5; different code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet vs Segformer; not a duplicate." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT vs DeBERTa-v2; unrelated model-specific refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa-v2 vs TextNet; different concrete changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J/CodeGen output-tracing refactors on the same code path; 44722 is the fuller later revision." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch the GPT-J output-tracing refactor in modeling_gptj.py; they are overlapping versions of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J vs SpeechT5; shared umbrella issue is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet vs RegNet/ResNet-side changes; different code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet vs SpeechT5; unrelated model refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa-v2 vs SpeechT5; different concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa-v2 vs VITS; different model implementations." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level read is mostly grounded, but one key statement is too strong: #43979 is not referenced by most PRs in the packet, only by a subset of them. It is safer to say there is no issue node in the packet, while several PRs explicitly link #43979 as a shared umbrella issue. The GPT-J/CodeGen and GPT-Neo duplicate-slice conclusions look reasonable, and the soft-edge verdicts are generally conservative, but the overstatement about 'most PRs' makes this unsafe to accept as written." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "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": "16b5212a632b1223ceb06f9d8ecd553c80b2a316eddd80b99a3741ec59346c83", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84893, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17122, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific refactors to the new standardized output-capture mechanism, but they touch different architectures and code paths, so they are not duplicates of one another.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the best anchor because it explicitly targets issue 43979 and clearly frames the standardized output-capture refactor for one model.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the strongest representative of the cluster due to its explicit issue linkage and clear, focused implementation of the shared output-tracing pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing refactors, but for different models (FocalNet vs ImageGPT) and distinct forward paths; they are related work, not the same underlying change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are separate model implementations with different output plumbing; similarity is only at the refactor pattern level." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert each migrate output tracing independently in different model code paths, so they should not be treated as duplicates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are separate per-model refactors, not one concrete bug or change that could be merged into a single PR." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model files; the shared output-capture theme is too broad to call them duplicates." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 both adopt standardized output tracing, but they modify different model-specific implementations and are not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 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:44025", + "pull_request:44000|pull_request:44026", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44025", + "pull_request:44001|pull_request:44026", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44025", + "pull_request:44001|pull_request:44003", + "pull_request:44002|pull_request:44003", + "pull_request:44000|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": "4c21bfeabf9fcf48ba7a84f8298f93220c6080b22bb3bc101a99fe87da93f31e", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 41325, + "estimated_input_tokens": 10332, + "estimated_eval_tokens": 20920 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 41325, + "estimated_input_tokens": 10332, + "estimated_eval_tokens": 20920 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a bundle of separate model-specific output-tracing refactors that share a common implementation pattern, but they are not duplicates of one another. The PRs touch different model code paths and would not plausibly collapse into a single merge.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "44003 is the most representative and broadest example: it spans two related model files and introduces the shared output-capturing machinery, whereas most others are narrower one-model refactors.", + "best_issue_reason": null, + "best_pr_reason": "44003 best represents the cluster\u2019s theme and scope, but only as a thematic anchor; it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families (`timm_backbone` vs `upernet`) and different forward signatures; only the refactor pattern is shared." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Separate model code paths (`timm_backbone` vs `vision_text_dual_encoder`); same output-tracing motif, not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Unrelated models (`timm_backbone` vs `univnet`) with model-specific output handling; not one underlying bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Both are output-tracing refactors, but they target different model stacks (`timm_backbone` vs `mamba/falcon_mamba`) and distinct implementations." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures (`timm_backbone` vs `rwkv`) and separate code paths; too broad to be a duplicate." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model implementations (`mobilenet_v1` vs `univnet`) and no shared concrete bug fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Distinct model modules (`mobilenet_v1` vs `upernet`); only the refactor style overlaps." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "`mobilenet_v1` and `depth_anything` are separate model-specific output changes, not one mergeable fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model stacks and files; both refactor outputs, but not the same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are unrelated code paths with similar boilerplate refactoring only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated models; the similarity is only that both refactor return handling." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different modules (`vision_text_dual_encoder` vs `upernet`) and different forward contracts." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate model-specific refactors; no shared concrete bug or code path." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44026", + "accept": false, + "reason": "`vision_text_dual_encoder` and `vision_encoder_decoder` are related only by broad domain, not the same implementation change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "`univnet` and `upernet` are unrelated architectures; output-tracing changes are independent." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model files and distinct forward logic; not a duplicate fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44026", + "accept": false, + "reason": "Separate encoder-decoder/depth-estimation code paths; same refactor theme only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "`upernet` and `rwkv` are different models with unrelated forward implementations." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44025", + "accept": false, + "reason": "Distinct model-specific output changes; not the same underlying change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "`univnet` and `mamba/falcon_mamba` are different model families; shared naming around output tracing is not enough." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and separate code paths; cannot be merged as one PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "`vision_text_dual_encoder` vs `mamba/falcon_mamba` are unrelated refactors despite similar helper usage." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "`mamba/falcon_mamba` and `superpoint` are unrelated implementations; only the tracing refactor pattern matches." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "`mamba` output tracing and `codegen` cache/output refactoring affect different concrete code paths and should not be merged together." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` and `codegen` are unrelated model internals; same refactor motif only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model code paths (`univnet` vs `codegen`) with no shared bug or implementation target." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "`upernet` and `codegen` are unrelated; this is just a similar refactor style." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "`depth_anything` and `vision_encoder_decoder` are different model families; not the same underlying fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Separate model-specific output-tracing changes; no single concrete bug/change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models (`depth_anything` vs `superpoint`) and different forward paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "`depth_anything` and `rwkv` are unrelated code paths; only the refactor theme overlaps." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model implementations (`depth_anything` vs `dpr`); not one duplicate change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are separate wrappers with distinct targets." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model modules and outputs; similar refactor pattern only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models (`vision_encoder_decoder` vs `dpr`); not the same fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated models; same broad refactor theme only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families (`speech_encoder_decoder` vs `rwkv`), so not a duplicate." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate wrapper/model code paths; no shared concrete bug." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are unrelated architectures and changes." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model code paths (`superpoint` vs `dpr`); not mergeable as one PR." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are separate model implementations; only the output-tracing refactor pattern is shared." + } + ] + }, + "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-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "513ddfb9a02d3dcc569e6cb3d9a15fff206b18fa107528ddba81076e7959126a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6550, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6550, + "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-introduction PRs that only overlap on common Transformers integration files and docs scaffolding. One adds PenguinVL vision-language support; the other adds Voxtral TTS support tied to a specific issue. The shared filenames reflect registry/auto-doc plumbing, not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "45401 is the more self-contained PR, with an explicit tracking issue and a focused TTS implementation; 44662 is a separate model implementation with broader surface area.", + "best_issue_reason": null, + "best_pr_reason": "45401 is the clearest representative of its own change set because it has an explicit issue target and a tightly scoped Voxtral TTS implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and different code paths: PenguinVL vision-language support vs Voxtral TTS support. Shared auto-registration/docs files are generic integration plumbing, not evidence of the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "f8fd5c5b9882c12725d2e16aa321e1da97abbab26c573d749e989d51d6f047ec", + "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": "Both PRs are about fusion, but they are not duplicates: #44979 adds a generic Module Fusion API and tests, while #45363 wires n-to-1 kernel fusion through KernelConfig and integration code. Related theme, different concrete changes.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44979 is the core abstraction PR: it introduces the new module_fusion API and tests, so it best represents the cluster\u2019s foundational change.", + "best_issue_reason": null, + "best_pr_reason": "#44979 is the best overall representative because it is the most central, self-contained fusion feature rather than a downstream integration/example on top of it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Reject: the PRs touch related fusion infrastructure, but #44979 defines a general module fusion API while #45363 adds kernel-config-driven n-to-1 fusion integration. They do not appear to fix the same concrete code-path problem and would not plausibly merge 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": "455938b65d54c5076c1a5d9541808813e8e105f9bfe1f7711e235060374a35a9", + "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 target the same AttributeError in `_patch_mistral_regex` and make the same code change in `tokenization_utils_tokenizers.py`; the second PR is a more complete version with tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same fix as 45086 plus test coverage and a clearer, more explicit description of the bug trigger (`fix_mistral_regex=True`).", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best representative of the cluster: same underlying fix, same target file, and it adds validation via tests, making it the most complete change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Accept: both PRs implement the same concrete fix for the same AttributeError in `_patch_mistral_regex` by changing the pre-tokenizer access path in the same file; the later PR is essentially a superset with tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 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": "15f37d2991d7bfd4b709e13f67a66cd074a768d05339ed72b2d4ce549d132ad2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related NemotronH work but they are not the same change: one is a focused refactor toward GraniteMoeHybrid compatibility, the other splits NemotronH into dense/sparse variants and updates docs/auto-mapping more broadly.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the more complete and higher-level NemotronH change: it introduces dedicated dense/sparse model packages, updates auto-mapping, and refreshes documentation, whereas 45115 is a narrower compatibility/refactor patch.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the best representative because it captures the broader architectural change and user-facing model split; 45115 looks like a partial enabling refactor rather than the end-state implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related NemotronH edits, but they target different scopes: 45115 is a conversion/refactor toward GraniteMoeHybrid-compatible weights, while 45569 adds dedicated nemotron_h_dense/nemotron_h_sparse models and docs. They are not the same underlying code change and would not plausibly merge 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": 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": "d0a9eb3dc2c516f632b98e59210036abf8bd21b4698eaf843d2ffd268f92ac65", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but not duplicates: PR 45333 adds per-layer heterogeneous config support, while PR 45332 builds on that with broader heterogeneous model/runtime changes. They share groundwork, but they do not appear to fix the same concrete code-path problem.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the better canonical PR because it is the broader, end-to-end heterogeneous model support change and subsumes the config-only groundwork in PR 45333.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the best representative for the cluster because it covers the larger underlying feature/change; PR 45333 is a narrower prerequisite-style piece focused only on config plumbing.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Reject: shared heterogeneous-config files do not make these the same fix. 45333 is config-only, while 45332 changes cache, masking, modeling, integrations, and tests for broader heterogeneous model support." + } + ] + }, + "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": "db5c18468fe9bd092020124a92635cc0d0f074a3212bb1e4fc8c255ac7bda700", + "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 items are typing-related pull requests, but they are not the same concrete change: PR 45415 is a broad repo-wide type-checking sweep with many file edits and pyproject type-ignore config changes, while PR 45425 adds/adjusts specific typing protocols and helpers around modeling_utils/PEFT/flash-attention. Shared files only indicate overlap in the typing subsystem, not duplication.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45415 is the broader, more representative typing change: it introduces repository-wide type-checking adjustments plus config updates across many files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45415 is the best cluster representative because it is the larger umbrella typing sweep; PR 45425 is a narrower, separate typing cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Do not merge: both are typing-related, but 45415 is a broad type-checking pass across many modules while 45425 is a targeted protocol/helper update. They do not appear to fix the same concrete code-path problem 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": 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-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "406d45646b467ac0af7e873cee2548580ab27d03600e93b3aeffd882edbbf343", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated cache-handling PRs in different model families: one fixes Qwen3.5 GDN linear-attention multi-token cached forward, the other fixes Mamba2 use_cache behavior for seq_len > 1. They share a broad pattern but not the same code path or concrete bug.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46084 is the cleaner canonical PR because it has an explicit issue target, a narrowly scoped fix in one model file, and a clear problem statement about use_cache with seq_len > 1.", + "best_issue_reason": null, + "best_pr_reason": "PR #46084 is the best representative of the cluster if one must be chosen: it is explicitly tied to an issue and describes a concrete cache-length bug more directly than the broader Qwen3.5 PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Both involve cached multi-token forward paths, but they target different architectures and different implementations (Qwen3.5 GDN linear attention vs Mamba2 CUDA kernels). They are not the same underlying 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": 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-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "a3a11acdcba7810bee067b06869f0655e5f581325b6015e1fe2252e4e958f1f3", + "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": "These two PRs both touch EP-related loading, but they fix different concrete bugs: one is about preserving distributed_config/has_ep for DeepSpeed ZeRO-3 loading via accelerate launch, while the other prevents EP experts from being overwritten during FSDP2 loading/broadcast. They are related in subsystem, not duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better representative of the cluster because it addresses a clearer, more concrete loading-time corruption bug with a broader multi-file fix; #45548 is a separate ZeRO-3/serialization issue.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest standalone PR: it targets a specific failure mode (expert parameters being overwritten by rank-0 broadcast) with code changes in the loading path and related EP integrations.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different underlying bugs and code paths: #45548 removes distributed_config from serialization and adds has_ep for ZeRO-3/accelerate launch; #45662 wraps loaded parameters post-shard to stop EP experts being overwritten under FSDP2. Same subsystem, not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "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-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "fddae1bd72e5022e27c111627eae3ea417061d9b9652b83694807e9ce792d22b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist/captured_info logging problem under issue #45561; PR #45645 is the broader, more complete version of the same fix, while #45639 is a narrower subset focused on the testing utility.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the better canonical PR because it includes the core xdist-safe logging fix in `testing_utils.py` plus the CI/workflow changes needed to consume multiple `captured_info*.txt` files, making it the more complete end-to-end solution.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the best representative of the cluster because it covers the full change set for the same underlying bug and preserves CI debug output handling; #45639 appears to be an earlier/narrower implementation of the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying xdist captured_info collision bug, same explicit issue target, and overlapping `testing_utils.py`/test changes; #45645 extends the same fix into CI artifact handling rather than introducing a different 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": 25, + "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-45670-3", + "nodes": [ + "pull_request:45670", + "pull_request:46320", + "pull_request:46401" + ], + "soft_pairs": [ + "pull_request:45670|pull_request:46320", + "pull_request:45670|pull_request:46401", + "pull_request:46320|pull_request:46401" + ], + "prepared_review_unit_hash": "2f685fd38918f0f60ef10de4095475cea263f09e32ef118d8838fc6fd805a6f7", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7579, + "estimated_input_tokens": 1895, + "estimated_eval_tokens": 4046 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7579, + "estimated_input_tokens": 1895, + "estimated_eval_tokens": 4046 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is mostly a theme match around attention-dispatch support, but only two PRs are loosely related and they target different model families; the GLM-ASR auto-model registration PR is unrelated. No soft edges should be merged.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46401 is the best representative if this cluster is treated as a theme: it is a substantial attn_implementation-dispatch change across the BLIP-2/InstructBLIP family, with code, tests, and docs all updated.", + "best_issue_reason": null, + "best_pr_reason": "PR 46401 is the strongest standalone candidate because it is the most complete and central example of the shared attention-dispatch work in this set, while the other PRs are either narrower or unrelated.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Unrelated changes: one adds GLM-ASR to auto-model mappings, the other implements attention-dispatch support for RecurrentGemma. Different code paths and different change goals." + }, + { + "left": "pull_request:45670", + "right": "pull_request:46401", + "accept": false, + "reason": "Unrelated changes: auto-model registration for GLM-ASR versus attention-dispatch support for BLIP-2/InstructBLIP variants. They do not fix the same underlying bug or change." + }, + { + "left": "pull_request:46320", + "right": "pull_request:46401", + "accept": false, + "reason": "Both are attention-dispatch PRs, but for different model families and implementations. They are similar in topic, not the same concrete code-path problem, 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": 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-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "557ee94b31a382f95a4478738b6be59ccd98d612f6c3af208cfc42cc1ee7a6c6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct linter/modeling-rule PRs: PR 45720 implements part of TRF003 for model forward return behavior, while PR 46259 adds TRF018 for dead do_* flags in image/video processors. They overlap only at a broad \u201ccode quality/modeling rules\u201d level, not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46259 is the more self-contained representative change: it defines a new modeling rule and applies it across the affected processor classes, whereas PR 45720 is an implementation pass for a different rule and is explicitly only part of that rule.", + "best_issue_reason": null, + "best_pr_reason": "PR 46259 is the better standalone PR to keep as the canonical example of this cluster's theme because it has a clear rule definition plus matching code updates; PR 45720 addresses a separate rule and should not be merged with it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different underlying changes: TRF003 tuple-return handling in model forwards vs TRF018 dead do_* flag consumption in processors. They do not fix the same code-path problem and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "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": 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-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "5495bc091e9bc305793b1366f1314587c7a01797510f37efd14df6f6442cbf0a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4301, + "estimated_input_tokens": 1076, + "estimated_eval_tokens": 2408 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4301, + "estimated_input_tokens": 1076, + "estimated_eval_tokens": 2408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are both clearly non-production/testing-oriented, but they do not fix the same underlying problem. PR 45932 updates CI/workflow and multiple model configs/code paths; PR 46100 is a single-file test migration with intentional failing assertions. They should not be treated as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the items are unrelated changes and do not share the same concrete fix or code path.", + "best_issue_reason": null, + "best_pr_reason": "PR 45932 is the more substantive change and the only one touching real implementation/CI code; PR 46100 is just a test file with deliberate failures, so it is not a good representative for the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different underlying changes: one is a broad CI/model maintenance PR, the other is an intentional test-only migration in ViT. They do not appear mergeable as one fix or the same 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-46073-3", + "nodes": [ + "pull_request:46073", + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46073|pull_request:46154", + "pull_request:46073|pull_request:46196", + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "cbb12643f47f15fcdfb30887dd1ac4b22f960ae2ac6f7981a5abe1d7e61de83f", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8082, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8082, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests target the same broad SDPA-dispatch feature, but they apply to different model families and codepaths, so they should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46196 is the broadest representative of the SDPA dispatch work, spanning multiple related model families and test updates, so it is the best single anchor for the cluster even though the PRs are not duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR 46196 has the widest scope and most complete implementation surface among the three, making it the strongest representative of the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both are SDPA dispatch PRs, but one is for CTRL and the other for T5; they touch different model implementations and are separate changes." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "These cover different model groups (CTRL vs wav2vec2/seamless M4T variants) and distinct attention codepaths, so they are not the same fix." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "T5 SDPA dispatch and wav2vec2/seamless M4T SDPA dispatch are model-specific implementation efforts, not one underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "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": "5c8e60fb09b0254eab4ccb259d4a05a5a766d20144a3c3723fd1bdc79c60ff6a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests overlap in distributed/TP code, but they are not the same underlying change. PR 46126 is a focused EP + Trainer integration patch; PR 46269 is a much broader distributed branch/base PR spanning FSDP, tensor parallel, loading, integrations, and model files. The shared filenames reflect subsystem overlap rather than duplicate intent.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46126 is the more specific, self-contained feature PR centered on EP routing and Trainer integration. PR 46269 is a broad base branch with many unrelated distributed changes, so it is not a duplicate candidate for the same concrete change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46126 is the best representative for a discrete code-path change: EP routing/Trainer integration on top of DistributedConfig. It has a narrower scope and clearer merge target than the broad branch-base PR 46269.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: they share distributed filenames, but the diffs are not the same fix/change. 46126 adds EP routing and Trainer integration; 46269 is a large base branch with many distributed feature additions, so they would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-46138-6", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46504", + "pull_request:46138|pull_request:46432", + "pull_request:46138|pull_request:46503", + "pull_request:46138|pull_request:46501", + "pull_request:46138|pull_request:46502", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46504", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46503|pull_request:46504" + ], + "prepared_review_unit_hash": "8367646ea8f3a990ed8f1ee0e27951328a6bd595de5432b233653343245544b3", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 14222, + "estimated_input_tokens": 3556, + "estimated_eval_tokens": 7368 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 14222, + "estimated_input_tokens": 3556, + "estimated_eval_tokens": 7368 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster contains several small, unrelated workflow-maintenance PRs. They are superficially similar because they all edit GitHub Actions YAML, but they change different workflows and different code paths, so none should be deduplicated together.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46501 is the most generic representative of the cluster, but it is not a true duplicate of the others; the PRs touch different workflows and fix different operational concerns.", + "best_issue_reason": null, + "best_pr_reason": "PR 46501 is a reasonable cluster representative because it is a small, workflow-only maintenance change and sits in the densest similarity group, but it is not a strong canonical for the whole set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different fixes: stdin handling in self-comment CI vs commit-message quoting in build-ci-docker-images." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46432", + "accept": false, + "reason": "Both are workflow chores, but one updates self-comment CI message passing while the other hardens ssh-runner download/secret handling." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow behavior: self-comment CI argument passing vs allowing benchmark_v2 manual dispatch." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46501", + "accept": false, + "reason": "Unrelated workflows and changes: self-comment CI command piping vs anti-slop permission scoping." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and purpose: self-comment CI message piping vs assign-reviewers checkout ref selection." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "ssh-runner security/hardening changes are unrelated to benchmark_v2 trigger logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows and issues: ssh-runner secrets/download handling vs anti-slop permissions placement." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "No shared bug or code path: ssh-runner environment sanitization vs assign-reviewers checkout behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and fixes: ssh-runner security/download changes vs build-ci-docker-images commit-message quoting." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow edits, but one is anti-slop permission scoping and the other is benchmark_v2 event gating." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows with different behavior: anti-slop permissions vs assign-reviewers checkout ref." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Unrelated workflow changes: anti-slop permissions vs build-ci-docker-images shell quoting." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow logic: assign-reviewers base-ref checkout vs benchmark_v2 manual-dispatch support." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and problems: assign-reviewers checkout ref vs build-ci-docker-images commit-message handling." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Both are workflow tweaks, but they affect different pipelines and unrelated trigger conditions." + } + ] + }, + "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-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "99b24f70669706b8082ddafc5e6d911fb927a12c7c31ac0ff19e380e21781784", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs replace ad hoc source-file opening with safer source access, but they fix different code paths in different modules and should not be treated as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the more concrete and self-contained fix: it targets `_can_set_attn_implementation` directly and includes tests, whereas 46152 is a broader import-utils refactor around resolving package resources.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the best representative of the cluster because it has a clearer bug scope and stronger validation; 46152 is related only at the pattern level, not the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Different functions and modules (`import_utils.py` vs `modeling_utils.py`) with different behaviors; they share a source-reading cleanup pattern but do not fix the same concrete bug or belong in one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-46173-3", + "nodes": [ + "pull_request:46173", + "pull_request:46436", + "pull_request:46474" + ], + "soft_pairs": [ + "pull_request:46436|pull_request:46474", + "pull_request:46173|pull_request:46474" + ], + "prepared_review_unit_hash": "68051b53a599d3fd1dc383b0defa3400c7c8aa897d3add9c05bae70f9125a511", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5921, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5921, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs are clear duplicates of the same StaticLayer.get_seq_length type-hint fix; the static-cache max-len change is a separate generation behavior fix and should not be merged with them.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46173 is the best canonical representative: it contains the exact cache_utils annotation change, links the tracking issue #45987, and PR 46474 is the same patch with only a title variation.", + "best_issue_reason": null, + "best_pr_reason": "PR 46173 is the strongest overall representative of the cluster because it is the direct implementation of the tracked type-hint fix; PR 46436 is unrelated in code path and PR 46474 is a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46436", + "right": "pull_request:46474", + "accept": false, + "reason": "Different fixes: 46436 changes static cache max length selection in generation/utils, while 46474 only adjusts the StaticLayer.get_seq_length type annotation in cache_utils." + }, + { + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "Same underlying change: both patch the StaticLayer.get_seq_length return type annotation in cache_utils and target the same issue #45987." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. PRs 46173 and 46474 have the same cache_utils type-hint diff and shared issue target #45987, so treating them as duplicates is conservative. PR 46436 touches a different file and fixes static-cache max-len behavior under a different issue target, so it should not be merged with the type-hint fix. No evidence is overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46293-2", + "nodes": [ + "pull_request:46293", + "pull_request:46478" + ], + "soft_pairs": [ + "pull_request:46293|pull_request:46478" + ], + "prepared_review_unit_hash": "7bd39ae48d659fdee338d62b65f52e0c5fa39368b02b874770cb97e7816d0b13", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4443, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4443, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same hub-kernels area and share issue #46291, but they implement different fixes: one updates kernel repo/version metadata for kernels>=0.15.0, while the other pins LayerRepository revisions to main and adds broader config/test changes. They are related, but not the same duplicate change.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46478 is the better canonical PR because it is broader and more complete: it updates multiple hub-kernel references, touches kernel config, and includes test coverage, making it the stronger representative of the fix set.", + "best_issue_reason": null, + "best_pr_reason": "PR #46478 is the best overall PR in the cluster because it addresses the problem more comprehensively and is more suitable as the merge target for the shared hub-kernel compatibility work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46293", + "right": "pull_request:46478", + "accept": false, + "reason": "Both mention the same issue and file, but the concrete changes differ: #46293 adjusts repo/version compatibility metadata, while #46478 pins revisions to main and extends config/tests. They are related fixes, not the same PR-worthy code 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-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "131d946ed0c5119e1c50426f0b060cd86d8e310df6e118c96c3f8052c71d450f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5960, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5960, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two unrelated pull requests: one draft PR adding multimodal support to continuous batching, and one PR adding the HunYuan VL model/docs/tests. They do not appear to fix the same underlying bug or implement the same change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46417 is the better representative because it is a focused, self-contained model integration with concrete files and tests, whereas PR 46376 is a broad draft infrastructure change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46417 is the strongest standalone PR in the cluster: it has a clear, bounded scope and no sign of overlap with the other PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different workstreams: continuous batching multimodal infrastructure vs. adding the HunYuan VL model package and docs. No shared code path or mergeable overlap." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260609T180023Z/analysis-runs/hybrid-model-20260609t180023z/manifest.json b/snapshots/20260609T180023Z/analysis-runs/hybrid-model-20260609t180023z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..63db0ad0992e84c0639ca1ae0df81d79856cb713 --- /dev/null +++ b/snapshots/20260609T180023Z/analysis-runs/hybrid-model-20260609t180023z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260609t180023z", + "artifacts": { + "hybrid": "snapshots/20260609T180023Z/analysis-runs/hybrid-model-20260609t180023z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260609T180023Z/analysis-runs/hybrid-model-20260609t180023z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-09T18:07:18Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260609T180023Z", + "variant": "hybrid" +} diff --git a/snapshots/20260609T180023Z/manifest.json b/snapshots/20260609T180023Z/manifest.json index 45f00a6abc6576a497d96111351ec0c03164a858..b2a790e6da29a7baf8b345dbc97baa549bb82fef 100644 --- a/snapshots/20260609T180023Z/manifest.json +++ b/snapshots/20260609T180023Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1132 }, "extracted_at": "2026-06-09T18:00:23Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260609t180023z", + "runs": { + "hybrid-model-20260609t180023z": { + "analysis_id": "hybrid-model-20260609t180023z", + "artifacts": { + "hybrid": "snapshots/20260609T180023Z/analysis-runs/hybrid-model-20260609t180023z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260609T180023Z/analysis-runs/hybrid-model-20260609t180023z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260609T180023Z/analysis-runs/hybrid-model-20260609t180023z/manifest.json", + "model": null, + "published_at": "2026-06-09T18:07:18Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260609T180023Z", "watermark": {