diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 25898d28b3d77aae20d9f5db6ecb5534f659c2ea..eb16bef0203264cb800f6da9100384a07294bb53 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": "20260708T000615Z", - "generated_at": "2026-07-08T00:12:27Z", + "snapshot_id": "20260708T060015Z", + "generated_at": "2026-07-08T06:12:58Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1049,6 +1049,92 @@ } ] }, + { + "cluster_id": "cluster-43451-4", + "summary": "Cluster of 4 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43451, + "issue_numbers": [], + "pr_numbers": [ + 43451, + 46196, + 47092, + 47096 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43451, + "right_pr_number": 46196, + "code_similarity": 0.172, + "size_similarity": 0.767, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.128, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43451, + "right_pr_number": 47092, + "code_similarity": 0.001, + "size_similarity": 0.002, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.003, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43451, + "right_pr_number": 47096, + "code_similarity": 0.036, + "size_similarity": 0.099, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.108, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46196, + "right_pr_number": 47092, + "code_similarity": 0.002, + "size_similarity": 0.002, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.011, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46196, + "right_pr_number": 47096, + "code_similarity": 0.045, + "size_similarity": 0.129, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.129, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47092, + "right_pr_number": 47096, + "code_similarity": 0.005, + "size_similarity": 0.019, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.011, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-41211-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", @@ -1148,132 +1234,6 @@ } ] }, - { - "cluster_id": "cluster-46196-3", - "summary": "Cluster of 3 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 46196, - "issue_numbers": [], - "pr_numbers": [ - 46196, - 46836, - 47143 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46196, - "right_pr_number": 46836, - "code_similarity": 0.205, - "size_similarity": 0.936, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.12, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46196, - "right_pr_number": 47143, - "code_similarity": 0.124, - "size_similarity": 0.513, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.145, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46836, - "right_pr_number": 47143, - "code_similarity": 0.169, - "size_similarity": 0.48, - "file_overlap": 0.111, - "area_overlap": 0.0, - "patch_similarity": 0.266, - "shared_filenames": [ - "src/transformers/models/__init__.py", - "src/transformers/models/auto/auto_mappings.py", - "src/transformers/models/auto/modeling_auto.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/__init__.py", - "left_ranges": [ - [ - 452, - 458 - ] - ], - "right_ranges": [ - [ - 305, - 311 - ] - ] - }, - { - "filename": "src/transformers/models/auto/auto_mappings.py", - "left_ranges": [ - [ - 628, - 638 - ], - [ - 905, - 914 - ], - [ - 1112, - 1118 - ], - [ - 1238, - 1244 - ] - ], - "right_ranges": [ - [ - 412, - 418 - ], - [ - 975, - 981 - ] - ] - }, - { - "filename": "src/transformers/models/auto/modeling_auto.py", - "left_ranges": [ - [ - 501, - 507 - ], - [ - 1107, - 1113 - ] - ], - "right_ranges": [ - [ - 348, - 354 - ], - [ - 1960, - 1966 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-46894-5", "summary": "Cluster of 2 issues and 3 PRs centered on issue #46894.", @@ -2041,93 +2001,6 @@ } ] }, - { - "cluster_id": "cluster-47013-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #47013.", - "status": "open", - "confidence": 0.8, - "canonical_issue_number": 47013, - "canonical_pr_number": 47046, - "issue_numbers": [ - 47013 - ], - "pr_numbers": [ - 47026, - 47046 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 47026, - "right_pr_number": 47046, - "code_similarity": 0.308, - "size_similarity": 0.264, - "file_overlap": 0.5, - "area_overlap": 0.229, - "patch_similarity": 0.169, - "shared_filenames": [ - "src/transformers/models/xlstm/modeling_xlstm.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/xlstm/modeling_xlstm.py", - "left_ranges": [ - [ - 816, - 840 - ], - [ - 843, - 851 - ] - ], - "right_ranges": [ - [ - 25, - 39 - ], - [ - 789, - 795 - ], - [ - 808, - 817 - ], - [ - 823, - 846 - ], - [ - 849, - 857 - ], - [ - 1388, - 1394 - ], - [ - 1399, - 1405 - ], - [ - 1461, - 1473 - ], - [ - 1504, - 1522 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-45561-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", @@ -2337,60 +2210,105 @@ ] }, { - "cluster_id": "cluster-44001-2", + "cluster_id": "cluster-46836-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 44004, + "canonical_pr_number": 46836, "issue_numbers": [], "pr_numbers": [ - 44001, - 44004 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 44001, - "right_pr_number": 44004, - "code_similarity": 0.087, - "size_similarity": 0.237, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.262, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, - { - "cluster_id": "cluster-44002-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 44002, - "issue_numbers": [], - "pr_numbers": [ - 44002, - 44029 + 46836, + 47143 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 44002, - "right_pr_number": 44029, - "code_similarity": 0.135, - "size_similarity": 0.43, - "file_overlap": 0.0, + "left_pr_number": 46836, + "right_pr_number": 47143, + "code_similarity": 0.169, + "size_similarity": 0.48, + "file_overlap": 0.111, "area_overlap": 0.0, - "patch_similarity": 0.329, - "shared_filenames": [], - "shared_file_areas": [] + "patch_similarity": 0.266, + "shared_filenames": [ + "src/transformers/models/__init__.py", + "src/transformers/models/auto/auto_mappings.py", + "src/transformers/models/auto/modeling_auto.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/__init__.py", + "left_ranges": [ + [ + 452, + 458 + ] + ], + "right_ranges": [ + [ + 305, + 311 + ] + ] + }, + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 628, + 638 + ], + [ + 905, + 914 + ], + [ + 1112, + 1118 + ], + [ + 1238, + 1244 + ] + ], + "right_ranges": [ + [ + 412, + 418 + ], + [ + 975, + 981 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 501, + 507 + ], + [ + 1107, + 1113 + ] + ], + "right_ranges": [ + [ + 348, + 354 + ], + [ + 1960, + 1966 + ] + ] + } + ] } ] }, @@ -2699,6 +2617,17 @@ "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-43451-4", + "canonical_pr_number": 43451, + "duplicate_pr_numbers": [ + 46196, + 47092, + 47096 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43451-4 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -2725,24 +2654,6 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-44001-2", - "canonical_pr_number": 44004, - "duplicate_pr_numbers": [ - 44001 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44001-2 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-44002-2", - "canonical_pr_number": 44002, - "duplicate_pr_numbers": [ - 44029 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44002-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, @@ -2788,16 +2699,6 @@ "target_issue_number": 46159, "reason": "PRs in cluster-46159-3 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." }, - { - "cluster_id": "cluster-46196-3", - "canonical_pr_number": 46196, - "duplicate_pr_numbers": [ - 46836, - 47143 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46196-3 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-46693-3", "canonical_pr_number": 47134, @@ -2807,6 +2708,15 @@ "target_issue_number": 46693, "reason": "PRs in cluster-46693-3 are treated as duplicates because they converge on issue #46693 with closing_reference evidence." }, + { + "cluster_id": "cluster-46836-2", + "canonical_pr_number": 46836, + "duplicate_pr_numbers": [ + 47143 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46836-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-46869-3", "canonical_pr_number": 46886, @@ -2825,15 +2735,6 @@ ], "target_issue_number": 46894, "reason": "PRs in cluster-46894-5 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." - }, - { - "cluster_id": "cluster-47013-3", - "canonical_pr_number": 47046, - "duplicate_pr_numbers": [ - 47026 - ], - "target_issue_number": 47013, - "reason": "PRs in cluster-47013-3 are treated as duplicates because they converge on issue #47013 with closing_reference, shared_issue_target, soft_similarity evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index d2e308944cc1a88fef32f692de48f0dddece4c79..f84e6dcd1b759736293cf5c3c8ebb047287a138c 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": "20260708T000615Z", - "generated_at": "2026-07-08T00:12:27Z", + "snapshot_id": "20260708T060015Z", + "generated_at": "2026-07-08T06:12:58Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -131,14 +131,14 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "fd41fd4600e534e2737f40f28019b2d87da97e530a1e11b17469eece061125c3", + "prepared_review_unit_hash": "659f863ec8c91cf3f47c0673ab1ea1c903f76d3d98935f689a7d811842787cc2", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, @@ -153,390 +153,312 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are not true duplicates; they span unrelated model/runtime issues. The only clear issue duplicates are the two DeepSpeed ZeRO-3 BERT index-out-of-bounds reports, and the torch 2.4.1 compatibility reports are likely the same underlying version mismatch. The docs v5 cleanup items are similar but not close enough to merge as duplicates.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43596 is the clearest representative of the ZeRO-3/BERT index-out-of-bounds bug and has a strong duplicate in issue:43638.", + "summary": "Mostly a heterogeneous cluster of transformer bugs and docs regressions. The clearest duplicate pair is the DeepSpeed ZeRO-3/BERT IndexError reports (43596/43638), and there is a plausible torch 2.4.1 compatibility duplicate pair (45800/46515). Most other pairs share only a broad subsystem and are not the same underlying bug.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 43596 is the clearest representative of a true duplicate group: 43638 reports the same DeepSpeed ZeRO-3/BERT IndexError with nearly the same failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best issue representative in this set because it is a concrete bug report with a clear matching duplicate and a broader title than the variant report.", + "best_issue_reason": "43596 is the strongest issue to keep as the cluster representative because it has the most concrete duplicate evidence and a clear, reproducible bug description.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: missing config attr in Qwen3_5 vs streaming chat/completions error in Qwen3.5-0.8B." + "reason": "Qwen3.5 config attribute failure vs streaming chat/completions failure; different code paths and symptoms." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different subsystems and failures: AMD GPU inference vs MPS histogram op on Int." + "reason": "Different bugs: GPT-OSS device-map failure on AMD GPUs versus an MPS histogram op limitation." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different models and root causes: image preprocessor dtype mismatch vs AMD GPU runtime failure." + "reason": "Both involve model/runtime mismatches, but one is a Mistral-3 dtype issue and the other is a GPT-OSS AMD GPU failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are dtype/device issues, but on different models and code paths; not the same bug." + "reason": "Autocast dtype mismatch for Phi-tiny-MoE is not the same bug as GPT-OSS failing on AMD GPUs." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different model/example failures with no clear shared code path." + "reason": "Unrelated failures: GPT-OSS on AMD GPUs versus a broken Nemotron example." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "AMD GPU failure vs invalid method call in GraniteMoEHybrid; unrelated." + "reason": "GPT-OSS device-map/GPU issue and GraniteMoEHybrid invalid-method issue are different concrete problems." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch is unrelated to ONNX export error." + "reason": "DeepSpeed ZeRO-3 collective mismatch on Jamba is unrelated to ModernBERT ONNX export failure." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export problem vs Qwen3Moe FP8 failure; different change surface." + "reason": "ONNX export error and Qwen3Moe FP8 config failure are distinct issues." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export error and CUDA assert in auto device mapping are unrelated." + "reason": "ModernBERT export failure is unrelated to Qwen3 auto device mapping CUDA assert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and outdated RAG examples are different issues." + "reason": "Table QA runtime crash and outdated RAG docs are different issue types and different problems." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Export failure vs GenerationMixin import breakage; different code paths." + "reason": "Export-time ModernBERT failure does not match the GenerationMixin import regression." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanup items, but they reference different removed features and likely different edits." + "reason": "Both are docs cleanups for v5 removals, but they target different removed references and are not the same change." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL SFT embedding unpacking vs resume-training/remote-code issue are unrelated." + "reason": "TRL SFT embedding unpacking bug is unrelated to resuming training with trust_remote_code." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Resume training with remote code is unrelated to YOLO multi-GPU device-map failure." + "reason": "Resume-training/remote-code issue is different from YOLO multi-GPU device-map auto failure." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask shape IndexError and Gemma4 device mismatch are different forward-pass failures." + "reason": "Mask shape mismatch and Gemma4 device mismatch are different runtime errors." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are tensor/shape errors, but the ZeRO-3 Bert index bug is not the same as the mask-shape mismatch." + "reason": "Both are IndexErrors, but one is ZeRO-3/BERT loading and the other is a mask/tensor shape mismatch; not the same bug." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "DeepSpeed/BERT index error vs resume-training remote-code issue; no overlap." + "reason": "ZeRO-3/BERT IndexError is unrelated to the model-resume/trust_remote_code issue." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Both are IndexErrors, but the reported shapes and code paths differ; not the same underlying bug." + "reason": "Different failure modes: ZeRO-3/BERT loading IndexError versus mask shape mismatch." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask/tensor shape mismatch is unrelated to Qwen3.5 video token/feature mismatch." + "reason": "Mask shape mismatch is unrelated to Qwen3.5 video token/feature mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask IndexError vs GPT-OSS MoE TP issue are different problems." - }, - { - "left": "issue:46165", - "right": "issue:46468", - "accept": false, - "reason": "Remote-code resume problem is unrelated to the Nemotron example failure." - }, - { - "left": "issue:44560", - "right": "issue:46165", - "accept": false, - "reason": "Video StopIteration in Qwen3-vl-embedding is unrelated to training resume/remote code." + "reason": "Generic tensor shape mismatch and GPT-OSS MoE tensor-parallel issue are not the same underlying bug." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + "reason": "BarkProcessor voice_preset issue is unrelated to ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Different DeepSpeed symptoms: collective mismatch vs Bert zero-size index error." + "reason": "Both involve distributed training, but the errors and models differ (collective mismatch vs ZeRO-3/BERT IndexError)." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3/BERT failure: index 0 out of bounds from size-0 tensors during model init/load." + "reason": "Same DeepSpeed ZeRO-3/BERT IndexError during loading/training; essentially the same concrete bug." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger kernel cross-entropy path is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Liger Kernel cross_entropy call issue is unrelated to GPT-OSS tensor-parallel behavior." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Incorrect detokenization and LoRA merge/reload mismatch are different bugs." + "reason": "Incorrect detokenization and LoRA merge/save mismatch are different problems." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "NVFP4 model runtime error is unrelated to LoRA save/load inconsistency." + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to LoRA weight merge/save inconsistency." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to remote-code config_class handling." + "reason": "Processor failure for Voxtral is unrelated to remote-code model_class/config_class import behavior." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Different models and failures: Mistral-3 dtype mismatch vs YOLO multi-GPU device map." + "reason": "Mistral-3 preprocessing dtype mismatch is unrelated to YOLO multi-GPU device-map auto failure." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both involve DeepSpeed, but one is a weight dimensionality error and the other is a collective mismatch." + "reason": "DeepSpeed training weight-shape error and collective mismatch are different distributed-training bugs." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "FSDP activation-checkpointing recompute mismatch is unrelated to the mask-shape IndexError." + "reason": "FSDP activation-checkpointing recompute mismatch is not the same as a mask shape IndexError." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram op failure and YOLO device-map failure are unrelated." + "reason": "MPS histogram operator limitation is unrelated to YOLO multi-GPU device-map auto." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same model family, but different bugs: CPU-offload incompatibility vs uninitialized memory after materialization." + "reason": "Both mention Qwen3_5MoeTextRotaryEmbedding, but one is CPU offload compatibility and the other is uninitialized-memory materialization; not clearly the same bug." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP tensor-size recompute issue is unrelated to CustomTrainer.compute_loss signature breakage." + "reason": "Activation-checkpointing/FSDP recompute mismatch is unrelated to the CustomTrainer compute_loss signature regression." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 Bert index error and GPT-OSS tensor-parallel issue do not share a concrete code path." + "reason": "ZeRO-3/BERT IndexError and GPT-OSS only-TP issue are unrelated." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "BERT ZeRO-3 index error is unrelated to GPT-OSS MoE tensor-parallel failure." + "reason": "ZeRO-3/BERT loading IndexError is unrelated to GPT-OSS tensor-parallel behavior." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Mistral-3 image dtype mismatch and GraniteMoEHybrid invalid method call are different bugs." + "reason": "Different models and failures: Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid method." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "NVFP4 runtime error is unrelated to AMD GPU failure on GPT-OSS-20B." + "reason": "Qwen-3-8B-NVFP4 runtime failure and GPT-OSS on AMD GPUs are different issues." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "inputs_embeds reverse-embedding cost and video token mismatch are unrelated." + "reason": "Gemma4 inputs_embeds reverse-lookup issue is unrelated to Qwen3.5 video chat-template mismatch." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 vLLM attribute error and Mistral regex patch crash are unrelated." + "reason": "Gemma3TextConfig sliding_window_pattern regression is unrelated to the Mistral tokenizer regex crash." }, { "left": "issue:45800", "right": "issue:46515", "accept": true, - "reason": "Both report the same torch 2.4.1 incompatibility; 46515 is a more generic restatement of the same version breakage." + "reason": "Both describe the same torch 2.4.1 compatibility regression; the second title is just a more generic restatement." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Device-map forward mismatch and expensive reverse embedding lookup are different Gemma4 issues." + "reason": "Gemma4 device mismatch in forward is unrelated to Gemma4 reverse embedding lookup cost." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP activation-checkpointing mismatch is unrelated to Qwen3 auto device-map CUDA assert." - }, - { - "left": "issue:43425", - "right": "issue:44292", - "accept": false, - "reason": "Generic torch 2.10 incompatibility and Qwen-3-8B-NVFP4 runtime error are not the same bug." - }, - { - "left": "issue:43828", - "right": "issue:45161", - "accept": false, - "reason": "Phi-tiny-MoE autocast dtype mismatch is unrelated to GPT-OSS TP failure." - }, - { - "left": "issue:43541", - "right": "issue:43716", - "accept": false, - "reason": "Mixtral torch dynamo tracing error and Mistral-3 preprocessor dtype mismatch are different code paths." - }, - { - "left": "issue:43828", - "right": "issue:44292", - "accept": false, - "reason": "Different models and failures: autocast dtype mismatch vs NVFP4 runtime error." - }, - { - "left": "issue:43716", - "right": "issue:45685", - "accept": false, - "reason": "Mistral-3 image dtype mismatch is unrelated to MPS histogram Int failure." - }, - { - "left": "issue:45507", - "right": "issue:45685", - "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid and MPS histogram failure are unrelated." - }, - { - "left": "issue:44292", - "right": "issue:44918", - "accept": false, - "reason": "Qwen NVFP4 runtime error and TRL SFT embedding unpacking are different issues." - }, - { - "left": "issue:43716", - "right": "issue:44292", - "accept": false, - "reason": "Different models and failure modes; no shared bug." - }, - { - "left": "issue:44918", - "right": "issue:45161", - "accept": false, - "reason": "TRL SFT embedding unpacking and GPT-OSS TP failure are unrelated." - }, - { - "left": "issue:43039", - "right": "issue:44918", - "accept": false, - "reason": "Liger kernel cross-entropy path and Qwen3.5 TRL embedding unpacking are unrelated." - }, - { - "left": "issue:41762", - "right": "issue:43638", - "accept": false, - "reason": "Gemma3 ZeRO-3 load failure and Bert ZeRO-3 load failure are similar in shape, but not the same concrete bug." + "reason": "FSDP activation-checkpointing mismatch and Qwen3 auto-device-map CUDA assert are different bugs." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs regressions, but one is pipeline-task references and the other is the transformers run command; not one duplicate change." + "reason": "Both are docs regressions, but one is about removed pipeline tasks and the other about the removed transformers run command." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS Int histogram op failure are different issues." + "reason": "Phi-tiny-MoE autocast dtype mismatch is not the same as the MPS histogram int limitation." }, { "left": "issue:43039", - "right": "issue:43828", + "right": "issue:44918", "accept": false, - "reason": "Liger kernel cross-entropy call and Phi-tiny-MoE autocast dtype mismatch are unrelated." + "reason": "Liger Kernel cross_entropy being called and Qwen3.5 embedding unpacking under TRL are different issues." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and custom trainer signature breakage are different failures." + "reason": "Distributed collective mismatch and trainer compute_loss kwarg mismatch are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP activation-checkpointing mismatch is unrelated to GenerationMixin import failure." + "reason": "FSDP checkpointing mismatch is unrelated to the GenerationMixin import error." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "AMD GPU inference failure and outdated RAG examples are unrelated." + "reason": "GPT-OSS GPU failure and outdated RAG docs are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger kernel cross-entropy issue is unrelated to mask shape IndexError." + "reason": "Liger Kernel cross_entropy invocation and generic mask shape mismatch are not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall, and the soft-edge calls stay conservative. The two accepted pairs are well-supported by the titles, and the summary does not overclaim beyond the packet." + "feedback": "The cluster summary is grounded in the packet, and the conservative duplicate call on 43596/43638 is well supported by the titles and descriptions. The 45800/46515 pair is presented as only plausible, which is appropriately cautious. I did not see any soft-edge verdicts that overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -552,8 +474,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -650,20 +572,20 @@ "issue:43572|issue:45070", "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "709757637a15ba306d521fc03ccf75ff5b631899f4bad6b832461072c22edaed", + "prepared_review_unit_hash": "96fa9a6bbbd16c2a6aa5c003ddd9c7dc41d3589cf26fc3cbb34154d5a659ef7e", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 40046, + "serialized_chars": 40047, "estimated_input_tokens": 10012, "estimated_eval_tokens": 20280 }, @@ -672,270 +594,270 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a heterogeneous mix of Transformers bug reports; only a couple of pairs look like true duplicates. The clearest representative is the broad AutoTokenizer v4\u2192v5 regression report.", - "confidence": 0.62, - "canonical_issue_reason": "issue:45920 is the broadest and most central report: it describes the same wrong-token-ID regression across multiple model families, and it subsumes the narrower Granite-only report.", + "summary": "This cluster is mostly a mix of unrelated Transformers regressions and model-loading/runtime compatibility bugs. The only clear duplicate-style pairs are the ZeRO-3 loading IndexError reports and the v5 AutoTokenizer token-ID regression reports.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45020 is the best umbrella candidate: it is the broadest, most central regression report and naturally covers several nearby v5 / model-loading breakages, especially remote-code compatibility.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 best represents the main recurring bug class in this set because it is broad, concrete, and directly overlaps with at least one narrower duplicate candidate.", + "best_issue_reason": "issue:45020 is the strongest global representative because it captures a broad, user-facing Transformers regression pattern rather than a single model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both are version-compatibility complaints, but they concern different failures and different breakages; not the same underlying bug." + "reason": "Both are version-compatibility complaints, but they describe different failure modes and environments, not the same concrete bug." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and USE_DISTRIBUTED=0 support are unrelated." + "reason": "vLLM/Gemma3 loading failure vs PyTorch USE_DISTRIBUTED=0 breakage are different code paths and not the same underlying issue." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Corrupted checkpoint vs missing loaded weights are different model-loading failures." + "reason": "Different models and different loading failures; one is a corrupted checkpoint report, the other is missing text-encoder weights." }, { "left": "issue:41762", "right": "issue:43596", "accept": true, - "reason": "Both report the same DeepSpeed ZeRO-3 init pattern: index 0 out of bounds from an empty/size-0 tensor during model loading." + "reason": "Both report the same ZeRO-3 loading IndexError pattern: index 0 out of bounds with size 0 during model initialization/loading." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different models and different failures; one is a missing config attribute, the other is a CUDA assert with auto device mapping." + "reason": "Gemma3 sliding_window_pattern error with vLLM and Qwen3 auto device-map cuda assert are unrelated failures." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they cover different documentation problems and are not the same change." + "reason": "Both are documentation-related, but they concern different docs changes and not the same underlying bug or change." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Storage-type lookup failure is unrelated to the USE_DISTRIBUTED=0 compatibility regression." + "reason": "Float8 storage lookup failure is a separate runtime issue from the distributed-build compatibility problem." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different task/model failures with no concrete shared bug path." + "reason": "AMD GPU execution failure and table-question-answering crash are unrelated." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy behavior and Qwen3-vl video processing are unrelated." + "reason": "Liger Kernel cross_entropy behavior and Qwen3-vl video StopIteration are different subsystems and symptoms." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Device-map forward mismatch and chat-template video token mismatch are different code paths." + "reason": "Both are model-specific forward/template failures, but they are not the same bug or even the same modality." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Tokenizer detokenization bug vs outdated RAG docs are unrelated." + "reason": "Incorrect detokenization and outdated RAG examples are unrelated." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Processor failure for Voxtral and Gemma4 PLE device mismatch are different issues." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption and NVFP4 compatibility are not the same underlying issue." + "reason": "Checkpoint corruption is not the same as NVFP4/ModelOpt compatibility." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading and RAG docs are unrelated." + "reason": "NemotronH checkpoint loading and outdated RAG docs are unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Both are broad regressions, but they affect different subsystems and different failures." + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 compatibility are both broad regressions, but they are different concrete bugs." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same bug class: silent v4\u2192v5 AutoTokenizer wrong token IDs; 45920 is the broader superset." + "reason": "Same v5 AutoTokenizer regression family: wrong token IDs across multiple models, with the same underlying tokenizer code path." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes constructor incompatibility is unrelated to the torch/distributed support regression." + "reason": "bitsandbytes Int8Params incompatibility is a different dependency issue from the PyTorch distributed support breakage." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "NVFP4 execution failure and RAG docs are unrelated." + "reason": "Qwen-3-8B-NVFP4 runtime failure and RAG docs are unrelated." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Different model-loading problems with different models and symptoms." + "reason": "A corrupted checkpoint report and a model implementation not loading checkpoints are not the same bug." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but they are different model-specific bugs and not clearly the same code-path issue." + "reason": "Both mention sliding window / Qwen3-related behavior, but one is a Gemma3/vLLM config attribute error and the other is a Qwen3-MoE sliding_window issue." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Mask shape mismatch and ZeRO-3 index-out-of-bounds are different errors." + "reason": "Both are IndexError reports, but one is a mask-length mismatch and the other is a size-0 access during ZeRO-3 loading; not the same failure." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper run failure and table-question-answering crash are unrelated." + "reason": "Whisper loading/runtime failure and table-question-answering crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different models and different load failures." + "reason": "GLM-4.7 unit-test loading failure and Ovis2 checkpoint corruption are different model-specific problems." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility and PretrainedConfig/pydantic regression are distinct issues." + "reason": "Torch 2.10 incompatibility and a pydantic PretrainedConfig regression are separate compatibility issues." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Tokenizer detokenization bug and table QA crash are unrelated." + "reason": "Incorrect detokenization and table QA crash do not share the same underlying bug." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper model failure and config-schema regression are unrelated." + "reason": "Whisper loading failure and the PretrainedConfig pydantic regression are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5 chat paths, but the concrete failures differ and are not clearly the same bug." + "reason": "Both are Qwen3.5 chat-related, but one is a crash in transformers chat and the other is a streaming inference API failure; not the same bug." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Both are versioned regressions, but one is a Zero-3 loading bug and the other is a torch/transformers compatibility issue." + "reason": "They are both loading/compatibility failures, but the reported errors and environments are different." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Grouped_mm tracing failure and YOLO multi-GPU device-map failure are unrelated." + "reason": "Grouped_mm tracing errors and YOLO multi-GPU device-map issues are different runtime paths." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "NVFP4 model execution and table QA are unrelated." + "reason": "NVFP4 model execution and table QA crash are unrelated." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Missing sliding_window_pattern and Gemma4 device mismatch are different bugs." + "reason": "Gemma3/vLLM config attribute error and Gemma4 device mismatch are different model/version problems." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming chat API failure and MPS histogram kernel error are unrelated." + "reason": "Qwen3.5 streaming inference failure and MPS histogram not implemented are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and Gemma3 config attribute error are unrelated." + "reason": "Importing GenerationMixin and Gemma3TextConfig sliding_window_pattern are different API breakages." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Different MoE-related failures on different backends." + "reason": "Torch dynamo grouped_mm tracing error and MPS histogram implementation error are unrelated." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both concern model execution, but the tracing/grouped_mm error and autocast dtype mismatch are not the same bug." + "reason": "Grouped_mm tracing error and autocast dtype mismatch are different model execution bugs." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure and template-node compilation error are unrelated." + "reason": "Voxtral processor failure and non-template-node compilation error do not share the same code path." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid and YOLO device-map failure are unrelated." + "reason": "GraniteMoEHybrid invalid method call and YOLO multi-GPU auto device-map failure are not the same bug." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Untied lm_head weights and corrupted checkpoint are different issues." + "reason": "Weight-tying bug in Mistral3 and Ovis2 checkpoint corruption are different issues." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Different index-related failures with different shapes and different loading paths." + "reason": "Both are IndexError reports, but one is a mask shape mismatch and the other is ZeRO-3 size-0 loading; not the same underlying defect." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "flash-attn fallback logic and remote-code config_class handling are unrelated." + "reason": "Fallback blocking for flash-attn2 and remote-code model_class.config_class errors are different compatibility problems." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "A missing StableLmConfig field and a pydantic PretrainedConfig regression are different bugs." + "reason": "Missing pad_token_idx and a pydantic PretrainedConfig regression are unrelated." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers compatibility and Gemma4 device mismatch are unrelated." + "reason": "Torch/PyTorch compatibility and Gemma4 device-map mismatch are different issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge judgments are conservative overall. The two accepted duplicates are well-supported by the issue titles and scopes, and the rejects avoid overclaiming equivalence." + "feedback": "Grounded and conservative overall. The umbrella choice of issue:45020 is defensible as the broadest regression report in the set, and the summary does not overclaim duplication. The two accepted soft-edge pairs (41762/43596 and 45812/45920) are reasonable same-bug families, while the other pair verdicts stay appropriately cautious." }, "evaluator_used": true, "retried": false, @@ -951,8 +873,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -1037,229 +959,229 @@ "issue:45183|issue:46463", "issue:44863|issue:45005" ], - "prepared_review_unit_hash": "13b83c2385d110f37da2bc8d25c660b30d20474829d53ee7bf77b46672f4784a", + "prepared_review_unit_hash": "27f5f4b226568e380405d2ed4b68bdb2e621c10dcaabf3fa3cf231bed1d27cf5", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36240, - "estimated_input_tokens": 9060, - "estimated_eval_tokens": 18376 + "serialized_chars": 36246, + "estimated_input_tokens": 9062, + "estimated_eval_tokens": 18380 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated bug reports. I only see two likely true duplicate pairs: the Qwen video-input regression reports and the remote-code/custom-module loading/cache-collision reports.", - "confidence": 0.84, - "canonical_issue_reason": "No single canonical issue cleanly spans this mostly unrelated set; the best root-cause anchor is the remote-code cache-path collision report because it gives the clearest concrete failure mode and matches the wrong-module-loading symptom.", + "summary": "Mostly unrelated issue set, with one clear validation/error-message cluster and one additional soft duplicate pair around the same mask/tensor shape-mismatch IndexError title pattern. No PRs are present.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45183 is the best canonical issue for the validation/error-message subcluster because it states the underlying XOR input-validation problem broadly, and issue:46463 is a concrete T5-family manifestation of that bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45632 is the strongest standalone issue here: it is concrete, reproducible, and names a specific root cause that plausibly explains the related wrong custom-module loading report.", + "best_issue_reason": "issue:45183 is the strongest representative issue in the packet because it describes the root validation bug at a higher level than the narrower model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different models and failure modes: PaddleOCR-VL load failure vs GPT-OSS GGUF support request." + "reason": "Different problems: PaddleOCR-VL loading/version incompatibility vs GGUF gpt-oss architecture support." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both mention indexing/shape problems, but the concrete paths differ: generic mask mismatch vs Qwen3.5 input-embedding unpacking in TRL." + "reason": "They both involve IndexError-style failures, but the titles point to different concrete contexts and do not justify merging as the same bug." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different MoE-related problems: torch Dynamo/grouped_mm tracing error vs GPT-OSS tensor-parallel support." + "reason": "Both mention MoE, but one is a torch-dynamo grouped_mm tracing failure and the other is tensor-parallel support; not the same bug." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different code paths and symptoms: autocast dtype mismatch vs streaming chat/completions failure." + "reason": "Autocast dtype mismatch and streaming chat/completions inference failure are different failure modes." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "Unrelated: GPT-OSS GGUF support vs Qwen3.5 streaming inference." + "reason": "Unsupported GGUF architecture support is unrelated to Qwen3.5 streaming inference." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Different issues: int4 quantization memory regression vs tied-weights behavior in translation models." + "reason": "Int4 quantization OOM is not the same as tied-weights behavior on translation models." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Different root causes: init_empty_weights argument handling vs pydantic PretrainedConfig field breakage." + "reason": "init_empty_weights argument handling and pydantic PretrainedConfig field regression are separate issues." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Different topics: Qwen3-MoE sliding window behavior vs pydantic config field regression." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the pydantic model field breakage." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but the specific causes differ: mask-length mismatch vs ZeRO-3/BertModel zero-sized tensor indexing." + "reason": "They are both shape/index errors, but the available titles only suggest different model/setup contexts; not enough to treat as the same bug." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both are multimodal dtype/feature mismatch reports, but one is image preprocessing for Mistral-3 and the other is video chat-template handling for Qwen3.5." + "reason": "Image-preprocessor dtype mismatch is not the same as video-feature/token mismatch in chat templating." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Different failures: remote_code breakage in newer transformers vs torch/transformers version incompatibility." + "reason": "Remote-code model breakage and torch/transformers version incompatibility are different failure modes." }, { "left": "issue:44479", "right": "issue:46294", - "accept": true, - "reason": "These describe the same Qwen video-input regression: video features/tokens mismatch across Qwen3.5/Qwen3 VL variants." + "accept": false, + "reason": "Related video-input area, but the broader v5.3.0 regression and the specific apply_chat_template token mismatch are not clearly the same concrete bug." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Same model family, but the reports are not clearly the same bug: degraded text embeddings vs nonsensical AutoModel/pipeline outputs." + "reason": "Both involve siglip2 quality, but one is degraded text embeddings and the other is bad AutoModel/pipeline outputs." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Unrelated: broken Nemotron example vs YOLO multi-GPU device-map auto failure." + "reason": "Official Nemotron example failure is unrelated to YOLO multi-GPU device-map issues." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Different Qwen3.5 issues: config unwrapping in from_config vs uninitialized rotary embedding state after to_empty()." + "reason": "Composite config unwrapping and uninitialized-memory rotary embedding issues are different bugs." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different remote-code/training problems: zero-sized tensor index error during ZeRO-3 init vs resume-training with local trust_remote_code models." + "reason": "Different root causes: ZeRO-3 initialization index error vs resume/trust_remote_code loading issue." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Different problems: Flash Attention 2 issue vs remote-code model_class/config_class AttributeError." + "reason": "Flash Attention 2 integration and remote-code config_class attribute errors are unrelated." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different modalities and paths: image preprocessor dtype mismatch vs Qwen3.5 embedding unpacking in TRL." + "reason": "Different modalities and code paths: image preprocessing dtype mismatch vs SFT trainer embedding unpacking." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "Different failures: FSDP 2-D weight requirement vs Qwen3.5 embedding unpacking error." + "reason": "FSDP weight-shape runtime error is unrelated to the Qwen3.5/TRl embedding unpacking failure." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Unrelated: Jupyter custom-model initialization regression vs FA2 fallback blocked by other checks." + "reason": "Custom-model notebook initialization and flash-attn fallback gating are separate regressions." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Different models and symptoms: GPT-OSS perplexity issue vs GLM5 issue." + "reason": "High perplexity on gpt-oss and a GLM5 issue do not look like the same bug." }, { "left": "issue:45632", "right": "issue:45698", - "accept": true, - "reason": "Both point to the same remote-code/custom-module loading bug, with a cache/path collision causing the wrong custom module to be loaded." + "accept": false, + "reason": "Both touch remote code/custom modules, but one is a cache-path collision and the other is wrong-module loading after save_pretrained." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Different areas: Qwen3-MoE FineGrainedFP8 failure vs FlashAttention2 fallback gating." + "reason": "FineGrainedFP8Config failure and flash-attn fallback blocking are unrelated." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both involve tied weights, but the concrete bugs differ: missing lm_head tying in Mistral3 multimodal generation vs translation-model v5 tied-weight regressions." + "reason": "Tied lm_head weights in Mistral3 is not the same as translation-model tied-weights issues in v5." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "Unrelated: DSA indexer behavior vs documentation typo." + "reason": "A DSA indexer bug and a documentation typo are clearly unrelated." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Different issues: offloading with quantization vs tied-weight behavior in translation models." + "reason": "Quantization/offloading memory behavior is unrelated to tied weights on translation models." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Both are low-level content fixes, but one is a cache-strategy typo and the other is stale docs about a removed command." + "reason": "Cache strategy typo and removed run-command docs are different documentation issues." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "Different concrete bugs: Qwen3.5 PagedAttentionCache crash vs tied-weight regressions." + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights translation model regressions." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Unrelated: Qwen3.5 embedding unpacking vs GraniteMoEHybrid invalid-method call." + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid-method calls are different model bugs." }, { "left": "issue:45183", "right": "issue:46463", - "accept": false, - "reason": "Both are validation/error-message issues, but they are different validation paths: input_ids/inputs_embeds XOR vs T5 decoder input validation." + "accept": true, + "reason": "Same validation/error-message bug: 46463 is a T5-family-specific manifestation of the broader XOR input validation problem." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "Unrelated: NemotronH checkpoint loading vs tied-weight regressions on translation models." + "reason": "NemotronH checkpoint loading is unrelated to translation-model tied weights." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is appropriately cautious and stays close to the packet. The two accepted soft pairs are plausibly duplicate reports, and the remaining pairs are conservatively rejected without overclaiming. No mergeability issue applies here." + "accept": false, + "feedback": "Mostly grounded, but at least one soft-edge verdict is too strong for the evidence available. The rejection of issue:41093 vs issue:44805 is not well supported by the packet: their titles are near-identical mask/tensor shape-mismatch IndexErrors, so saying they are definitely different code paths/symptoms overstates what can be inferred from titles alone. Because the evaluator requires conservative soft-edge calls, I can\u2019t accept this as-is." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1272,8 +1194,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -1358,14 +1280,14 @@ "issue:45685|issue:45823", "issue:43782|issue:44960" ], - "prepared_review_unit_hash": "f446e0e1631e47b6a44db0efc8648234539b4d5f3f4ec52b1f8c24cfe9c607eb", + "prepared_review_unit_hash": "f192c0583c79d9d96e90120289545070d24f02502ce4690f9369c69a177a904e", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, @@ -1380,207 +1302,201 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues overall, but there is a clear duplicate cluster around the v5 non-persistent-buffer corruption regression: issue:43644 is the earliest report, and issue:43950 and issue:44534 are closely matching follow-ups of the same bug.", - "confidence": 0.73, - "canonical_issue_reason": "issue:43644 is the earliest report in the non-persistent-buffer junk/corruption regression cluster, making it the best canonical anchor for that bug.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues, but it does contain a small tight duplicate set around the v5 non-persistent buffer regression and another around StaticCache.get_seq_length(). Most other soft pairs are only broadly related by model family or subsystem and should not be merged.", + "confidence": 0.8, + "canonical_issue_reason": "Issue #43950 is the clearest representative of the non-persistent buffer corruption regression and has the strongest near-duplicate neighborhood (#43644, #44534, #45902).", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the strongest representative issue overall for this cluster because it states the regression most explicitly and concretely, even though it is not the earliest report.", + "best_issue_reason": "#43950 best captures the core bug theme in this cluster and is the most useful anchor for the duplicate subcluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Tokenizer detokenization regression and Qwen3 NVFP4 load/runtime error are different failures in different paths." + "reason": "Different models and different failures; tokenizer bug vs Qwen NVFP4 load/runtime error." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer bugs, but they target different models and concrete failure modes; not the same defect." + "reason": "Both are tokenizer regressions, but they affect different models and describe different symptoms." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Doc/example errors plus quantization failure are not the same bug as a SigLIP2 text-embedding quality regression." + "reason": "Same SigLIP2 family, but one is a docs/example failure and the other is a quality/discrepancy report." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying v5 non-persistent-buffer corruption regression, described with slightly different wording." + "reason": "Same underlying v5 regression: non-persistent buffers are corrupted/fill with junk during load." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Trainer API signature mismatch and DeepSpeed ZeRO-3 load-time index error are unrelated code paths." + "reason": "CustomTrainer compute_loss kwarg mismatch vs Gemma3 DeepSpeed ZeRO-3 loading error; unrelated bugs." }, { - "left": "issue:43643", + "left": "issue:43644", "right": "issue:43950", - "accept": false, - "reason": "Remote-code AutoConfig field loss is a different bug from non-persistent-buffer corruption." + "accept": true, + "reason": "Both report the same non-persistent buffer corruption regression in Transformers 5.x." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are quantization/storage related, but they are different incompatibility bugs." + "reason": "Different quantization/storage incompatibilities; not the same concrete bug." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "Same Gemma4 quantized vision/audio embedder dtype-cast bug; 46932 is an explicit fix for the same issue family." + "reason": "Same Gemma4 quantized vision/audio embedder dtype-cast bug; #46932 is the fix-side duplicate." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different models and symptoms: Phi MoE autocast dtype mismatch vs Qwen3.5 position_ids/SDPA fallback and NaN issue." + "reason": "Different Qwen3.5 failures: autocast dtype mismatch vs flash-attn crash from 3D position_ids handling." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding-quality regression is not the same as a broad tokenization-change report." + "reason": "One is a model-quality complaint, the other is a broad tokenization-version regression; too different." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Broad multi-model tokenizer regression and a DeepSeek-Coder v1-specific round-trip bug are not the same concrete defect." + "reason": "Broad tokenizer regression vs a specific DeepSeek-Coder symptom; not enough evidence of one concrete bug." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Same model family, but zero probabilities and worse text embeddings are different reported failures." + "reason": "Both mention SigLIP2, but the reported failures are different enough to treat separately." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same cache.get_seq_length() return-type regression; one report emphasizes the contract mismatch, the other downstream slice arithmetic breakage." + "reason": "Same StaticCache.get_seq_length contract bug; one report is shape-(1,) tensor, the other device-tensor arithmetic breakage." }, { "left": "issue:43950", "right": "issue:45902", - "accept": false, - "reason": "Both mention buffers, but one is a load corruption regression and the other is Qwen3_5Moe rotary embedding initialization after to_empty()." + "accept": true, + "reason": "Same non-persistent buffer/materialization regression; #45902 is a model-specific manifestation." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Related SigLIP2 concerns, but one is a performance gap and the other is a HF-vs-JAX discrepancy; not clearly the same bug." + "reason": "Same model family, but one is a quality complaint and the other is a HF-vs-JAX implementation discrepancy." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "FlashAttention crash from 3D position_ids is unrelated to CPU-offload incompatibility in rotary embedding." + "reason": "Different code paths: flash-attn packed-sequence crash vs CPU offload incompatibility in rotary embedding." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "LoRA/gradient-checkpointing issue and int4 quantization OOM are different training problems." + "reason": "Different problems: gradient checkpointing ineffective vs int4 quantization memory/OOM regression." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different model paths and failures: FSDP2 shared_kv_states rebuild bug vs uninitialized rotary embedding memory." + "reason": "Different model and failure mode; Gemma4 FSDP2 key error is unrelated to Qwen3_5Moe buffer init." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise is not the same as a specific model load failure." + "reason": "Generic load noise vs a specific model load failure; not the same bug." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "AutoTokenizer error for Voxtral and missing all_tied_weights_keys on Molmo are unrelated." + "reason": "Bad AutoTokenizer error message vs missing all_tied_weights_keys attribute; unrelated." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed weight-dimension runtime error and early-stopping metric handling are unrelated training issues." + "reason": "DeepSpeed training weight-shape error vs early-stopping metric lookup; unrelated issues." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization bug and flash_attn import KeyError are unrelated." + "reason": "Tokenizer detokenization bug vs import_utils KeyError on Python 3.13; different layers entirely." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Generic loading noise is not the same as the specific sleng-bert loading failure." + "reason": "A generic loading-noise report vs a specific model loading failure; not the same underlying bug." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Both involve remote_code, but one is a missing-fields config return bug while the other is a broader compatibility regression." + "reason": "Both involve remote_code, but #45020 is too broad to confirm the same concrete bug from the title alone." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Different problems: ineffective gradient checkpointing vs excessive memory usage in Qwen3 MoE training." + "reason": "LoRA checkpointing issue vs Qwen3 MoE memory issue; same broad training area, different bug." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "DeepSpeed ZeRO-3 load-time index error and Qwen3Moe FineGrainedFP8Config failure are different code paths." + "reason": "Different models and exceptions; Gemma3 ZeRO-3 load error vs Qwen3 MoE FP8 failure." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer load failure for a specific model and flash-attn2 fallback blocking are unrelated." + "reason": "Tokenizer loading failure vs flash-attn fallback gating; unrelated." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Missing Qwen2_5_VL class export and bitsandbytes Int8Params kwarg mismatch are different compatibility issues." + "reason": "ImportError for a missing model class vs bitsandbytes Int8Params kwarg incompatibility." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS MoE histogram limitation and Gemma4 PLE device mismatch are different backend/model bugs." + "reason": "MPS histogram int error vs Gemma4 PLE device mismatch; not the same bug." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only load error and a generic GLM5 issue are not the same underlying bug." - }, - { - "left": "issue:43644", - "right": "issue:43950", - "accept": true, - "reason": "Same non-persistent-buffer regression; 43644 is the earlier report and 43950 is a later, more explicit framing of the same bug." + "reason": "Qwen3VL weight_only load error vs GLM5 issue; unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The clustering is mostly conservative, but the canonical/best-issue claim is not fully grounded: issue:43644 is an earlier and nearly identical report of the same non-persistent-buffer regression, so issue:43950 cannot be called the earliest statement of that bug. The summary should also acknowledge that 43644 belongs in the same cluster. The rest of the soft-edge verdicts look mostly cautious, but this factual overstatement is enough to reject." + "accept": true, + "feedback": "Grounded and conservative overall. The canonical issue choice (#43950) is supported by the issue titles and the nearby duplicate-like pairs around non-persistent buffers. The summary appropriately labels most of the cluster as unrelated and does not overclaim. The accepted soft-edge pairs are all plausibly the same concrete bug or a fix-side duplicate, and the rejections are phrased cautiously." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1593,8 +1509,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -1676,211 +1592,211 @@ "issue:41093|issue:44805", "issue:41553|issue:44991" ], - "prepared_review_unit_hash": "10eacfcf5e54d0f330b7e6d70387c71df3b04d34fa2150b862541969a269f5c3", + "prepared_review_unit_hash": "d563786ca38cd85aa8b56ba5c9c1a598dfd4c884210a10a3bb99be33ad052d3e", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36182, - "estimated_input_tokens": 9046, - "estimated_eval_tokens": 18348 + "serialized_chars": 36179, + "estimated_input_tokens": 9045, + "estimated_eval_tokens": 18346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a false-positive similarity cluster spanning unrelated tokenizer, model-loading, DeepSpeed, and training-loss bugs. The only clearly plausible duplicate-like pairs are the mask-shape mismatch reports (41093/44805) and the training-loss double-shift reports (46894/46897), both of which look like near-duplicates with the same error pattern rather than proven exact matches.", - "confidence": 0.8, - "canonical_issue_reason": "No single canonical issue fits the whole cluster because it spans multiple unrelated bugs. If a representative anchor is needed, issue 41093 is the best mask-shape representative, with 44805 as a near-duplicate showing the same error pattern.", + "summary": "This cluster is mostly a set of unrelated issues, with a few clear duplicate-like pairs around docs cleanup, DeepSpeed/Qwen3 weight loading, video-input regressions, and a training-loss double-shift bug.", + "confidence": 0.56, + "canonical_issue_reason": "Issue 45020 is the broadest, most representative bug report in the set: a recent-version regression affecting remote_code model loading, which is a central infrastructure-style issue rather than a narrow model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41093 is the strongest issue anchor because it is the clearest representative of the shared mask-shape mismatch problem, and it has a close near-duplicate in 44805.", + "best_issue_reason": "Issue 45020 is the best global issue candidate because it captures the widest user-facing regression scope and is more general than the other model- or docs-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Different bug classes: Mistral regex patching vs flash-attn fallback gating." + "reason": "Both touch attention-related code, but one is a tokenizer regex crash and the other is a flash-attn fallback gating issue; different failures and code paths." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Both are loading failures, but for different models and different causes." + "reason": "Different models and different symptoms: bad AutoTokenizer error messaging for Voxtral vs a GLM-4v loading failure." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote-code regression and device-map mismatch are unrelated code paths." + "reason": "Remote-code loading regressions and device-map forward mismatches are different bugs." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "One is tokenizer-mapping utility behavior; the other is a broad remote-code loading regression." + "reason": "Tokenizer-mapping edge case vs broad remote_code regression; related area, but not the same concrete bug." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch and device-map forwarding are different problems." + "reason": "Both are runtime mismatches, but dtype autocast failure and device placement failure are distinct code paths." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Tokenizer codec/regression issue is not the same as remote-code breakage." + "reason": "General remote_code breakage and a specific Kimi tokenizer codec regression are not the same issue." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen/tie-word-embeddings, but one is a version compatibility break and the other is just a config warning." + "reason": "Both involve Qwen3/LoRA, but one is a loading incompatibility and the other is a warning about tie_word_embeddings; not the same bug." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "GLM loading failure and missing all_tied_weights_keys are different model bugs." + "reason": "Different model classes and different missing attributes; no shared concrete failure." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but in different conversion APIs and likely different causes." + "reason": "Both are tokenizer performance complaints, but one is convert_ids_to_tokens and the other is convert_tokens_to_ids; not the same bug." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "Bitsandbytes parameter-construction incompatibility is unrelated to YOLO multi-GPU device-map failure." + "reason": "bitsandbytes constructor incompatibility vs YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Both involve auto-model loading, but one is composite config unwrapping and the other is remote-code config_class handling." + "reason": "Composite-config unwrapping issue vs remote-code model_class/config_class AttributeError are different problems." }, { "left": "issue:43872", "right": "issue:44291", - "accept": true, - "reason": "Same unexpected `_is_hf_initialized` kwarg during weight/model initialization; likely one regression across loading paths." + "accept": false, + "reason": "Both mention _is_hf_initialized, but one is bitsandbytes Int8Params incompatibility and the other is init_empty_weights model loading; not the same concrete path." }, { "left": "issue:43827", "right": "issue:44509", - "accept": false, - "reason": "Both are docs/pipeline references, but they are separate documentation cleanup issues." + "accept": true, + "reason": "Both report docs still referencing removed pipeline tasks after v5; same docs cleanup regression." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but for different DeepSeek tokenization problems and code paths." + "reason": "Both concern tokenizer behavior in DeepSeek-family models, but one is a tokenizer pre-tokenizer override bug and the other is an output regression from a different fix gap." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Remote-code breakage and remote-code model_class/config_class errors are related in theme but not the same bug." + "reason": "Both involve remote-code models, but one is a broad version regression and the other is a specific missing config_class attribute." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "lm_head tying and non-persistent buffer corruption are distinct state-loading bugs." + "reason": "lm_head tying and non-persistent buffer corruption are unrelated model-state bugs." }, { "left": "issue:46894", "right": "issue:46897", "accept": true, - "reason": "Same double-shift training-loss bug pattern across two model reports; plausible duplicate-like reports of the same underlying issue." + "reason": "These are the same training-loss double-shift bug pattern reported on different model families; likely one underlying loss-shift issue." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper model failure and `_torch_extract_fbank_features()` are too broad to treat as the same underlying bug from the titles alone." + "reason": "Whisper failing to run and a specific fbank feature-extraction issue may be related, but the reports do not identify the same concrete bug clearly enough." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "DeepSpeed weight-loading failure and gradient averaging under GAS are different DeepSpeed bugs." + "reason": "Both mention DeepSpeed and Qwen3, but one is missing weight conversion and the other is incorrect gradient averaging; distinct failures." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing ineffectiveness in PEFT LoRA is not the same as a missing supports_gradient_checkpointing flag." + "reason": "Gradient checkpointing ineffective in PEFT LoRA and a missing supports_gradient_checkpointing flag are different bugs." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unexpected compute_loss kwarg and mask/tensor shape mismatch are unrelated failures." + "reason": "CustomTrainer signature mismatch and mask/tensor shape mismatch are unrelated." }, { "left": "issue:43940", "right": "issue:45313", - "accept": false, - "reason": "Both are Qwen3 DeepSpeed load failures, but the model variants and failure modes are not clearly the same concrete bug." + "accept": true, + "reason": "Both are DeepSpeed ZeRO-3 weight-loading failures on Qwen3-family models; same underlying loading path appears broken." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading and NemotronH checkpoint loading are separate model integration issues." + "reason": "Different model-loading failures for unrelated architectures." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF gradient explosion and flash_attention s_aux handling are unrelated." + "reason": "RLHF gradient explosion from position_ids/SDPA behavior is unrelated to a flash-attention AttributeError." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed weight shape error and void segmentation-map processing are completely different." + "reason": "DeepSpeed training weight-shape error and segmentation-map preprocessing failure are unrelated." }, { "left": "issue:44479", "right": "issue:44560", - "accept": false, - "reason": "Both involve video, but the regression and StopIteration failures do not look like the same bug." + "accept": true, + "reason": "Both describe video-input regressions in the Qwen3/Qwen3.5 visual model family in v5.3.x, pointing to the same video-processing path." }, { "left": "issue:41093", "right": "issue:44805", - "accept": true, - "reason": "Same mask/tensor shape mismatch error pattern; near-duplicate reports of the same underlying bug, though not enough evidence to call it an exact duplicate." + "accept": false, + "reason": "Same error text pattern, but they are separate reports and no shared concrete bug is established from the titles alone." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Tokenizer loading errors for Voxtral and EMBEDDIA/est-roberta are different model-specific failures." + "reason": "Bad AutoTokenizer messaging for Voxtral and tokenizer-loading failure for est-roberta are different model-specific issues." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster-level summary is broadly plausible, but it overstates the 41093/44805 relationship. From the packet we can only see highly similar mask/tensor shape mismatch titles, not an exact duplicate match, so phrases like \"exact matching duplicate\" / \"exact-duplicate subpair\" are too strong without body evidence. Please downgrade that to conservative language such as \"near-duplicate with the same error pattern.\"" + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are mostly conservative. The accepted pairs are reasonably supported by the titles and descriptions (docs cleanup, Qwen3-family ZeRO-3 loading failures, training-loss double-shift, and video regressions), while the rejections avoid overclaiming equivalence across distinct failure modes." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1893,8 +1809,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -1983,241 +1899,247 @@ "issue:43596|issue:44661", "issue:42491|issue:43720" ], - "prepared_review_unit_hash": "355c1b19e3d7a495cd724985027f9bc67ab9eb1d875802ecf67ba97ba3a4ecdb", + "prepared_review_unit_hash": "60d26409202691979d72d0ab26fc52f17b8f660bbf5c8b6531630c2a0040d1e4", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38043, - "estimated_input_tokens": 9511, - "estimated_eval_tokens": 19278 + "serialized_chars": 38045, + "estimated_input_tokens": 9512, + "estimated_eval_tokens": 19280 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous cluster with one clear duplicate pair around Transformers 5.0.0 custom-model initialization, plus one likely duplicate SigLIP2 pair. The rest of the title-only soft edges look like related subsystems or similar error classes, but not the same concrete bug.", - "confidence": 0.67, - "canonical_issue_reason": "43646 is the broadest representative of the custom-model-initialization regression; 43645 looks like the notebook-specific manifestation of the same issue.", + "summary": "This cluster is mostly a grab-bag of distinct Transformers bug reports. I only accepted a few soft edges that look like true duplicate reports of the same underlying regression; the rest are too model- or codepath-specific to merge safely.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43646 is the broadest representative of the strongest duplicate family here: it describes the general custom model initialization regression, while issue:43645 is a notebook-specific variant of the same breakage.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the best issue anchor because it is the most general statement of the custom model initialization regression and cleanly covers the 43645 variant.", + "best_issue_reason": "issue:43646 is the best overall issue anchor because it is the most general and reusable statement of the custom-model-init regression, making it the clearest canonical representative among the mixed reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Different model families and failure modes: multimodal dtype mismatch vs Nemotron example loading." + "reason": "Different models and failures: Mistral-3 image-preprocessor dtype mismatch vs Nemotron example breakage." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Both are model-specific failures, but the concrete bugs and targets differ." + "reason": "Both are loading-related, but one is a Qwen3.5 cache/attention crash and the other is NemotronH checkpoint loading." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Both are loading-related, but for different Nemotron/Sam3 paths and symptoms." + "reason": "Different model families and symptoms: NemotronH checkpoint loading vs Sam3Model text-encoder weights missing." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Unrelated bugs: GGUF support for gpt-oss vs Phi-tiny-MoE autocast dtype mismatch." + "reason": "Unrelated bugs: GGUF gpt-oss support vs Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Same broad Qwen/MoE area, but not the same concrete regression." + "reason": "Different requests: GGUF architecture support vs a Qwen3-MoE sliding_window behavior issue." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "A specific ZeRO3+BERT index error is not the same as a generic torch-version incompatibility." + "reason": "IndexError in BertModel under ZeRO-3 is unrelated to a generic torch 2.4.1 incompatibility report." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both involve position or rotary state, but the model families and failure paths differ." + "reason": "Different Qwen variants and different bugs: rope-index scaling vs uninitialized rotary frequency after meta materialization." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are loading failures, but they appear to affect different models for different reasons." + "reason": "Both are tokenizer/loading complaints, but they target different models and different failure modes." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "No concrete overlap beyond general runtime failure; these look unrelated." + "reason": "No shared codepath: GGUF support request vs missing Float8 storage object error." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "The BERT ZeRO3 index error and the torch 2.4.1 incompatibility report are not the same bug." + "reason": "ZeRO-3/BertModel IndexError is not the same issue as a torch version incompatibility report." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different subsystems and symptoms: AudioFlamingo batched inference leak vs Whisper empty-transcription failure." + "reason": "Different subsystems: AudioFlamingo3 batched inference leakage vs Whisper empty-transcription generation failure." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but training/FSDP2 shared_kv_states is different from device_map forward mismatch." + "reason": "Same model family, but different codepaths: FSDP2 shared_kv_state rebuilding vs device_map auto device mismatch." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 failure and meta-device loading breakage are separate problems." + "reason": "Qwen3-MoE FP8 config failure is unrelated to meta-device loading regressions." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "ImportError for one class is not the same as broader meta-device loading failure." + "reason": "ImportError for Qwen2.5-VL class is a different problem from meta-device loading breakage." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different models and failure mechanisms; they do not look like the same bug." + "reason": "Different models and failures: Mistral-3 dtype mismatch vs Qwen3-vl-embedding StopIteration." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption and long-input index error are unrelated regressions." + "reason": "Non-persistent buffer corruption from from_pretrained is unrelated to Kosmos2.5 long-ocr indexing." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "A script startup failure and GGUF model support are not the same underlying issue." + "reason": "3d_parallel.py execution failure and GGUF gpt-oss support are unrelated issues." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Likely the same Transformers 5.0.0 custom-model-initialization regression; 43645 just adds the Jupyter-notebook context." + "reason": "Same underlying regression: custom model initialization broke in Transformers 5.0.0; 43645 is the Jupyter-notebook-specific manifestation of 43646." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Different runtime errors in different code paths and model setups." + "reason": "Different models and causes: Qwen3-vl StopIteration vs MPS histogram not implemented for Int." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both touch cache/attention internals, but the concrete bugs differ." + "reason": "Both involve sequence/cache handling, but one is a flash-attention packed-sequence misread and the other is a device-tensor slice-arithmetic bug." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin and Qwen3Moe FP8 failure are unrelated." + "reason": "ImportError for GenerationMixin and Qwen3-MoE FP8 failures are unrelated." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "torch.compile+SDPA on Bamba and Flash Attention illegal access on Qwen3.5 are different code-path problems." + "reason": "Different models and failure modes: Bamba-9B-v2 torch.compile/SDPA vs Qwen3.5 flash-attention position_ids handling." }, { "left": "issue:44560", - "right": "issue:44805", + "right": "issue:44918", "accept": false, - "reason": "Different models and different failure shapes; not the same bug." + "reason": "Both touch Qwen3.5/VL-ish flows, but one is a video StopIteration error and the other is SFT unpacking embeddings." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "torch>=2.9 compiled flex_attention failure is not the same as a torch 2.4.1 incompatibility report." + "reason": "Compiled flex_attention on torch >= 2.9 is a separate compatibility bug from a torch 2.4.1 incompatibility report." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but for different model families and likely different fixes." + "reason": "Different tokenizer regressions affecting different model families: Granite vs DeepSeek-Coder." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device-map mismatch is a model-forward bug, not a generic torch-version incompatibility." + "reason": "Gemma4 device mismatch under device_map=auto is unrelated to a generic torch version incompatibility." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping handling and Gemma4 device placement are unrelated issues." + "reason": "Tokenizer-mapping/new-model registration failure is unrelated to Gemma4 PLE device placement." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Duplicate of the earlier verdict: same generic runtime-error pattern, but not the same concrete bug." + "reason": "Different model families and distinct shape errors; no shared underlying bug." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Likely the same SigLIP2 regression on the same model; the titles differ mainly in symptom wording." + "reason": "Same SigLIP2 regression on the same model: one reports zero probabilities, the other nonsensical outputs via AutoModel/pipeline." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Different config-validation/loading problems affecting different models." + "reason": "Strict config validation for granite_speech and glm4v config validation are different config-schema issues." }, { "left": "issue:45672", "right": "issue:46899", - "accept": false, - "reason": "Both are Gemma4 4-bit issues, but the concrete dtype-cast failures appear to be different code paths." + "accept": true, + "reason": "Same Gemma4 4-bit multimodal quantization bug family; 46899 broadens the unsafe dtype-cast problem first reported in 45672." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "ZeRO3+BERT index error and tokenizer-mapping-name failure are unrelated." + "reason": "ZeRO-3/BertModel initialization crash is unrelated to the TOKENIZER_MAPPING_NAMES add-new-model-like failure." }, { "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different root causes: BertModel ZeRO-3 IndexError vs tokenizer-mapping registration logic." + }, + { + "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "A BERT ZeRO3 index error and a BitNet packed-weight loading issue are different bugs." + "reason": "Both mention Qwen3-MoE/loading, but one is a LoRA compatibility issue and the other is BitNet packed-weight loading during accelerate init." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Mostly conservative, but a few claims go beyond the packet. In particular, \"detailed repro\" for 43645 is not supported by the metadata provided here, and calling the ZeRO3+BERT index-error items a \"clear duplicate pocket\" is stronger than the evidence in the packet. The 38175/43994 accept also reads a bit too definitive; from titles alone, \"likely same issue\" would be safer than \"same underlying regression.\"" + "accept": true, + "feedback": "The clustering is conservative and grounded in the packet. The canonical issue choice of issue:43646 is well-supported by the title/body overlap with issue:43645, and the accepted soft edges (38175\u219443994, 43645\u219443646, 45672\u219446899) look like plausible same-bug variants rather than overreaches. The rejected pairs are also explained in a model- and symptom-specific way without overstating equivalence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2230,8 +2152,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -2301,13 +2223,13 @@ "issue:45507|issue:46468", "issue:43644|issue:43645", "issue:39692|issue:43994", - "issue:44488|issue:44991", "issue:43257|issue:43854", + "issue:44488|issue:44991", "issue:43856|issue:43873", "issue:42491|issue:45292", + "issue:43854|issue:43931", "issue:43856|issue:44387", "issue:42491|issue:45335", - "issue:43854|issue:43931", "issue:43708|issue:44075", "issue:44960|issue:46050", "issue:44164|issue:44291", @@ -2316,220 +2238,220 @@ "issue:45488|issue:45812", "issue:45362|issue:45406" ], - "prepared_review_unit_hash": "7d320a20d8630bd2e14cb3bf022a6d41866e95c7b13a479770e2b83a6b5a0876", + "prepared_review_unit_hash": "c0ac081f089111e3c6e12bb404a58d820d1e689543b62f34d86eb82f28baf209", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36517, - "estimated_input_tokens": 9130, - "estimated_eval_tokens": 18516 + "serialized_chars": 36521, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "There are a few clear near-duplicates, but most pairs are only loosely related by subsystem or symptom. The strongest duplicate is the v5 non-persistent buffer corruption report; most other soft pairs should stay separate.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43644 is the cleanest canonical report: it describes the generic v5 non-persistent-buffer corruption regression, while issue:44534 is just a later rephrasing of the same bug.", + "summary": "This set is mostly unrelated issues with a few true duplicate pairs. The clearest duplicates are the Transformers v5 non-persistent-buffer regression and the SigLIP2 model/processor regression; most other soft matches are only broad symptom similarity and should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43644 is the cleanest canonical anchor: it describes a concrete Transformers v5 regression directly, and issue:44534 reads like a near-verbatim repeat of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best representative issue overall because it is broad, concrete, and regression-focused, making it the most reusable target for a fix.", + "best_issue_reason": "issue:43644 is the best representative issue overall because it is specific, actionable, and has the strongest duplicate evidence among the candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Different bugs: one is an `_is_hf_initialized` regression, the other is an OCR long-input indexing error." + "reason": "Different subsystems and failures: `_is_hf_initialized` regression vs Kosmos2.5 OCR index error." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Unrelated failure modes: tokenizer-mapping registration vs a mask/tensor shape mismatch." + "reason": "Unrelated bugs: tokenizer-mapping registration failure vs a mask/tensor shape mismatch." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Both involve loading/memory, but one is quantized offload load failure and the other is Strix Halo mmap OOM; not the same bug." + "reason": "Both are memory/loading problems, but one is dequantized offload loading and the other is mmap on Strix Halo OOM." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Both mention SigLIP2, but one is zero probabilities at inference and the other is a doc example/model-processor mismatch plus quantization failure." + "reason": "Same model family, but different reported problems: zero probabilities vs doc-example/model-processor mismatch and quantization issues." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same regression: v5 fills non-persistent buffers with junk; the later issue is just a paraphrase of the same bug." + "reason": "Same Transformers v5 non-persistent-buffer corruption regression; the titles are effectively describing the same bug." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different Qwen3 failure paths: auto device mapping CUDA assert vs FineGrainedFP8Config load failure." + "reason": "Different Qwen3 failures: auto device mapping assert vs FineGrainedFP8Config behavior." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE FP8 loading is unrelated to Strix Halo mmap OOM mitigation." + "reason": "Unrelated: Qwen3 MoE FP8 failure vs mmap/OOM workaround on a different platform." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "One is a LoRA compatibility break between hf4.x and hf5.x; the other is a resize_token_embeddings bug in Gemma4." + "reason": "Both involve Qwen3/Gemma-style model loading, but the concrete bugs differ: LoRA compatibility vs resize_token_embeddings propagation." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading complaints, but they concern different checkpoints and do not describe the same concrete bug." + "reason": "Both are tokenizer-loading complaints, but they concern different model repos and no shared concrete failure is shown." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Unrelated models and symptoms: GLM5 is not the same as a Qwen3.5 flash-attention generation bug." + "reason": "Different models and failure modes: GLM5 issue vs Qwen3.5 flash-attention generation bug." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan omissions are different code paths and failures." + "reason": "Different problems: checkpoint loading failure vs missing tensor-parallel plan entries causing OOM/shape errors." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both concern dtype handling, but one is ignored dtype on composite checkpoint load and the other is stale config.dtype after from_config." + "reason": "Both mention dtype, but one is loading composite checkpoints and the other is from_config dtype bookkeeping." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5/Gemma-related regressions, but one is ZeRO-3 weight loading and the other is wrong visual-encoder keys on save_pretrained." + "reason": "Different Qwen3.5 regressions: ZeRO-3 weight loading vs save_pretrained key serialization." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid is not the same as the broken official Nemotron example." + "reason": "Different model-specific errors with no clear shared code path." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Related to Transformers v5 initialization, but one is buffer corruption and the other is custom-model initialization in notebooks." + "reason": "Related to Transformers v5 notebook/custom-model behavior, but one is buffer initialization and the other is Jupyter custom-model initialization." }, { "left": "issue:39692", "right": "issue:43994", - "accept": false, - "reason": "Both involve SigLIP2 docs/loading, but one is a documentation example error and the other is nonsensical inference results." + "accept": true, + "reason": "Same SigLIP2 base-patch16-224 regression: both report nonsense outputs from AutoModel/pipeline and point to the same model/processor mismatch." }, { - "left": "issue:44488", - "right": "issue:44991", + "left": "issue:43257", + "right": "issue:43854", "accept": false, - "reason": "Both are tokenizer/model-loading failures, but they affect different models and do not point to the same underlying defect." + "reason": "Different models and bugs: Qwen3 MoE conversion with accelerate+deepspeed vs GLM-4.7-Flash loading in tests." }, { - "left": "issue:43257", - "right": "issue:43854", + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "Accelerate+deepspeed MoE conversion failure and GLM-4.7 flash test loading are unrelated." + "reason": "Both are tokenizer-loading failures, but the affected models and concrete breakages are different." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both mention quantization or memory, but one is training memory inefficiency and the other is offloading not working as expected." + "reason": "Different issues: Qwen3 MoE training memory usage vs quantization offloading behavior." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Different issues: LoRA compatibility across versions vs resize_token_embeddings not updating output embeddings." + "reason": "Different symptoms and scopes: LoRA compatibility for qwen3_moe vs a resize_token_embeddings propagation bug." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures for different model families." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is Qwen3 MoE training memory and the other is int4 quantization increasing CUDA reserved memory." + "reason": "Both are memory-related, but one is training memory efficiency and the other is int4 quantization reserved-memory OOM." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "The hf4.x\u2192hf5.x LoRA compatibility problem is not the same as t5gemma embedding-resize propagation." - }, - { - "left": "issue:43854", - "right": "issue:43931", - "accept": false, - "reason": "Different model-load errors: GLM-4.7 Flash unit test loading vs Qwen3-VL weight-shape mismatch." + "reason": "Different issues: LoRA/qwen3_moe compatibility vs t5gemma embedding resize propagation." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint-resume step counting and SGD argument handling are unrelated bugs." + "reason": "Trainer checkpoint-resume math is unrelated to SGD optimizer arguments being ignored." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 is unrelated to a save_pretrained/from_pretrained breakage in quantized sinq models." + "reason": "Different model and lifecycle bug: GLM5 issue vs quantized save/load breakage." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both involve save/load initialization behavior, but they are distinct bugs: extra_state handling vs unexpected `_is_hf_initialized` args." + "reason": "Both concern loading/saving internals, but extra_state handling and `_is_hf_initialized` argument errors are distinct bugs." }, { "left": "issue:46897", "right": "issue:46901", "accept": false, - "reason": "Both describe training-loss double-shift symptoms, but they target different model implementations and there is no evidence of one shared code path." + "reason": "Same broad 'double-shift' pattern, but they are model-specific training bugs and not clearly the same code path." }, { "left": "issue:45276", "right": "issue:45335", "accept": false, - "reason": "Closely related symptom, but the affected models and embedding targets differ; not enough evidence they are the same concrete bug." + "reason": "Similar resize_token_embeddings symptom, but different model implementations and different embedding targets make this too broad to merge." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is LlamaTokenizer pre-tokenizer behavior and the other is Granite AutoTokenizer ID generation." + "reason": "Both are tokenizer regressions, but they affect different model families and show different concrete failures." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different crashes: Qwen3.5 chat generation vs Gemma4Processor missing `_tokenizer` in transformers serve." + "reason": "Different model/application failures: Qwen3.5 chat crash vs Gemma4 processor attribute error." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the one accepted soft pair (43644/44534) is strongly supported by the nearly identical regression descriptions. The remaining soft-edge verdicts are conservative and do not overclaim duplication." + "feedback": "The summary is grounded in the packet and the verdicts are conservative overall. The two accepted duplicate pairs are strongly supported by title-level evidence (43644/44534 exact same Transformers v5 buffer bug, and 39692/43994 same SigLIP2 regression family), while the other soft matches are appropriately kept separate despite superficial similarity." }, "evaluator_used": true, "retried": false, @@ -2545,8 +2467,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -2633,232 +2555,232 @@ "issue:42175|issue:43957", "issue:44589|issue:44756" ], - "prepared_review_unit_hash": "ee181d71d2e2f123ba5ce3e69020fa945b6ccf3673a214deafcbc729774f1456", + "prepared_review_unit_hash": "ef754ba92cdff1f4d822865b5c4ff97a7b3d19c34344daa888b261aa09fdf325", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37385, - "estimated_input_tokens": 9347, - "estimated_eval_tokens": 18950 + "serialized_chars": 37383, + "estimated_input_tokens": 9346, + "estimated_eval_tokens": 18948 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous; only the resize_token_embeddings/output_embeddings reports form a true duplicate family. I would keep 45292 as the representative issue for that small cluster and reject the rest as separate bugs or feature regressions.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 45292 is the best canonical representative of the only clear duplicate family here: the generic resize_token_embeddings/output_embeddings regression, which the Gemma4 and t5gemma reports specialize.", + "summary": "The cluster is mostly a set of unrelated issues that happen to share broad subsystem keywords. The only strong duplicate pair is the Gemma4 resize_token_embeddings reports; the rest should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45276 is the most complete and specific report for the resize_token_embeddings bug, covering Gemma4 and both embed_tokens_per_layer/output_embeddings propagation failures.", "canonical_pr_reason": null, - "best_issue_reason": "45292 is the broadest, model-agnostic version of the resize_token_embeddings bug, so it is the best global issue target among these items.", + "best_issue_reason": "45276 is the best canonical issue because it most clearly describes the underlying bug and the affected Gemma4-specific code path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Different flash-attention failures: 3D position_ids misparse vs s_aux=None crash in sink-less models." + "reason": "Both involve flash_attention, but one is a Qwen3.5 position_ids/packed-sequence crash and the other is an s_aux=None AttributeError for sink-less models; different failure modes." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Version-compatibility claim vs meta-device loading bug; different root causes and code paths." + "reason": "Torch version incompatibility and meta-device loading failures are separate issues with different triggers and code paths." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Different model-specific tokenizer/load issues; no shared underlying bug is evident." + "reason": "Both mention model loading/tokenizer problems, but one is about tokenizer vocab bounds and the other is a specific model load failure; not enough evidence of the same bug." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Unrelated models and symptoms: SigLIP2 docs example errors vs GLM5 issue." + "reason": "A SigLIP2 documentation example bug and a GLM5 model issue are unrelated." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Distinct bugs in different models: CUDA assert on auto device mapping vs batched inference token leakage." + "reason": "Qwen3 device-mapping CUDA assert and AudioFlamingo3 batched inference token leakage are unrelated bugs." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unexpected init_empty_weights argument vs mmap/OOM behavior; separate loading problems." + "reason": "Unexpected init_empty_weights argument handling and mmap-related OOM on Strix Halo are different problems." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different model families and paths: Gemma4 FSDP2 attention state vs Qwen multimodal config unwrapping." + "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen multimodal text_config unwrapping are distinct implementation issues." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Training checkpointing/LoRA behavior is unrelated to T5 apex.FusedRMSNorm memory leak." + "reason": "Gradient checkpointing with LoRA and an apex RMSNorm memory leak are unrelated." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention untied lm_head weights, but they are model-specific reports without evidence of the same shared code-path bug." + "reason": "Both concern lm_head tying, but they affect different model families and there is no clear shared code-path defect." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both are quantization/memory complaints, but one is offloading behavior and the other is reserved-memory OOM under int4." + "reason": "Both are quantization/memory complaints, but one is offloading behavior and the other is increased reserved memory leading to OOM; too broad to merge." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "Generic ModelOutput key handling is not the same bug as VideoPrism's hidden_states misassignment." + "reason": "These are separate output-object field bugs in different classes; they are not the same underlying issue." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Unrelated model-specific bugs: Gemma4 FSDP2 state rebuild vs Qwen3_5Moe CPU offload incompatibility." + "reason": "Gemma4 FSDP2 KeyError and Qwen3_5Moe CPU-offload rotary embedding incompatibility are unrelated." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different models and quantization formats; NVFP4 load failure is not the same as MXFP4 bf16 fallback." + "reason": "Different quantization formats, different models, and different symptoms; not the same bug." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective LoRA behavior and the other is eval-mode prohibition." + "reason": "One is LoRA checkpointing inefficiency, the other is checkpointing disallowed in eval mode; different problems." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Whisper return_language pipeline regression." + "reason": "ImportError for GenerationMixin and Whisper return_language regression are unrelated." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading bug and Strix Halo mmap/OOM issue are separate problems." + "reason": "Meta-device model loading breakage and disabling mmap for OOM are not the same underlying issue." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Different model paths: AudioFlamingo3 batch leakage vs Gemma4 device-map mismatch." + "reason": "AudioFlamingo3 batched inference leakage and Gemma4 device-map mismatch are different bugs." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Int4 quantization memory regression is not the same as disabling mmap to avoid Strix Halo OOM." + "reason": "Both involve memory, but int4 quantization OOM and Strix Halo mmap OOM are different root causes." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Single-layer SwitchTransformers config bug is unrelated to Gemma4 FSDP2 shared_kv_states rebuild." + "reason": "Sparse-layer creation bug in SwitchTransformers and Gemma4 FSDP2 attention state rebuild are unrelated." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading and the official example being broken may be related by model family, but they are not clearly the same concrete bug." + "reason": "NemotronH checkpoint loading and a broken official Nemotron example may be related by model family, but the reports describe different failures and are not clearly the same bug." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same resize_token_embeddings/output_embeddings regression; 45276 is a model-specific variant of the broader bug in 45292." + "reason": "Both report the same resize_token_embeddings propagation bug; 45276 is the more detailed Gemma4-specific version and 45292 is the generic duplicate." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression for Qwen models is unrelated to Granite speech config strictness." + "reason": "Video-input regression across Qwen models and strict Granite Speech config loading are unrelated." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing eval-mode issue is not the same as the RLHF NaN/SDPA fallback regression." + "reason": "Eval-mode gradient checkpointing restriction and Qwen3.5 RLHF NaN explosion are different issues." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to Strix Halo mmap/OOM behavior." + "reason": "save/from_pretrained extra_state handling and mmap-induced OOM are unrelated." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Both involve mistral_common tokenizers, but one is BPE marker handling and the other is continue_final_message logic." + "reason": "Tokenizer BPE marker handling and continue_final_message behavior are both tokenizer-related but not clearly the same concrete defect." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "flash_attention s_aux=None crash is a different code path from Gemma4 FSDP2 shared_kv_states rebuilding." + "reason": "Flash-attention s_aux=None crash and Gemma4 shared_kv_states KeyError are different code paths." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Custom-model save permission propagation and wrong-module loading are different save/load bugs." + "reason": "Custom-model file permission propagation and wrong-module loading after save_pretrained are separate save/load issues." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7-Flash load/test failure and Qwen3.5 save_pretrained regression are unrelated models and failure modes." + "reason": "GLM-4.7-Flash unit-test loading and Qwen3.5 checkpoint save regression are unrelated." }, { "left": "issue:45292", "right": "issue:45335", - "accept": true, - "reason": "Both are the same resize_token_embeddings family; 45335 is a t5gemma-specific manifestation of the generic output_embeddings bug." + "accept": false, + "reason": "Both mention resize_token_embeddings, but one is about output_embeddings while the other is decoder.embed_tokens in t5gemma; likely separate model-specific bugs." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Custom model initialization in Jupyter is unrelated to extra_state save/load failure." + "reason": "Jupyter custom-model initialization and extra_state save/load handling are different problems." }, { "left": "issue:42175", "right": "issue:43957", "accept": false, - "reason": "Packaging/backend dependency issue is unrelated to meta-device model loading." + "reason": "Missing TensorFlow backend in pip extras and meta-device loading failures are unrelated." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Missing Float8 storage type and Strix Halo mmap/OOM are different runtime issues." + "reason": "Float8 storage type lookup failure and Strix Halo mmap OOM are different issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 45292/45276/45335 clearly form the only obvious duplicate family from their titles, and the remaining pairwise rejections stay conservative given the distinct model names and failure modes. No overstatement stands out." + "feedback": "Grounded in the packet: the only clearly supported duplicate is issue:45276 with issue:45292, and the rest of the soft-edge rejections stay conservative and consistent with the issue titles. The summary does not overclaim beyond the available evidence." }, "evaluator_used": true, "retried": false, @@ -2874,8 +2796,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -2960,220 +2882,220 @@ "issue:43856|issue:44756", "issue:44164|issue:46821" ], - "prepared_review_unit_hash": "fa5641339c872aae55ef90794da625db6c0c94732ca3b7411fd250d8485448a9", + "prepared_review_unit_hash": "19e6b55df5cf18fa62ae310a062d4384b1e30775c4a79eff74f3ce8d9c91733b", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36640, - "estimated_input_tokens": 9160, - "estimated_eval_tokens": 18576 + "serialized_chars": 36644, + "estimated_input_tokens": 9161, + "estimated_eval_tokens": 18578 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue set; the soft pairs share broad themes (tokenizers, quantization, multimodal, docs) but not the same concrete defect, so none are duplicate-worthy.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 45812 is the strongest canonical anchor: it is a broad, clearly scoped v4\u2192v5 regression affecting all Granite tokenization and has a precise symptom, making it the most useful representative issue in this cluster.", - "canonical_pr_reason": "No pull requests are present in the provided items.", - "best_issue_reason": "Issue 45812 has the clearest high-impact regression framing and the broadest affected scope among the provided issues.", - "best_pr_reason": "No pull requests are present in the provided items.", + "summary": "This cluster is a loose mix of Transformers v5 regressions and unrelated model/tooling bugs. The items mostly share only broad subsystem overlap (tokenizers, model loading, quantization, training), not the same underlying defect, so no soft edge should be merged.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45812 is the strongest representative: it is a concrete, high-impact v4\u2192v5 tokenizer regression affecting an entire model family, with a clear symptom (wrong token IDs) and a well-defined code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best single issue to anchor the cluster because it is specific, broad in user impact, and more representative of the tokenizer-related regression theme than the narrower or more incidental issues.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both are tokenizer-load failures, but one is a vocab-size inconsistency and the other is a specific model load failure; not the same bug." + "reason": "Both are tokenizer-loading failures, but they involve different models and different failure modes (vocab-size mismatch vs cannot load tokenizer). Same subsystem, not the same bug." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in notebooks and Trainer resume max_steps are different code paths and failure modes." + "reason": "Custom model initialization in notebooks is unrelated to Trainer resume/max_steps accounting; different code paths and symptoms." }, { "left": "issue:46894", "right": "issue:46901", "accept": false, - "reason": "Both mention a training-loss double-shift pattern, but they concern different model implementations and are not shown to share one concrete fix." + "reason": "Both mention a training-loss double-shift pattern, but they target different models and no evidence shows the same underlying implementation bug or mergeable fix." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Both involve torch version/dtype issues, but one is generic Torch 2.10 incompatibility and the other is an autocast mismatch for a specific model." + "reason": "Torch version incompatibility is a dependency-level issue; the Phi-tiny-MoE autocast error is a model-specific dtype mismatch. Not the same defect." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "One is a tokenizer performance regression, the other is an encode/decode whitespace regression; different defects." + "reason": "One is a performance regression in convert_tokens_to_ids, the other is a CodeLlama round-trip tokenization correctness bug." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Granite token IDs being wrong is a correctness bug; convert_tokens_to_ids slowdown is a performance regression." + "reason": "Granite token IDs are wrong; this is a correctness regression, while the other issue is about slow conversion for slow tokenizers with many added tokens." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language and general tokenization changes are related only at a very broad level, not the same issue." + "reason": "Whisper return_language pipeline behavior and a generic version-changes-the-tokenization report are different failures with no shared concrete bug." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and compile-time template-node error are unrelated failure classes." + "reason": "PagedAttentionCache's invalid group type crash and a template-node compilation TypeError are unrelated runtime/compiler failures." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Base_model_prefix loading breakage and notebook custom-model initialization are distinct custom-model problems." + "reason": "Both mention Transformers 5.0.0, but one is base_model_prefix loading and the other is custom model init in Jupyter notebooks; different root causes." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch incompatibility and YOLO multi-GPU device-map failure are different bugs in different paths." + "reason": "Torch 2.10 incompatibility is not the same as a YOLO device_map/multi-GPU forwarding failure." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-map mismatch are unrelated issues." + "reason": "Compiled flex_attention on torch >=2.9 and Gemma4 device mismatch are separate issues affecting different subsystems." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline behavior and from_pretrained inside Python classes are different regressions." + "reason": "Whisper return_language regression and from_pretrained behavior inside Python classes are distinct pipeline vs object-construction bugs." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Generic torch compatibility and Mistral-3 dtype mismatch are not the same underlying defect." + "reason": "General torch version incompatibility is unrelated to Mistral-3 image preprocessor/model dtype mismatch." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "A Torch version incompatibility is not the same as a Gemma4 forward device mismatch." + "reason": "Torch compatibility and Gemma4 device_map placement are different problems." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure and template-node compilation error are unrelated." + "reason": "Float8 storage lookup failure and template compilation failure are unrelated low-level errors." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression for Qwen variants and a mask-shape IndexError are different bugs." + "reason": "A video-input regression for Qwen models is not the same as a generic mask shape IndexError." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are documentation-related, but they cover different deprecated pipeline/task mentions and should not be merged as duplicates." + "reason": "Both are docs-related, but they refer to different removed/changed pipeline APIs and do not describe the same documentation bug." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Bad SigLIP2 outputs and ModelOutput key assignment issues are different code-path problems." + "reason": "Siglip2 nonsensical outputs and ModelOutput key assignment are different issues at different layers." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of an older issue and a Qwen3.5 cache crash are not the same defect." + "reason": "An isolated reproduction of a prior issue is not the same as the Qwen3.5 PagedAttentionCache crash." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Extra_state save/load handling and multimodal config unwrapping are unrelated serialization/config bugs." + "reason": "save/from_pretrained extra_state handling and composite-config unwrapping are separate model persistence vs config-handling issues." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5Tokenizer special-token method conflict and gguf_file load breakage are different tokenizer/model-loading failures." + "reason": "T5Tokenizer add_special_tokens conflict and gguf_file loading breakage are unrelated tokenizer/model loading failures." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export/exportability and Perceiver interpolation at non-default resolution are unrelated model-export vs vision-input bugs." + "reason": "torch.export with torch_compilable_check and Perceiver non-default-resolution failure are different export/vision bugs." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load corruption and mistral_common continue_final_message behavior are separate issues." + "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior do not share a concrete code path." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "These describe different reproduction/behavioral problems and do not point to one shared code defect." + "reason": "Reproduction of an earlier issue and a tokenizer continue_final_message bug are unrelated." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper return_language and MXFP4 quantization fallback are unrelated regressions." + "reason": "Whisper pipeline return_language and MXFP4 quantization fallback are different regressions." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both affect tokenizers, but one is a tokenizer load regression and the other is a Mistral regex patch crash; different causes." + "reason": "Both involve tokenizers, but one is a model-specific tokenizer loading regression and the other is a Mistral regex patch crash; not the same underlying bug." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM prediction errors and est-roberta tokenizer loading failures are not the same bug." + "reason": "CamemBERT masked-LM prediction errors and est-roberta tokenizer loading failure are unrelated." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Both are Gemma4-related, but one is a device-map forward mismatch and the other is unsafe dtype casting in multimodal embedders under 4-bit quantization." + "reason": "Both concern Gemma4, but one is a device placement mismatch and the other is a 4-bit quantization dtype-cast problem in multimodal embedders." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Both concern loss computation, but they are different model families and the bugs are described differently enough that they should not be merged." + "reason": "Single-label classification zero-loss and ASR training-loss double-shift are different training bugs with different model families." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE memory usage and disabling mmap on Strix Halo address different OOM sources." + "reason": "Qwen3 MoE memory usage and disabling mmap on Strix Halo are unrelated OOM/memory-management issues." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "save/from_pretrained extra_state handling and a TimesFM window_size AttributeError are unrelated." + "reason": "extra_state persistence and TimesFM window_size AttributeError are different API bugs." } ] }, @@ -3192,8 +3114,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -3277,214 +3199,208 @@ "issue:44811|issue:45584", "issue:43452|issue:43482" ], - "prepared_review_unit_hash": "ff7bf742deba396a88d159f10ba18af1f314507c6886fd612d77664882b16c8a", + "prepared_review_unit_hash": "54fec704b84bba89a1ade55779f3e0e4830c6fc1cfcee732692a939f6759fdd3", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36550, - "estimated_input_tokens": 9138, - "estimated_eval_tokens": 18532 + "serialized_chars": 36554, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: it mixes unrelated regressions across Trainer, Whisper, tokenizers, model loading, and backend/package issues. Only one soft pair looks like the same underlying GGUF-loading regression; the rest should stay separate.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 43452 is the broadest representative of the only plausible duplicate subcluster: it describes the general GGUF loading breakage, while 43482 is the Qwen2.5-specific instance of that same failure path.", + "summary": "Mostly a heterogeneous set of unrelated closed issues, with a few small duplicate subclusters around GGUF loading, custom model initialization, audio feature extraction, and Qwen3-VL loading regressions.", + "confidence": 0.62, + "canonical_issue_reason": "Issue #43452 is the broadest representative of one real duplicate subcluster: a general GGUF/from_pretrained loading breakage, with #43482 looking like a specific model instance of the same failure.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43452 is the best issue representative because it captures the shared GGUF loading regression more generally than the model-specific report.", + "best_issue_reason": "#43452 is the best umbrella issue among the accepted duplicate candidates because it describes the loading regression at the API level rather than a single model variant.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43299", "right": "issue:43931", - "accept": false, - "reason": "Both mention Qwen/VL loading, but one is a v5 MoE regression and the other is a checkpoint weight-shape mismatch; not the same bug." + "accept": true, + "reason": "Both point to the same Qwen3-VL MoE model-loading regression; #43931 looks like a concrete failure mode of the broader #43299 bug." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Unrelated failures: Deepspeed ZeRO3/BERT init versus torch>=2.9 compiled flex_attention." + "reason": "Different code paths and failures: deepspeed/BertModel init vs torch 2.9 flex_attention compilation." }, { "left": "issue:43632", "right": "issue:47050", "accept": false, - "reason": "Different code paths: `_is_hf_initialized` flag regression versus Canine ONNX export dtype mismatch." + "reason": "Unrelated regressions: an HF init flag issue versus a Canine ONNX dtype mismatch in attention." }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Both concern loss behavior, but one is zero-loss in sequence classification and the other is a Florence2 double-shift training-loss bug." + "reason": "Both are training-loss bugs, but the underlying mechanisms differ: degenerate classification loss vs sequence-shift error." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are model-load complaints, but they target different models and likely different tokenizer/config paths." + "reason": "Both are loading failures, but the model families and described symptoms differ; not enough evidence of one shared bug." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer failures: loading a specific BERT model versus `_patch_mistral_regex` crashing on Mistral tokenizers." + "reason": "Generic model loading failure vs a specific Mistral regex patch crash; different paths." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is junk non-persistent buffers; distinct issues." + "reason": "Base-model-prefix loading regression and non-persistent buffer initialization are separate problems." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer method conflict versus Qwen3Moe FP8 configuration failure; no shared bug." + "reason": "Tokenizer method-name conflict in T5 is unrelated to Qwen3Moe failing with FineGrainedFP8Config." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head weight tying are unrelated." + "reason": "Tokenizer BPE-marker handling and lm_head weight tying are different Mistral3 issues." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both involve tokenizers, but one ignores repository tokenizer.json and the other changes DeepSeek-Coder output; different failures." + "reason": "Both involve tokenizer behavior, but one is generic tokenizer.json loading and the other is a model-specific output regression." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral image-preprocessor dtype mismatch versus a template-node compilation error; unrelated." + "reason": "Different subsystems: image-preprocessor dtype mismatch vs a template compilation error." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP structure inconsistency and Sam3 text-encoder weights not loading are different model-loading bugs." + "reason": "CLIP text-model structure inconsistency and Sam3Model weight-loading are unrelated." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Model-registration utility failure versus compiled flex_attention breakage; no shared code path." + "reason": "Tokenizer-mapping utility failure is unrelated to the flex_attention compile bug." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper pipeline return_language behavior." + "reason": "Trainer GPU broadcast NoneType error is not the same as Whisper return_language pipeline behavior." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss and Qwen3.5 PagedAttentionCache invalid group type are separate regressions." + "reason": "AutoConfig trust_remote_code missing fields is unrelated to the Qwen3.5 PagedAttentionCache crash." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Different affected models and symptoms; same broad area of loading, but not the same underlying bug." - }, - { - "left": "issue:43541", - "right": "issue:45084", - "accept": false, - "reason": "Torch dynamo grouped_mm tracing failure is unrelated to the non-template-node compilation error." + "reason": "Both are loading problems, but the titles point to different models and different failure causes." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Both are Qwen-family issues, but one is FP8 config support and the other is cache/group-type handling in Qwen3.5." + "reason": "Both are Qwen-family issues, but one is FP8 config loading and the other is a cache/group-type runtime crash." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Different device-placement bugs in different models: XLNet CPU arange versus Qwen3_5Moe CPU offload." + "reason": "XLNet CPU arange placement bug is unrelated to Qwen3_5Moe CPU-offload rotary embedding behavior." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression on GPT-OSS is unrelated to runtime post-processor updates in TokenizersBackend." + "reason": "Perplexity regression and runtime post-processor updates are unrelated issues." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting and Qwen2.5-VL iterable-dataset multi-image failures are unrelated." + "reason": "TrainerState token counting and multimodal iterable-dataset failures are unrelated." }, { "left": "issue:43644", "right": "issue:43646", - "accept": false, - "reason": "Both are v5 initialization regressions, but non-persistent buffers being junk and custom model initialization are different failure modes." + "accept": true, + "reason": "Both describe the same v5 custom-model initialization regression; #43644 appears to be one manifestation of #43646's broader issue." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "One is a missing tensorflow extra in the torch install, the other is an undefined tensorflow_text backend mapping." + "reason": "Missing tensorflow in torch extras and an invalid BACKENDS_MAPPING entry are different packaging/backend issues." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Qwen2.5-VL multi-image dataset failure and mistral_common continue_final_message behavior are unrelated." + "reason": "Multimodal dataset loading and mistral_common continue_final_message are different code paths." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and `_is_hf_initialized` are unrelated regressions." + "reason": "Apple Silicon warmup TypeError and the _is_hf_initialized regression are unrelated." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer special-token conflict and Jupyter custom-model initialization are separate problems." + "reason": "T5 tokenizer method conflict and Jupyter custom-model initialization are different bugs." }, { "left": "issue:44206", "right": "issue:44220", - "accept": false, - "reason": "Both are audio feature extraction issues, but one is an unsupported `center` argument and the other is a lower-level `_torch_extract_fbank_features()` problem." + "accept": true, + "reason": "These look like the same audio feature-extraction bug; #44206 is a specific crash caused by the shared _torch_extract_fbank_features path." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both are Whisper-related, but batch_decode skip_special_tokens and empty-transcription handling after align_special_tokens are different bugs." + "reason": "Both involve Whisper special tokens, but one is decode behavior and the other is generation failure after align_special_tokens." }, { "left": "issue:43452", "right": "issue:43482", "accept": true, - "reason": "Same GGUF loading path: 43452 reports the general AutoTokenizer/AutoModel breakage, and 43482 is the Qwen2.5-GGUF instance of that same v5 regression." + "reason": "Same GGUF-loading regression: #43452 is the generic from_pretrained breakage and #43482 is a specific Qwen2.5-GGUF instance." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, 43452/43482, is a plausible GGUF-loading duplicate; the rest are reasonably separated without overclaiming evidence." + "feedback": "The summary is grounded in the packet: it stays at the title level, identifies only small duplicate-like clusters, and the accepted pairs are plausible matches rather than overclaims. No clear evidence of overstatement or non-mergeable PR pairing issues appears here." }, "evaluator_used": true, "retried": false, @@ -3500,8 +3416,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -3583,202 +3499,202 @@ "issue:43632|issue:46821", "issue:43531|issue:44877" ], - "prepared_review_unit_hash": "05602bc4a51c16421b4e1769e62fb49ba3c036c3cd9b58785595ca61d84587e6", + "prepared_review_unit_hash": "2bdf64bab5a58403d618207888c413484c80bc1d30c5239bcad729565a13e1db", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35712, - "estimated_input_tokens": 8928, - "estimated_eval_tokens": 18112 + "serialized_chars": 35717, + "estimated_input_tokens": 8930, + "estimated_eval_tokens": 18116 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose semantic bucket of unrelated Transformers v5 regression reports. The titles often overlap on broad themes like model loading, custom models, quantization, or tokenizer handling, but the concrete bugs differ, so none of the soft pairs should be merged as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a loose collection of Transformers bug reports with only superficial similarity in a few v5/custom-model-loading cases. I found no soft pair that looks like the same underlying bug/change; the closest items still appear to be distinct failures in different code paths or models.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43632 is the broadest/root-regression report here: it describes the v5 `_is_hf_initialized` breakage that plausibly underlies several nearby custom-model initialization complaints.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the broadest representative of the dominant theme in this cluster: custom-model initialization regressions under Transformers v5. It is the clearest umbrella issue, though it is not a duplicate of most other items here.", + "best_issue_reason": "issue:43632 is the best representative because it captures the most general and reusable failure mode in the set, rather than a model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are v5 loading failures, but they affect different models and different loader/tokenizer paths; not the same concrete bug." + "reason": "Both are load failures after v5, but they affect different models/tokenizer paths and don\u2019t describe the same bug." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "One is a template-compilation error, the other is an invalid-method call in GraniteMoEHybrid; unrelated failures." + "reason": "Different model/code-path failures; no evidence they share a concrete root cause." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "GPU/CPU offload of a dequantized model and Qwen2.5-GGUF loading are separate quantization/loading problems." + "reason": "Both involve model loading, but one is dequantized device_map offload and the other is GGUF/v5 loading; distinct issues." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT local-checkpoint loading and continue_final_message behavior are different code paths with different symptoms." + "reason": "Unrelated bugs: PEFT local checkpoint loading vs tokenizer chat-template continuation behavior." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio processor sampling-rate defaults and MIMI batched-vs-single output mismatch are distinct audio bugs." + "reason": "Different subsystems and symptoms: audio sampling-rate defaulting vs MIMI batch padding-mask mismatch." }, { "left": "issue:43208", "right": "issue:47013", "accept": false, - "reason": "Same model family, but the reported failures are different: a bundle of three xLSTM bugs versus a train-mode unpacking crash." + "reason": "Same broad xLSTM area, but one is a bundle of three training bugs and the other is a specific train-mode unpacking crash." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Unnecessary loading noise and a Mistral tokenizer regex crash are not the same bug." + "reason": "Noise when loading a transformer is not the same as the Mistral regex patch crash." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Whisper runtime failure and YOLO multi-GPU device-map failure are unrelated model-loading issues." + "reason": "Different models and failures; both are loading-related only at a very high level." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3-MoE and a non-template-node compile error do not share a concrete code path." + "reason": "Qwen3MoE FP8 config failure is unrelated to the template-node compilation error." }, { "left": "issue:43645", "right": "issue:46661", "accept": false, - "reason": "Both involve model initialization/loading, but one is custom models in notebooks and the other is remote-code models missing config_class; different root causes." + "reason": "Both concern custom/remote-code model initialization, but the reported failures and triggers differ enough that they are not the same bug." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization breakage and junk-filled non-persistent buffers are separate regressions." + "reason": "Custom model initialization breakage and non-persistent buffer serialization are separate regressions." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "MIMI padding-mask divergence and DAC.from_latents missing STE are different model behaviors and fixes." + "reason": "Both compare forward/other-path outputs, but they involve different models and mechanisms." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope-index scaling bug are model-specific and unrelated." + "reason": "Different Qwen variants and different bugs: hidden-states output vs rope index scaling." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing all_tied_weights_keys in Molmo and failing to load ScandiBERT are different loading issues." + "reason": "Molmo tied-weights attribute error and BERT loading failure are unrelated." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "A model load failure for physical-intelligence/fast and a Mistral regex-patching crash are unrelated." + "reason": "Tokenizer loading failure for one model is not the same as the Mistral regex backend crash." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early stopping metric selection and num_input_tokens_seen updating are separate trainer-state issues." + "reason": "Training early-stopping metric selection and token-count tracking are unrelated training bugs." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Weight-tying in Mistral3ForConditionalGeneration and device-dependent lm_head serialization are related only at a very high level, not the same bug." + "reason": "Both mention tied lm_head weights, but one is a model-specific tying bug and the other is device-dependent serialization behavior." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE FP8 config failure and _is_hf_initialized init_empty_weights regression are different compatibility problems." + "reason": "Both are v5-related, but one is FP8 config handling and the other is init_empty_weights/_is_hf_initialized argument handling." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Siglip2 bad outputs and OmDet-Turbo processor size mismatch are unrelated model/preprocessor issues." + "reason": "Different models and different failure modes: nonsensical outputs vs wrong processor image size." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer special-token conflict and MobileLLM key-error loading are different tokenizer/model failures." + "reason": "Tokenizer special-token constructor conflict and a key error loading a model are not the same issue." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Both are loading issues, but ScandiBERT loading and Mistral tokenizer regex patching are not the same defect." + "reason": "Different tokenizer/model loading failures with different triggers." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward and StaticCache seq-length type mismatch are separate generation/cache bugs." + "reason": "Chunked generation inconsistency and StaticCache return-type mismatch are separate cache/generation bugs." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken argument conflict and a model loading failure for physical-intelligence/fast are unrelated." + "reason": "Both involve tokenizers, but the AddedToken constructor error is distinct from the est-roberta loading failure." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Gemma3n variable-name collision and Gemma4 4-bit quantization dtype-cast bug affect different model versions and code paths." + "reason": "Different Gemma model variants and different bugs: variable-name collision vs unsafe dtype cast in embedders." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FineGrainedFP8Config and missing Float8 storage are different quantization/runtime issues." + "reason": "FP8 config failure and missing Float8 storage type are related only thematically, not the same bug." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export/export compatibility and processor input-size mismatch are unrelated." + "reason": "torch.export/checking failure and processor image-size mismatch are unrelated." }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "_is_hf_initialized flag regression and TimesFM window_size AttributeError do not describe the same failure." + "reason": "The `_is_hf_initialized` regression is unrelated to the TimesFM window_size attribute error." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and strict granite_speech config loading are distinct bugs." + "reason": "Qwen3-MoE sliding-window behavior and granite_speech config strictness are unrelated." } ] }, @@ -3797,8 +3713,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -3881,214 +3797,214 @@ "issue:43421|issue:44568", "issue:41720|issue:45081" ], - "prepared_review_unit_hash": "01cdfa21a5c34f23529b161c8d376d0bed629ed5b05cd3f6c55d8b50a88f1a03", + "prepared_review_unit_hash": "8d3658e5247acd281ffffb0efa34268ad2f491cc7f8e4472097e82f695b0bf04", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35919, - "estimated_input_tokens": 8980, - "estimated_eval_tokens": 18216 + "serialized_chars": 35916, + "estimated_input_tokens": 8979, + "estimated_eval_tokens": 18214 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous mix of unrelated bug reports. The only strong duplicate-like pair is the Qwen3.5 checkpoint/save_pretrained regression; the rest differ by model, subsystem, or failure mode.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45216 is earlier and broader, describing the core Qwen3.5 save_pretrained checkpoint corruption/regression; issue:45357 looks like a later, narrower follow-up about the same save-path bug.", + "summary": "This cluster is mostly heterogeneous and does not form one broad duplicate set. The only plausible duplicate pair is the Qwen3.5 save_pretrained regression: issue 45216 and issue 45357. The rest are distinct bug reports across unrelated models, tokenizer paths, multimodal pipelines, and performance/regression topics.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45216 is the best canonical anchor for the only likely duplicate subcluster: it describes the broader Qwen3.5 save_pretrained regression, while issue:45357 reads like a narrower follow-up symptom about incorrect visual encoder keys.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the best global issue candidate because it captures the underlying Qwen3.5 save_pretrained regression at the right abstraction level and predates the narrower follow-up.", + "best_issue_reason": "issue:45216 is the clearest representative issue in this set because it is the broader, earlier regression report with a concrete version scope; however, the cluster is too mixed for it to be a strong global representative beyond that subcluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Different models and different failures: Llava Next loading segfault vs Qwen3OmniMoe video ValueError." + "reason": "Both are multimodal model failures, but they hit different models and different code paths: Llava Next loading segfault vs Qwen3OmniMoe video-processing ValueError." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Unrelated subsystems: T5 tokenizer special-token method conflict vs Qwen3 auto device-map CUDA assert." + "reason": "Tokenizer load-time AttributeError and Qwen3 auto device-mapping CUDA assert are unrelated failures." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both involve Qwen VL, but one is a broad video regression and the other is a still-image rope-index scaling bug; not the same concrete defect." + "reason": "Both involve Qwen VL/video logic, but one is a broad video-input regression across several models while the other is a still-image rope-position scaling bug; not the same concrete issue." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance/sync overhead is not the same bug as StaticCache.get_seq_length() returning the wrong type." + "reason": "Generation performance overhead from GPU syncs is unrelated to the StaticCache return-type contract bug." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch version incompatibility and loading noise are distinct issues." + "reason": "Torch version incompatibility and noisy load output are different problems." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding_window behavior are unrelated model-specific bugs." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same underlying Qwen3.5 save_pretrained regression; 45357 is a narrower follow-up about incorrect visual encoder keys." + "reason": "Same Qwen3.5 save_pretrained regression; 45357 appears to be a narrower manifestation of the same incorrect checkpoint serialization problem." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is different from still-image temporal position scaling." + "reason": "Both are Qwen2.5-VL-related, but one is a finetuning/data-loading failure with multiple images per prompt and the other is a rope-index scaling bug for still images." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Different v5 regressions: base_model_prefix loading vs non-persistent buffers being filled with junk." + "reason": "General v5 loading regression with base_model_prefix and non-persistent buffer junk are different failure modes." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer load failure for a specific model is not the same as slow convert_tokens_to_ids performance regression." + "reason": "Tokenizer load failure for est-roberta and slow convert_tokens_to_ids performance are not the same bug." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio fbank extraction issue and compiled flex_attention torch-compat issue are unrelated." + "reason": "Audio feature extraction and compiled flex_attention failures are unrelated subsystems." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Missing all_tied_weights_keys in Molmo is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Missing all_tied_weights_keys on MolmoForCausalLM is unrelated to a tokenizer load regression." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Both are multimodal dtype problems, but they affect different models and code paths; one is image preprocessor/model mismatch, the other 4-bit embedders cast." + "reason": "Both mention multimodal dtype issues, but they affect different models and different processing stages; not enough to treat as one bug." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Loading noise vs tokenizer loading failure are different symptoms and likely different fixes." + "reason": "Load-time logging noise and tokenizer loading failure are distinct issues." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is not the same as a missing supports_gradient_checkpointing flag on a remote-code variant." + "reason": "Gradient checkpointing blocked in eval mode is not the same as a missing supports_gradient_checkpointing flag on a trust_remote_code variant." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE marker handling and PEFT/local-checkpoint loading for GraniteSpeech are unrelated." + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different models and different behaviors (wrong IDs vs space-stripping round-trip)." + "reason": "Both are tokenizer regressions, but one is wrong token IDs for Granite models and the other is a leading-space round-trip issue for CodeLlama; different behavior and likely different code paths." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Transformers v5 initialization flag breakage is unrelated to Strix Halo mmap OOM behavior." + "reason": "A Transformers v5 initialization-flag regression and an mmap OOM workaround on Strix Halo are unrelated." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper model runtime failure and Float8 storage lookup error are not the same code-path problem." + "reason": "Whisper model runtime failure and missing Float8 storage support are different errors in different areas." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen VL training-related, but one is generic multi-GPU training and the other is multi-image IterableDataset finetuning; too broad to be duplicates." + "reason": "Both are Qwen VL training issues, but one is multi-GPU training and the other is iterable-dataset/multi-image prompt handling; not the same bug." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized constructor incompatibility is unrelated to missing Float8 storage type." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights and missing Float8 storage object are unrelated TypeErrors." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE marker bug and DeepSeek accuracy regression are different issues." + "reason": "Tokenizer marker handling and model accuracy regression after a version upgrade are different issues." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "High perplexity on a GPT-OSS benchmark and Whisper batch_decode special-token handling are unrelated." + "reason": "Perplexity spike on GPT-OSS is unrelated to Whisper processor.batch_decode ignoring skip_special_tokens." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and Llama4Config missing pad_token_id are different model/load bugs." + "reason": "Qwen2.5-GGUF loading failure under Transformers v5 and Llama4Config missing pad_token_id are different model/config bugs." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image dataset finetuning." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning failures." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment bug and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." + "reason": "ModelOutput key assignment logic and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to the init_empty_weights constructor regression." + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights _is_hf_initialized argument are different bugs." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime special-token post-processor updates and mdeberta add_special_tokens BOS/EOS regression are different tokenizer issues." + "reason": "Runtime post-processor updates for special tokens and mdeberta-v3 add_special_tokens BOS/EOS regression are related in broad theme but not the same concrete bug." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "CUDA assert in auto device mapping and Mistral regex patch backend_tokenizer crash are unrelated." + "reason": "Qwen3 auto device-mapping cudaErrorAssert and Mistral regex patch crashing on backend_tokenizer are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The selected canonical issue pair (45216/45357) is plausibly the same Qwen3.5 save_pretrained regression, while the other pair judgments mostly reflect clear differences in model, subsystem, or failure mode without overstating duplicate evidence." + "feedback": "Grounded overall. The summary stays conservative about heterogeneity, and the only accepted soft pair (issue:45216 vs issue:45357) is plausibly the same Qwen3.5 save_pretrained regression. No obvious overstatement in the rejected pairs." }, "evaluator_used": true, "retried": false, @@ -4104,8 +4020,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -4189,14 +4105,14 @@ "issue:40990|issue:45584", "issue:44479|issue:45823" ], - "prepared_review_unit_hash": "b12e3456d184be1a58c9d8af674026145382e8a98917815f747ed1d260ffe372", + "prepared_review_unit_hash": "0b43b10bf5e45a019809079dfe98c5fb2553be3bad4cb92458a3d3d29db4f5df", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, @@ -4211,192 +4127,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a mixed bag of unrelated issues, with a few likely duplicate subclusters around transformers v5 regressions and Qwen2.5-VL video/position-id handling. I\u2019d anchor the cluster on the clearest concrete Qwen2.5-VL bug report.", - "confidence": 0.47, - "canonical_issue_reason": "issue:45325 is the most explicit root-cause report in the set: it names the exact function, version, and failure mode, and it cleanly represents the Qwen2.5-VL position-id regression subcluster.", + "summary": "Mostly a heterogeneous set of unrelated issues, with a few plausible duplicate pairs around tokenizer regressions and Qwen2.5-VL position-id handling. No pull requests are present.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 44462 is the best anchor: it describes the broader AutoTokenizer regression, and 45812 looks like the same failure mode manifested on Granite models.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45325 is the best representative issue because it is specific, actionable, and directly describes the concrete bug path rather than a broader symptom.", + "best_issue_reason": "44462 is the clearest representative issue because it is specific, user-facing, and broad enough to subsume the matching Granite token-ID report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42175", "right": "issue:45542", - "accept": true, - "reason": "Both report an incomplete TensorFlow backend install / packaging extra problem that leaves the tf backend unavailable at runtime." + "accept": false, + "reason": "Both concern TensorFlow/backend packaging, but one is about the torch extra omitting TensorFlow and the other is a tf-backend runtime error when only tensorboard is installed; different bugs." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "These are unrelated: one is a Qwen2.5-GGUF v5 loading regression, the other is a CLIPTokenizer max-length constant issue." + "reason": "Different failure classes: Qwen2.5-GGUF loading vs CLIPTokenizer max_length handling." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and TimesFM window_size AttributeError are different models and different failure paths." + "reason": "Unrelated model families and errors; one is PaddleOCR-VL loading in vLLM, the other is a TimesFM window_size AttributeError." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key bookkeeping and non-persistent buffer initialization are separate internal bugs." + "reason": "ModelOutput key assignment and non-persistent buffer junk are different code paths and symptoms." }, { "left": "issue:44462", "right": "issue:45812", - "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and Granite token-ID regressions are both tokenizer-related but not the same underlying bug." + "accept": true, + "reason": "Same AutoTokenizer regression: ignoring tokenizer.json in the repo plausibly causes the wrong Granite token IDs reported in 45812." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Package-extras/TensorFlow backend installation is unrelated to a PaddleOCR-VL model-load failure." + "reason": "No shared bug beyond both being backend/model loading issues." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "gpu+cpu offload load failure and Qwen3 MoE training memory inefficiency are different problems." + "reason": "Different problems: dequantized model offload load failure vs MoE training memory usage." }, { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Both are docs issues, but they concern different documentation content and are not the same change." + "reason": "Both are docs-related, but they concern different documents and different failures." }, { "left": "issue:43611", "right": "issue:43646", - "accept": true, - "reason": "Both describe the same transformers v5 model-loading/custom-initialization regression affecting custom models and base_model_prefix handling." + "accept": false, + "reason": "Both are v5 breakages, but one is base_model_prefix loading and the other is custom model initialization; not enough to treat as the same bug." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both involve batching/padding symptoms, but they hit different models and different mechanisms." + "reason": "Both involve batching/padding, but the models and root causes differ." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "A non-persistent buffer serialization bug is not the same as ModelOutput key assignment when a key was previously None." + "reason": "Non-persistent buffer junk and ModelOutput key assignment are unrelated regressions." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Missing temporal attention / shared weights in Video-LLaVA is unrelated to Sam3Model text-encoder weights not loading." + "reason": "Different multimodal model bugs with no clear shared code path." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Multiple-images-per-prompt finetuning failure is a different multimodal path from the Qwen2.5-VL video position-id regression." + "reason": "Both mention Qwen2.5-VL, but one is finetuning with multiple images per prompt and the other is video position-id handling; distinct symptoms." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export compatibility with torch_compilable_check is unrelated to dtype mismatch during bfloat16 inference." + "reason": "torch.export/torch_compilable_check and bf16 dtype mismatches are different issues." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA temporal-attention/weight-sharing and Qwen3.5 save_pretrained visual-key serialization are different bugs." + "reason": "Video-LLaVA temporal-attention/image-tower bug is unrelated to Qwen3.5 visual encoder key serialization." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL temporal position-id scaling and Kosmos2.5 long-OCR index errors are different models and likely different code paths." + "reason": "Both are multimodal indexing bugs, but they affect different models and different input pipelines." }, { "left": "issue:43493", "right": "issue:43994", "accept": true, - "reason": "Both point to the same SigLIP2 correctness regression: HF outputs diverge from expected behavior and produce bad/nonsensical results for the same model family." + "reason": "Same SigLIP2 regression: HF-vs-JAX discrepancy in 43493 matches the bad AutoModel/pipeline outputs reported in 43994." }, { "left": "issue:45325", "right": "issue:45381", "accept": true, - "reason": "These are the same Qwen2.5-VL video/position-id bug in transformers 5.3.0, just described from slightly different angles." + "reason": "Both describe the same Qwen2.5-VL v5.3.0 position-id regression in the video/image rope-indexing path." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Degenerate training from flash_attention_3 is a different issue than zero-loss classification behavior with num_labels=1." + "reason": "Different classification-loss issues: flash_attention_3 training degeneration vs num_labels=1 zero-loss behavior." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Tying lm_head weights for garbage text generation and inconsistent lm_head.weight serialization are related to weights, but not the same concrete bug." + "reason": "AyaVision lm_head tying and lm_head.weight serialization are different bugs." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected _is_hf_initialized in init_empty_weights and strict Granite config rejection are different loading failures." + "reason": "init_empty_weights/_is_hf_initialized TypeError and strict config loading are separate failure modes." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3MoE FineGrainedFP8Config failure and Qwen2.5-GGUF v5 loading failure are unrelated model/quantization issues." + "reason": "Different model-specific loading/configuration problems." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is not the same code path as the Qwen2.5-VL position-id regression." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position ids." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading behavior and tokenization changing across transformers versions are separate issues." + "reason": "Quantized offloading and tokenization version changes are unrelated." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Ministral BPE-marker handling and Qwen2.5-VL vision_position_ids are unrelated tokenizer vs multimodal-position bugs." + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position ids are different bugs." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU-offload device mismatch and torch.export / torch_compilable_check are different failure modes." + "reason": "CPU-offload device mismatch and torch.export export failures are unrelated." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad AutoTokenizer error messaging for Voxtral and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "AutoTokenizer Voxtral error messaging and AppleSilicon caching_allocator_warmup TypeError are unrelated." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on gpt-oss-20b and Whisper empty-transcription failure after align_special_tokens are different issues." + "reason": "High perplexity on gpt-oss and Whisper empty-transcription failure are unrelated." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "The Qwen video-input regression and Gemma4 device-map mismatch are different model families and different bugs." + "reason": "Qwen v5.3.0 video-input regression and Gemma4 device mismatch are different model bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative about the cluster being mostly unrelated issues with a few likely duplicates. The chosen canonical issue is well supported by the evidence, and the soft-edge acceptances are plausible without overstating certainty." + "feedback": "The summary is grounded in the packet and stays appropriately cautious overall. The rejected soft-edge pairs are conservative, and the accepted pairs are at least plausible duplicates based on the issue titles, especially the Qwen2.5-VL position-id regression pair. No PR pairs are present, so there is no mergeability concern." }, "evaluator_used": true, "retried": false, @@ -4412,8 +4328,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -4500,226 +4416,226 @@ "issue:40990|issue:45701", "issue:41720|issue:42617" ], - "prepared_review_unit_hash": "505a76d8e6b3b66d53f1b282f43aca88e3975da4646749c18ac6310b191aa197", + "prepared_review_unit_hash": "1c26a14e6ad8827ac6206ab91f20fb1302f03e8cafe726385fb3760c15643c2c", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37388, - "estimated_input_tokens": 9347, - "estimated_eval_tokens": 18950 + "serialized_chars": 37382, + "estimated_input_tokens": 9346, + "estimated_eval_tokens": 18948 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issue reports spanning tokenization, multimodal loading, training, quantization/offloading, and docs. None of the soft pairs look like safe duplicates or the same concrete fix path.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43873 is the broadest open report and the closest reusable target for offloading/quantization regressions, but the overall set is too heterogeneous for a true cluster canonical.", + "summary": "The cluster is heterogeneous: the soft-similarity pairs mostly connect unrelated regressions across audio, tokenization, quantization/offload, vision, and training code paths. I would not merge any pair as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "No strong canonical issue: there is no single underlying bug shared by the set, and the issues span multiple independent subsystems.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best issue candidate only in the limited sense that it is open, broad, and reusable for offloading/quantization-related follow-ups; it still does not unify the rest of the cluster.", + "best_issue_reason": "issue:43873 is the broadest representative of the mixed set because it concerns offloading + quantization and has multiple inbound references, but it is still not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio processor chat-template sampling-rate bug vs GraniteSpeech PEFT checkpoint loading; different components and failure modes." + "reason": "Audio chat-template sampling-rate default bug vs GraniteSpeech PEFT checkpoint loading; different model families and failure modes." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE vs TimesFM window_size AttributeError; unrelated code paths." + "reason": "Different runtime errors in unrelated models: autocast dtype mismatch for Phi-tiny-MoE vs TimesFM window_size AttributeError." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "inputs_embeds/past_key_values generation regression vs Qwen3 auto device-map CUDA assert; not the same bug." + "reason": "Both are generation/runtime issues, but one is inputs_embeds/past_key_values behavior and the other is auto device mapping causing CUDA assert; not the same bug." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset issue vs progressive generation with inputs_embeds/past_key_values; unrelated." + "reason": "BarkProcessor voice preset failure is unrelated to progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 docs example errors vs Qwen2.5-VL IterableDataset multi-image finetuning; different surfaces and fixes." + "reason": "SigLIP2 doc example errors vs Qwen2.5-VL finetuning with iterable multimodal batches; different surface area and fix." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both are device-mapping failures, but on different models and likely different code paths; not mergeable as one bug." + "reason": "Both involve device_map/dispatch, but Qwen3 auto mapping CUDA assert and Gemma4 PLE forward device mismatch are different code paths and likely different causes." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/batching crash vs torch.export export failure with torch_compilable_check; unrelated." + "reason": "Tokenizer crash on NER/padding vs torch.export failing on torch_compilable_check; unrelated tokenizer vs export functionality." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Bark-small CPU offload device mismatch vs DAC.from_latents forward mismatch; different subsystems." + "reason": "CPU offload device mismatch for Bark-small is unrelated to DAC.from_latents missing STE parity." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "AyaVision lm_head tying bug vs Bamba-9B-v2 torch.compile+SDPA failure; unrelated." + "reason": "AyaVision lm_head tying bug and Bamba torch.compile+SDPA failure are different model-specific defects." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MoE weights conversion during accelerate+deepspeed vs missing supports_gradient_checkpointing flag; different problems." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed vs missing supports_gradient_checkpointing flag on Nemotron remote-code variant; not the same issue." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE marker handling vs FP8 inference on B200; unrelated." + "reason": "Tokenizer BPE-marker handling bug vs FP8 inference failure on B200; different components entirely." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Gemma4 device mismatch vs TimesFM window_size AttributeError; different models and bugs." + "reason": "Gemma4 device placement mismatch vs TimesFM window_size AttributeError; unrelated failures." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "mDeBERTa add_special_tokens regression vs broad wrong-token-id regression across models; both tokenization-related but not the same concrete defect." + "reason": "mdeberta-v3-base add_special_tokens regression is a specific tokenizer bug, while 45920 is a broader AutoTokenizer v5 ID mapping regression affecting multiple models." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI padding-mask batching bug vs OmDet-Turbo processor/model resolution mismatch; unrelated." + "reason": "MIMI batched-vs-single padding-mask inconsistency is unrelated to OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Weight tying issue vs bfloat16 dtype mismatch in inference; different code paths." + "reason": "AyaVision weight-tying bug and dtype mismatches in SwitchTransformers/TimmWrapperModel are distinct issues." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py runtime problem vs Qwen3MoE FineGrainedFP8Config failure; unrelated." + "reason": "3d_parallel.py execution problem vs Qwen3Moe failing with FineGrainedFP8Config; different scripts and failure mechanisms." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on gpt-oss-20b vs gradient-checkpointing ineffective with PEFT LoRA; unrelated." + "reason": "High perplexity on gpt-oss-20b is a model/eval issue, not the same as LoRA gradient-checkpointing ineffectiveness." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "MoonshineStreaming off-by-one mask bug vs slow convert_tokens_to_ids regression; unrelated." + "reason": "MoonshineStreaming off-by-one mask logic and slow convert_tokens_to_ids regression are unrelated performance/logic bugs." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig vs AutoModelForCausalLM.from_config text_config unwrapping; different config bugs." + "reason": "StableLmConfig missing pad_token_idx vs AutoModelForCausalLM not unwrapping text_config for composite Qwen multimodal configs; different config-layer bugs." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI padding-mask issue vs Perceiver non-default resolution interpolation failure; unrelated." + "reason": "MIMI padding-mask bug and Perceiver non-default resolution failure are separate model behaviors." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision weight tying bug vs BitNet packed-weights unpacking bug; unrelated." + "reason": "AyaVision lm_head tying issue is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading regression vs non-persistent buffers filled with junk; both loading-related but not the same concrete issue." + "reason": "FSDP CPU RAM efficient loading failure and non-persistent buffers filled with junk are both v5 regressions, but different subsystems and fixes." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Specific device_map auto load/offload failure vs broad quantization offloading issue; too broad to treat as one duplicate." + "reason": "Both touch offload/loading, but dequantized model loading with device_map=auto and generic quantization offloading problems are not the same concrete bug." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next loading segfault vs sinq save/load quantization regression; unrelated." + "reason": "Llava Next load-time segfault vs sinq quantized save/load corruption; different models and failure points." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "CustomTrainer unexpected kwarg error vs 3d_parallel.py execution failure; unrelated." + "reason": "Trainer compute_loss signature breakage is unrelated to 3d_parallel.py runtime failure." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 device-map CUDA assert vs Llava Next loading segfault; different models and failure modes." + "reason": "Qwen3 auto device mapping CUDA assert and Llava Next segmentation fault are both runtime crashes but not the same code path." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer compute_loss signature regression vs Qwen3MoE FP8 config failure; unrelated." + "reason": "Trainer API incompatibility vs Qwen3Moe FP8 loading failure; unrelated training vs inference bugs." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Qwen3 device-map CUDA assert vs Qwen3.5 flash-attention generation issue; same family name but different concrete bugs." + "reason": "Auto device mapping CUDA assert and Qwen3.5 flash-attention generation issue are distinct model/runtime paths." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "granite_speech strict-config loading bug vs est-roberta tokenizer load failure; unrelated." + "reason": "Strict config rejecting granite_speech and tokenizer loading failure for EMBEDDIA/est-roberta are different config/tokenizer regressions." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "int4 quantization OOM regression vs T5 apex RMSNorm memory leak; both memory-related, but different layers and fixes." + "reason": "Int4 quantization OOM in Transformers 5.x is unrelated to T5 using apex.FusedRMSNorm memory leak." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity on a model eval vs version-dependent tokenization change; not the same bug." + "reason": "High perplexity on one model vs version-dependent tokenization changes; too broad to be duplicates." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto device-map assert vs 3d_parallel.py runtime failure; unrelated." + "reason": "Different failures: auto device mapping CUDA assert versus a script execution issue." } ] }, @@ -4738,8 +4654,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -4821,202 +4737,202 @@ "issue:44423|issue:45406", "issue:43531|issue:43572" ], - "prepared_review_unit_hash": "739bcadce1f2f7617250563163a855d5fd5d0e2457379e8474c5f119488dcbb5", + "prepared_review_unit_hash": "b875e7e62fc3bd535132fc36a0823c11442ad2a0136984835a2e0fcf840d4f98", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35561, - "estimated_input_tokens": 8891, - "estimated_eval_tokens": 18038 + "serialized_chars": 35568, + "estimated_input_tokens": 8892, + "estimated_eval_tokens": 18040 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft edges look like true duplicates: most pairs share only a broad subsystem (trainer, tokenizer, serving, cache, offload, multimodal), but the concrete failure modes and affected code paths differ. I\u2019d keep the open quantization/offload issue as the best canonical issue candidate.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43873 is open, has multiple inbound references, and describes a concrete, reusable offloading/quantization failure pattern that is well-suited as a canonical tracker.", + "summary": "This cluster is mostly heterogeneous issue reports that only share superficial keywords (loading, tokenizer, device_map, cache, etc.). I don't see any pair that is safely the same underlying bug, so all soft edges should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 has the strongest triage signal for a canonical issue: open state, broader user impact, inbound references, and a clearly described runtime failure.", + "best_issue_reason": "Issue 43708 is the clearest, most actionable standalone bug report in the set (trainer resume/max_steps regression), but the overall cluster is too diverse to treat it as a true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Both are loading failures, but they involve different models and likely different tokenizer/model-conversion bugs." + "reason": "Both are load failures, but for different models and likely different tokenizer/config paths." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "One is a batched video processor shape bug; the other is a version-dependent tokenization change. Different code paths." + "reason": "Video batch shape bug vs tokenizer/version-dependent tokenization change; unrelated failure modes." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both concern save/load serialization, but the broken fields and model families differ (lm_head weight vs visual encoder keys)." + "reason": "Both concern serialization, but one is tied lm_head weights and the other is visual encoder keys." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Same Sam3 family, but one is about a dummy Conv2d in the pixel decoder and the other about missing text encoder weights. Distinct bugs." + "reason": "Different Sam3 components: dummy Conv2d in the pixel decoder vs missing text encoder weights." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Trainer checkpoint resume vs early stopping metric resolution are separate training-control issues." + "reason": "Trainer checkpoint resume iterator bug vs early-stopping metric lookup; distinct code paths." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization/offload failure and Strix Halo mmap OOM are different root causes and mitigations." + "reason": "Quantization/offload behavior vs Strix Halo mmap OOM; not the same bug." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash on NER/batched padding is unrelated to dtype mismatches in model inference." + "reason": "Tokenizer padding/truncation crash vs bf16 dtype mismatch in different model wrappers." }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both touch cache logic, but one is missing beam-search cache reorder and the other is a static-cache seq-length tensor arithmetic bug." + "reason": "Both touch cache logic, but one is beam-cache reorder across legacy models and the other is prefill seq-length tensor arithmetic." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "MPS histogram on Int and TimesFM window_size AttributeError are unrelated model/backend failures." + "reason": "MPS histogram op limitation vs TimesFM window_size AttributeError; unrelated." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Custom processor/tokenizer regression is different from tokenization behavior changes across versions." + "reason": "Processor/tokenizer API regression vs tokenization changes across versions; different concrete issues." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "One is a dtype-loading bug for Blip2; the other is a Trainer max_steps miscalculation on resume." + "reason": "Blip2 dtype propagation bug vs Trainer resume max_steps miscalculation; unrelated." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile+SDPA on Bamba and packed-weight unpacking in BitNet are different implementation bugs." + "reason": "torch.compile/SDPA failure vs accelerate loading of packed BitNet weights; different code paths." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "General custom model initialization breakage is not the same as inconsistent from_pretrained behavior in Python classes." + "reason": "General 5.0 custom-model init breakage vs from_pretrained behavior inside Python classes; too broad and not the same bug." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import failure and inability to run 3d_parallel.py are unrelated." + "reason": "GenerationMixin import error vs failure running 3d_parallel.py; unrelated." }, { "left": "issue:44451", "right": "issue:47020", "accept": false, - "reason": "Different tokenizer loading failures with different root causes and model/tokenizer stacks." + "reason": "Both are tokenizer-loading problems, but different tokenizers and different root causes." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crash for NER/padding is unrelated to OmDet-Turbo processor image-size mismatch." + "reason": "LayoutLMv2 tokenizer crash vs OmDet-Turbo processor image-size mismatch; not the same bug." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "SDPA/torch.compile failure on Bamba and CPU offload device mismatch are different bugs." + "reason": "Both involve inference/runtime issues, but SDPA compile failure and CPU-offload device mismatch are different problems." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "FP8 configuration failure on Qwen3Moe and dequantized-model offload failure are different loading paths." + "reason": "Quantization config failure vs dequantized model load with gpu+cpu offload; separate offload paths." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Both involve multimodal model weight handling, but one is untied lm_head weights and the other is incorrect visual encoder key serialization." + "reason": "Weight tying bug vs incorrect save_pretrained key serialization; distinct model behaviors." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Processor output size mismatch and Perceiver non-default-resolution failure are distinct vision preprocessing/model issues." + "reason": "Both are vision preprocessing issues, but one is fixed-size processor output and the other is Perceiver resolution handling." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failure are unrelated." + "reason": "TimesFM config AttributeError vs YOLO multi-GPU device-map failure; unrelated." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping metric lookup and Qwen2-VL multi-GPU training are not the same bug." + "reason": "Early stopping metric resolution vs Qwen2-VL multi-GPU training; different subsystems." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Qwen3 auto device-map cudaErrorAssert and GPT-OSS tensor-parallel failure are different distributed/inference problems." + "reason": "Auto device-map cuda assert vs tensor-parallel MoE issue; not the same concrete bug." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Serve KV-cache continuation indexing and static-cache seq-length device-tensor arithmetic are both cache-related but not the same concrete bug." + "reason": "Serve KV-continuation indexing bug vs static-cache seq-length device tensor bug; related area, different defect." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Variable name collision in Gemma3n forward and Gemma4 PLE device mismatch are unrelated runtime errors." + "reason": "Gemma3n forward variable collision vs Gemma4 PLE device mismatch; different models and root causes." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer/model loading failures for different repositories and failure modes." + "reason": "Two tokenizer/model loading failures for different models; no shared underlying bug." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both affect serving multimodal models, but one is a .to() on str bug and the other is a missing _tokenizer attribute. Different root causes." + "reason": "Both are serve/multimodal crashes, but one is a string-device conversion issue and the other is missing _tokenizer on Gemma4Processor." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated issues." + "reason": "Qwen3-MoE sliding_window bug vs StableLmConfig pad_token_idx regression; unrelated." } ] }, @@ -5035,8 +4951,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -5118,196 +5034,190 @@ "issue:34567|issue:35707", "issue:43531|issue:46821" ], - "prepared_review_unit_hash": "c3b354b3ba526c1d458be9ae2f5b250261f0d5325eaf5a32f7623c4fade6642f", + "prepared_review_unit_hash": "577c80c033ac739c704a4ef11e5f1d2be96ebf91869fdea3d80cea6b312ddcbb", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35842, - "estimated_input_tokens": 8961, - "estimated_eval_tokens": 18178 + "serialized_chars": 35839, + "estimated_input_tokens": 8960, + "estimated_eval_tokens": 18176 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs share broad vocabulary or subsystem overlap, but they describe different bugs, configs, or code paths. I do not see any true duplicate pairs, and there are no PRs in the set.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This cluster is a broad false-positive mix of unrelated Transformers issues. The soft pairs share only superficial subsystem or wording overlap, not the same underlying bug or change. No PRs are present.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out; the cluster is too heterogeneous, so collapsing it to one duplicate would be arbitrary.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No issue is a strong global representative for the same reason; the closest thematic anchor is a generation/cache bug, but it still does not cover the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "Different problems: BeitImageProcessorFast label reduction vs Molmo tied-weights missing attribute." + "reason": "Different components: BEiT image processor label reduction vs Molmo loading/tied-weights attribute error." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "Both are loading-related, but one is Qwen3Moe FP8 failure and the other is a kernels import/version requirement." + "reason": "Different bugs: Qwen3Moe FP8 config failure vs kernels import/version requirement on pipelines." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer API keyword mismatch is unrelated to Qwen3 auto device mapping cuda assert." + "reason": "Trainer loss-signature change and Qwen3 device-mapping CUDA assert are unrelated." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Both involve generation/cache behavior, but compiled chunked generation inconsistency is a different bug from static-cache seq_length device tensors." + "reason": "Both involve generation/compile/cache, but one is inconsistent chunked generation and the other is a device-tensor seq-length arithmetic bug; not the same fix." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Both are path/save/load issues, but cache-path collisions and read-only permissions are distinct failure modes." + "reason": "Cache path collision and read-only permission propagation are distinct save/load problems." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM wrong outputs and Qwen3 recurrent-state reset are different model-specific bugs." + "reason": "CamemBERT masked-LM prediction regression vs Qwen3 recurrent-state reset under cache." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Tokenizer crashes in NER/padding for LayoutLMv2 vs MLuke task AttributeError are not the same bug." + "reason": "Both are tokenizer crashes, but they affect different tokenizers with different task paths and failure modes." }, { "left": "issue:43425", "right": "issue:46821", "accept": false, - "reason": "Torch 2.10 compatibility and TimesFM window_size AttributeError are unrelated compatibility/config issues." + "reason": "Torch 2.10 compatibility and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early-stopping metric lookup and image processor void segmentation maps are different subsystems and symptoms." + "reason": "Early-stopping metric selection and void segmentation-map processing are different subsystems." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3 text config API mismatch is not the same as GPTNeoX rotary_pct persisting incorrectly." + "reason": "Gemma3TextConfig API mismatch is unrelated to GPTNeoX rotary_pct persistence on reload." }, { "left": "issue:45701", "right": "issue:47145", "accept": false, - "reason": "Tokenization version drift and FP8 weight_scale corruption are unrelated issues." + "reason": "Tokenization-version drift and FP8 weight_scale loading corruption are different classes of bugs." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 loading failure is unrelated to Llava Next segmentation faults." + "reason": "Qwen3Moe fine-grained FP8 config and Llava Next segmentation fault do not point to the same code path." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error and inputs_embeds/past_key_values generation issue do not share a concrete code path." + "reason": "MacOS bus error with CLIP loading is unrelated to progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is a different tokenizer bug than T5 add_special_tokens loading conflict." + "reason": "Both concern tokenizers, but one is slow/fast inconsistency and the other is a T5 add_special_tokens constructor conflict." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation map processing and BarkProcessor voice_preset handling are unrelated processor bugs." + "reason": "Image processor void-segmentation handling and BarkProcessor voice_preset are unrelated." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization offloading behavior and T5 apex RMSNorm memory leak are different root causes." + "reason": "Quantization/offloading behavior and an apex FusedRMSNorm memory leak are different problems." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Video-input processing error in Qwen3OmniMoe is unrelated to Qwen3VL weight_only loading failure." + "reason": "Qwen3OmniMoe video-input processing and Qwen3VL weight_only loading are separate code paths." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and composite config unwrapping in AutoModelForCausalLM are distinct bugs." + "reason": "Both are Qwen3 family issues, but sliding_window behavior and text_config unwrapping are not the same bug." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "Cache strategy typo and docs mentioning removed pipeline tasks are unrelated documentation issues." + "reason": "A cache-strategies typo and stale docs for removed pipelines are not duplicates." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba-9B-v2 and BigBirdTokenizer special-token registration are not the same bug." + "reason": "torch.compile+SDPA failure and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer corruption in v5 is unrelated to from_pretrained behavior inside Python classes." + "reason": "Non-persistent buffer corruption in v5 and from_pretrained-in-class behavior are different regressions." }, { "left": "issue:43452", "right": "issue:47020", "accept": false, - "reason": "gguf_file from_pretrained breakage and XLMRobertaTokenizer Unigram vocab type mismatch are separate loading/tokenizer issues." + "reason": "gguf_file loading breakage and XLMRobertaTokenizer Unigram argument typing are unrelated tokenizer/model-loading bugs." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and GraniteSpeech PEFT local-checkpoint loading are different failure modes." + "reason": "Qwen3 auto device-mapping CUDA assert and GraniteSpeech PEFT local-checkpoint loading are distinct issues." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch for bark-small and BitNet packed-weights unpacking are different accelerate-loading bugs." + "reason": "Both involve loading/offloading, but device mismatch on CPU offload and packed-weight unpacking are not the same underlying bug." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash local model import warning and multimodal video branch undefined variables are unrelated." + "reason": "Trailing-slash import warning and undefined video-token-count variables are unrelated." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter not updating is unrelated to progressive generation with inputs_embeds/past_key_values." - }, - { - "left": "issue:43531", - "right": "issue:46821", - "accept": false, - "reason": "Qwen3-MoE sliding-window handling and TimesFM window_size AttributeError are separate model-specific issues." + "reason": "Trainer token-count tracking and progressive generation cache handling are separate areas." } ] }, @@ -5326,8 +5236,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -5411,20 +5321,20 @@ "issue:43746|issue:43873", "issue:42886|issue:44843" ], - "prepared_review_unit_hash": "1d0fd6a86632e3b1456cbdf6ccf996b9cbc624cc8e1741847127c0ed6224a323", + "prepared_review_unit_hash": "ed1a3cec6e954b341ce4b479e4c283d1b4c4b192a280d7119258237f2503e2f2", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36648, + "serialized_chars": 36647, "estimated_input_tokens": 9162, "estimated_eval_tokens": 18580 }, @@ -5433,186 +5343,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly different bugs touching different subsystems. Only the two HF_HUB_OFFLINE tokenizer-loading reports look like the same underlying offline regression in AutoTokenizer/_patch_mistral_regex.", - "confidence": 0.93, - "canonical_issue_reason": "issue:44843 is the clearest root-cause report: it names the unconditional model_info() call in _patch_mistral_regex and the HF_HUB_OFFLINE breakage directly.", + "summary": "This cluster is mostly heterogeneous and does not look like a single duplicate set. The only strong duplicate-like match is the offline tokenizer loading regression pair (42886/44843); the rest are distinct model-, processor-, training-, or config-specific bugs.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44843 is the clearest root-cause report in the cluster for the one genuine duplicate-like theme: it explains the offline tokenizer failure and points to the unconditional model_info() call in _patch_mistral_regex.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the best representative issue because it is the most specific and actionable description of the shared offline tokenizer bug.", + "best_issue_reason": "issue:44843 is the best issue anchor because it is explicit about the failing code path, generalizes the offline-mode tokenizer regression, and cleanly subsumes issue:42886.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Different failure modes in different areas: distributed metric gathering vs a multimodal model/processor mismatch." + "reason": "Different bugs: one is gather_for_metrics dropping label elements in the last batch; the other is a SAM3 text+box prompting issue." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "Bark voice_preset and Qwen3 auto device mapping/cuda assert are unrelated bugs." + "reason": "Unrelated subsystems and failures: BarkProcessor voice_preset vs Qwen3 auto device mapping cudaErrorAssert." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor _tokenizer crash and Qwen3.5 streaming API failure do not share a concrete code path." + "reason": "Different models and code paths: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming inference failure." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to BigBirdTokenizer special-token decode behavior." + "reason": "One is Bark CPU-offload device mismatch; the other is a BigBirdTokenizer special-token registration/empty decode issue." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding_window and a Float8 storage lookup error are distinct runtime problems." + "reason": "Different root causes: Qwen3-MoE sliding_window behavior vs a Float8 storage lookup/type error." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Both involve Qwen 3.x, but one is config unwrapping and the other is CPU-offload rotary embedding behavior." + "reason": "Both are Qwen3-related, but the bugs differ: composite config unwrapping vs CPU-offload incompatibility in rotary embeddings." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Qwen3OmniMoe video-input validation and static-cache slice arithmetic on non-CUDA backends are different bugs." + "reason": "Different problems: Qwen3OmniMoe video-input validation vs static-cache slice arithmetic on non-CUDA backends." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but for different models and no clear shared root cause is shown." + "reason": "Both are model-loading failures, but the affected models and likely causes differ; not the same underlying bug." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated config issues." + "reason": "PatchTST post_init validation and Qwen3.5 num_labels propagation are unrelated issues." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Incorrect visual encoder keys on save_pretrained and SAM3 text-encoder weights not loading are separate multimodal loading bugs." + "reason": "Both involve multimodal checkpoint loading/saving, but they target different models and distinct state-dict loading problems." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer junk initialization and inconsistent from_pretrained behavior inside Python classes are not the same defect." + "reason": "Non-persistent buffer junk in Transformers 5.0 is not the same as inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "A model-loading regression for physical-intelligence/fast is unrelated to PIL backend torchvision requirements." + "reason": "Different bugs: loading physical-intelligence/fast vs PIL image processors incorrectly requiring torchvision." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are different issues." + "reason": "BeitImageProcessorFast reduce_labels truncation is unrelated to glm-4v-9b loading failure." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken constructor duplication and ScandiBERT loading failure may both involve tokenizers, but the underlying bugs are not established as the same." + "reason": "The AddedToken special-argument error is a tokenizer construction bug, but not the same as ScandiBERT loading failure." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver resize failure and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "Perceiver resolution handling and bfloat16 dtype mismatches are separate failure modes." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "num_labels propagation is a config wiring issue, while zero loss with num_labels=1 is a loss-function semantics bug." + "reason": "One is config propagation of num_labels; the other is a degenerate loss bug when num_labels=1. Related theme, but not the same bug." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient growth are unrelated training issues." + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient growth are different training/runtime problems." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 doc errors and OmDet-Turbo processor resolution mismatch are different model-specific problems." + "reason": "Documentation example/model-processor mismatch and quantization failure is not the same as OmDet-Turbo image-size mismatch." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Qwen3 device-mapping cuda assert and T5 apex RMSNorm memory leak are unrelated." + "reason": "Qwen3 CUDA assert on A800 and T5 apex RMSNorm memory leak are unrelated." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "PEFT local-checkpoint loading and sinq save/load breakage are both persistence bugs but not the same concrete code-path." + "reason": "Both involve save/load after model modification, but PEFT adapter local checkpoints and sinq quantization persistence are distinct bugs." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A warning about tie_word_embeddings and incorrect visual encoder keys address different Qwen3.5 behaviors." + "reason": "A warning about tie_word_embeddings in Qwen3.5 LoRA fine-tuning is unrelated to incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "No shared failure mechanism: checkpointing/eval-mode restriction vs apex RMSNorm memory leak." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "SmolVLM video padding logic and FA2 long-context performance regression are not the same bug." + "reason": "SmolVLM video padding bug and FA2 long-context performance regression are different issues." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "TRL SFT embedding unpacking failure and train-to-evaluate failure are distinct trainer issues." + "reason": "Both mention trainer flows, but one is an embedding unpacking failure in SFT training and the other is evaluate() failing after train()." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime special-token post-processing and DiaConfig custom-token persistence are different tokenization/config bugs." + "reason": "Runtime post-processor updates for special tokens and config persistence of custom token IDs are related but not the same bug." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "T5 RMSNorm memory leak and missing supports_gradient_checkpointing are unrelated." + "reason": "T5 RMSNorm memory leak and missing supports_gradient_checkpointing on a trust_remote_code variant are unrelated." }, { "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "Composite Qwen config unwrapping and missing gradient-checkpointing support are different code paths." + "reason": "Composite Qwen config unwrapping and missing gradient-checkpointing support do not share a concrete code-path bug." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Checkpoint loading with PEFT adapters is not the same as offloading/quantization behavior." + "reason": "PEFT checkpoint loading and quantization/offloading behavior are different code paths and failure modes." }, { "left": "issue:42886", "right": "issue:44843", "accept": true, - "reason": "Both report HF_HUB_OFFLINE failures when loading tokenizers, and 44843 names the likely shared root cause: an unconditional model_info() call in _patch_mistral_regex." + "reason": "These describe the same offline tokenizer regression: loading from cache fails when HF_HUB_OFFLINE=1, and 44843 identifies the root cause as an unconditional model_info() call in _patch_mistral_regex." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:42886 with issue:44843, is strongly supported by the titles: both describe HF_HUB_OFFLINE tokenizer-loading failures, and 44843 explicitly names the unconditional model_info() call in _patch_mistral_regex as the cause. The other pairs are reasonably rejected as distinct bugs, and the representative/canonical issue choice is justified by the more specific root-cause description in 44843." + "feedback": "The summary is grounded in the packet and the conservative pattern holds: the cluster is mostly heterogeneous, and the 42886/44843 pair is the only clearly supported duplicate-like match from the titles. The other soft-edge rejections are cautious and consistent with the packet evidence." }, "evaluator_used": true, "retried": false, @@ -5628,8 +5544,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -5713,220 +5629,220 @@ "issue:43611|issue:46665", "issue:30064|issue:36331" ], - "prepared_review_unit_hash": "827011fee78503d8ea4f4b385bf64bbfd604e379c4f95ee3f52684e755b6c607", + "prepared_review_unit_hash": "b167f766cff7736623ee5a38c1568672a1959a2b3091b2c77cdf74472a773af2", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36417, - "estimated_input_tokens": 9105, - "estimated_eval_tokens": 18466 + "serialized_chars": 36421, + "estimated_input_tokens": 9106, + "estimated_eval_tokens": 18468 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated HF bug reports. Only one soft edge looks like a true duplicate: the Qwen2_5_VLProcessor batched-input padding=False crash (44514/44545).", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue fits the whole set; issue 44514 is the best anchor only because it is the earliest, clearest report of the one confirmed duplicate pair.", + "summary": "This cluster is mostly a set of unrelated HF issues that only superficially overlap by model family or error type. The only clear duplicate is the two Qwen2_5_VLProcessor apply_chat_template crashes with padding=False.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44514 is the clearest canonical issue: it describes the exact batched-input padding=False crash, and issue:44545 is an obvious duplicate with nearly identical title/body.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44514 is the best representative for triage because it exactly matches 44545 and describes the concrete failure most clearly.", + "best_issue_reason": "issue:44514 is the best representative because it is the earlier report of the exact failure mode and matches the duplicate pair most precisely.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False; clearly the same bug." + "reason": "Same underlying bug: identical Qwen2_5_VLProcessor.apply_chat_template crash on batched input when padding=False." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Different components and failures: image segmentation map processing vs GenerationMixin import error." + "reason": "Different subsystems and failures: image processor segmentation maps vs GenerationMixin import error." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Both involve SigLIP2, but one is a docs example error and the other is an implementation discrepancy; not the same bug." + "reason": "Both concern SigLIP2, but one is a docs/example mismatch and quantization failure; the other is an implementation discrepancy vs JAX." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both touch tokenizer special-token handling, but the concrete failures differ (runtime post-processor update vs mask token decode output)." + "reason": "Different tokenizer bugs: runtime special-token updates vs BigBirdTokenizer mask token decode/registration." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and different failure modes; no shared concrete bug." + "reason": "Both are model-quality regressions, but they affect different models and different failure modes." }, { "left": "issue:44464", "right": "issue:47050", "accept": false, - "reason": "Unrelated code paths: compiled generation inconsistency vs ONNX fp16 attention dtype mismatch." + "reason": "Unrelated issues: compiled chunked generation inconsistency vs ONNX fp16 dtype mismatch in attention." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen vision-language issues, but the errors concern different models and different inputs." + "reason": "Different Qwen3 VL issues: weight_only load error vs wrong video vision_position_ids." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Different subsystems: cache/use_cache correctness vs T5 decoder input validation message." + "reason": "Different code paths: Mamba2Mixer cache correctness vs T5 decoder-input validation error message." }, { "left": "issue:44857", "right": "issue:47050", "accept": false, - "reason": "Different export/runtime problems in different models; not the same underlying bug." + "reason": "Different models and bugs: LwDetr float16 AMP crash vs CanineModel ONNX export dtype mismatch." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both mention tokenizer regex fixes, but one is a crash in _patch_mistral_regex and the other is a Kimi regression with codec handling; too different to merge." + "reason": "Both involve tokenizer regex handling, but one is a backend_tokenizer AttributeError and the other is a Kimi-K2.5 regression with codec handling/warning behavior." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Shared tokenizer area only broadly; one is special-token propagation, the other is LayoutLMv2 NER/padding crashes." + "reason": "Both are tokenizer-related, but the first is about post-processor updates and the second about LayoutLMv2 NER padding/truncation crashes." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression vs unrelated Hub API argument forwarding bug." + "reason": "Tokenizer regression vs repo file listing API forwarding; no shared underlying bug." }, { "left": "issue:44995", "right": "issue:46858", "accept": false, - "reason": "Both mention cache, but they affect different cache mechanisms and different failure points." + "reason": "Both mention cache/indexing, but one is GlmMoeDsa stale indexer cache and the other is StaticCache sequence length/device-tensor behavior." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 doc/model issue is unrelated to offloading with quantization." + "reason": "SigLIP2 docs/example issue vs generic offloading-with-quantization problem; not the same bug." }, { "left": "issue:39692", "right": "issue:47050", "accept": false, - "reason": "Different model families and unrelated bugs." + "reason": "Different model families and failure modes; no shared concrete code path." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different problems: packed-weight loading vs DAC from_latents / STE mismatch." + "reason": "Different architectures and bugs: BitNet packed weights loading vs DAC latent reconstruction/STE mismatch." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Both are multimodal processor issues, but one is a processor/tokenizer regression and the other is an OCR length index error." + "reason": "Both are regression-style issues, but one is processor/tokenizer API breakage and the other is a long OCR input index error." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token decoding bug vs BitNet packed-weight loading bug; unrelated." + "reason": "Different tokenizer CI bug vs BitNet loading bug; only broad loading/tokenization overlap." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "Different model heads and different forward-path errors." + "reason": "Both are output-shape/type issues in vision models, but they affect different models and code paths." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba vs DiaConfig save/load token ID loss; unrelated." + "reason": "Different failure modes: Bamba torch.compile/SDPA crash vs DiaConfig losing custom token IDs on save/load." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Different models and different failure types." + "reason": "No shared bug: torch.compile/SDPA failure vs MLukeTokenizer AttributeError." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "BertModel zero3 init IndexError vs audio feature extraction issue; no concrete overlap." + "reason": "Different bugs and model areas: ZeRO-3/BertModel init failure vs audio feature extraction helper issue." }, { "left": "issue:44625", "right": "issue:47050", "accept": false, - "reason": "Qwen3.5 config propagation bug vs unrelated ONNX dtype mismatch." + "reason": "Qwen3.5 config propagation bug vs CanineModel fp16 ONNX export dtype mismatch." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both are Qwen video-input bugs, but they concern different models and different validation paths." + "reason": "Both involve video input in Qwen-family models, but the symptoms and implicated APIs differ; not clearly the same bug." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "sliding_window MoE bug vs AutoConfig trust_remote_code missing fields; unrelated." + "reason": "Different issues: sliding_window behavior in Qwen3-MoE vs trust_remote_code missing fields in AutoConfig.from_pretrained." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "Generic tokenizer constructor error vs a specific model load failure; not enough evidence of the same bug." + "reason": "Different tokenizer problems: AddedToken special-arg conflict vs a model load failure for cjvt/sleng-bert." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Qwen2.5-VL video position IDs bug vs FA2 long-context performance regression; different issues." + "reason": "Qwen2.5-VL video position IDs bug vs FA2 long-context performance regression; different concerns." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "StaticCache return-type bug vs VideoPrism output field mismatch; unrelated." + "reason": "StaticCache return type bug vs VideoPrism hidden_states/output packaging bug." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Both involve loading/from_pretrained behavior, but the concrete regressions are different." + "reason": "Both are loading-related, but base_model_prefix loading regression is distinct from from_pretrained behavior inside Python classes." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image processor void-segmentation failure vs trainer loss-signature TypeError; unrelated." + "reason": "Image segmentation-map processing bug vs CustomTrainer compute_loss signature mismatch." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, 44514/44545, is well supported by the near-identical titles and matching failure description. The remaining pairwise rejections do not overclaim duplicate evidence based on the packet." + "feedback": "The cluster summary is well grounded in the packet. The only accepted edge, issue:44514 \u2194 issue:44545, is strongly supported by the near-identical titles and matching failure mode, with 44514 correctly chosen as the earlier report. The remaining soft edges are phrased conservatively and do not overclaim duplication." }, "evaluator_used": true, "retried": false, @@ -5942,8 +5858,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -6025,20 +5941,20 @@ "issue:43421|issue:44811", "issue:43550|issue:45072" ], - "prepared_review_unit_hash": "4e2fab4e7a26243af86f6b42956c8bbdf767b09ca9b5942810c4f4e1f50b5ac3", + "prepared_review_unit_hash": "3b48b67e3fb4104e8b52d1ad8d3411f5f73f195f63457368e7da8a385585f138", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35696, + "serialized_chars": 35695, "estimated_input_tokens": 8924, "estimated_eval_tokens": 18104 }, @@ -6047,180 +5963,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft pairs look like false positives: they span different models, APIs, and failure modes, and none appear to be the same concrete bug or change.", - "confidence": 0.98, - "canonical_issue_reason": "Issue #45020 is the broadest, most umbrella-like report in this set (remote_code regressions across recent transformers versions), so it is the best anchor if one issue must represent the cluster.", + "summary": "This set is mostly a grab-bag of unrelated Transformers bug reports. The soft pairs share broad keywords (tokenizer, config, remote_code, v5 regressions, loading) but not the same concrete failure mode or code path, so none should be merged as duplicates. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "If a single issue must represent the cluster, #45020 is the broadest umbrella because it captures the general theme of v5/remote_code breakage; however, the items are not truly one duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45020 is the most generally scoped and well-framed regression among mostly narrow, model-specific reports; it is the strongest issue candidate to keep as the representative.", + "best_issue_reason": "#45020 is the most broadly representative issue in the set and has the clearest high-level summary of a recurring regression class, even though most other items are not duplicates of it.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Different failures: Qwen3 auto device mapping CUDA assert vs tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Different models and failures: Qwen3 device-mapping CUDA assert vs tokenizer loading for est-roberta." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Unrelated code paths: audio fbank extraction vs add-new-model-like/tokenizer mapping logic." + "reason": "Unrelated code paths: feature extraction helper bug vs tokenizer mapping-name generation failure." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash vs Perceiver image-classification resolution handling." + "reason": "Different subsystems and symptoms: LayoutLMv2 tokenization/NER crash vs Perceiver image-size interpolation failure." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug vs DAC.from_latents/forward mismatch; different subsystems." + "reason": "Tokenizer special-token registration issue vs DAC latent reconstruction mismatch; not the same bug." }, { "left": "issue:44488", "right": "issue:47020", "accept": false, - "reason": "Both are tokenizer-loading problems, but one is a specific model load failure and the other is a Unigram constructor type mismatch; not the same bug." + "reason": "Both are tokenizer-load issues, but for different models and different root causes; not mergeable as one fix." }, { "left": "issue:45987", "right": "issue:46932", "accept": false, - "reason": "StaticCache seq-length return type bug vs Gemma4 quantized embedder dtype casting; unrelated." + "reason": "Cache sequence-length return-type bug is unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 vs DAC latent reconstruction mismatch; different models and paths." + "reason": "Different areas entirely: Bamba torch.compile/SDPA failure vs DAC.from_latents mismatch." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs Smollm3 RoPE-layer count issue; not the same defect." + "reason": "Separate model/config bugs: sparse-layer creation vs RoPE layer dropping." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "Missing CLIPOutput attentions assignment vs RTDetrV2 output drift in v5; different regressions." + "reason": "CLIP output field regression vs RTDetrV2 output difference; no shared code-path problem." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "AutoConfig trust_remote_code missing fields vs strict config blocking granite_speech loading; both config-related but distinct failures." + "reason": "Both concern config loading, but one is trust_remote_code field loss and the other is strict config rejection for granite_speech." }, { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "Gemma3n variable-name collision in forward vs cache.get_seq_length device-tensor issue; unrelated bugs." + "reason": "Gemma3n variable-name collision is unrelated to cache.get_seq_length() returning a device tensor." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading vs template-node compilation error; different APIs." + "reason": "AutoImageProcessor-from-URL loading and a template compilation TypeError are unrelated." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset bug vs GenerationMixin import error; not the same issue." + "reason": "BarkProcessor voice_preset handling is unrelated to the GenerationMixin import error." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "One is an offline-breaking model_info call, the other an AttributeError in _patch_mistral_regex; same helper, different concrete bugs." + "reason": "Both hit _patch_mistral_regex, but one is offline hub access and the other is a backend_tokenizer attribute crash; different fixes." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 doc example errors vs Kosmos2.5 long-OCR index error; unrelated models and contexts." + "reason": "SigLIP2 docs/example problems and Kosmos2.5 long-input index errors are unrelated." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError vs Gemma3n audio mask AttributeError; different multimodal paths." + "reason": "Different multimodal models and different failures: Qwen3OmniMoe video processing vs Gemma3n audio mask attribute collision." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Tokenizer crash for LayoutLMv2 NER/padding vs AutoTokenizer failing on FastSpeech2ConformerTokenizer; different tokenizer bugs." + "reason": "Tokenizer crash on NER/padding is not the same as AutoTokenizer failing to load a specific tokenizer class." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Pegasus v4/v5 output drift vs CamemBERT masked-LM prediction regression; different model-specific changes." + "reason": "Both are v5 regressions, but the model behavior and underlying code paths are distinct." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation failure vs Kosmos2.5 OCR index error; unrelated model behaviors." + "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 OCR length/index handling." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation XOR error messaging vs degenerate zero loss in sequence classification; different logic." + "reason": "Validation error messaging bug vs degenerate zero-loss classification behavior; different underlying problems." }, { "left": "issue:44991", "right": "issue:47020", "accept": false, - "reason": "Both tokenizer-loading regressions, but they involve different tokenizer classes and failure mechanisms; not the same concrete bug." + "reason": "Different tokenizer implementations and failure modes; not the same loading bug." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava Next segmentation fault vs MPS histogram-not-implemented error in moe code; unrelated." + "reason": "Llava Next loading segfault and MPS histogram dtype error are unrelated." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer initialization junk vs FSDP CPU RAM efficient loading; different symptoms and code paths." + "reason": "Both involve loading/runtime stability, but the non-persistent buffer junk issue is not the same as FSDP CPU RAM efficient loading." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer load failure for one model vs kernels import/version requirement during pipelines import; unrelated." + "reason": "One is a tokenizer load failure for a model repo; the other is a pipelines import break caused by kernels dependency metadata." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU-offload device mismatch in bark-small vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel; different bugs." + "reason": "Different model families and different device/dtype problems; not one concrete bug." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "trust_remote_code breakage from removing is_torch_fx_available vs broader remote_code regressions; related area but not the same concrete code-path problem." + "reason": "Both mention remote_code regressions, but the specific breakage and code path differ; too broad to treat as duplicates." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Runtime special-token/post-processor update bug vs Whisper batch_decode skip_special_tokens handling; different layers and fixes." + "reason": "Special-token runtime updates and Whisper batch_decode skip_special_tokens behavior are separate tokenizer/processor issues." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "torch.compile + SDPA failure vs bf16 dtype mismatch; different model/back-end regressions." + "reason": "Bamba SDPA torch.compile failure and bfloat16 dtype mismatches are different bugs despite both being model/runtime issues." } ] }, @@ -6239,8 +6155,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -6322,206 +6238,203 @@ "issue:43782|issue:45325", "issue:43582|issue:44857" ], - "prepared_review_unit_hash": "8629f61903064f499c168b13520c06e590a04c646a4783be80a03455f0c0487e", + "prepared_review_unit_hash": "fcc3f3c1e3d8a4e6d74bc8bab5a9129fa30a5c1bf9ea6de7149f1a13b7ae24ac", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36359, - "estimated_input_tokens": 9090, - "estimated_eval_tokens": 18436 + "serialized_chars": 36362, + "estimated_input_tokens": 9091, + "estimated_eval_tokens": 18438 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are unrelated and should be kept separate. The only strong duplicate-looking pair is the tokenizer spacing/inconsistency reports (#28218 and #29159).", - "confidence": 0.88, - "canonical_issue_reason": "#28218 is the clearest, most specific report of the shared tokenizer-added-token spacing bug and is open, making it the best canonical issue for that duplicate set.", + "summary": "The cluster is highly heterogeneous: most soft links are topical similarities, not true duplicates. I would not merge any of the proposed pairs.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical duplicate stands out because the cluster mixes unrelated bugs; if forced to anchor the set, #43749 is the strongest representative by discussion/inbound refs, but it does not represent the rest.", "canonical_pr_reason": null, - "best_issue_reason": "#28218 is the most actionable issue in the only true duplicate pair: it states the concrete symptom directly and can anchor the cluster cleanly.", + "best_issue_reason": "#43749 (\"FSDP_CPU_RAM_EFFICIENT_LOADING broken\") is the best single issue to anchor on because it has the most activity and a concrete bug report, even though it is not a duplicate hub for this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Both are vision/model-loading problems, but one is a dtype-loading mismatch in BLIP2 and the other is a Video-LLaVA architecture issue; not the same bug." + "reason": "Both are multimodal-model bugs, but one is a Blip2 dtype-loading issue and the other is a Video-LLaVA architecture/weight-sharing issue; different code paths." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Different models and failure modes: a Qwen video regression versus a Kosmos2.5 OCR index error." + "reason": "Both involve video/multimodal input regressions, but they affect different models and symptoms; not the same underlying bug." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon allocator TypeError is unrelated to from_config leaving config.dtype stale." + "reason": "Apple Silicon allocator TypeError and stale `config.dtype` on `from_config()` are unrelated initialization bugs." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "A weight_only loading error and a flash-attention generation bug are different code paths and symptoms." + "reason": "One is a `from_pretrained(..., weight_only=True)` loading failure, the other is a flash-attention generation problem; different failure modes." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask-shape IndexError is not the same as trainer.evaluate() failing after training." + "reason": "Both are training/evaluation errors, but one is a tensor-mask shape mismatch and the other is an `evaluate()` after `train()` regression." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "One is a wrong error message about pipeline support; the other is a model producing bad outputs via pipeline, which is a different defect." + "reason": "The first is an error-message/docs issue about removed translation pipelines; the second is a model inference quality bug." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Metric gathering truncation and Mamba2 cache corruption are unrelated training/inference bugs." + "reason": "Metrics gathering dropping tuple labels and Mamba2 cache corruption are separate training/runtime bugs." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Video feature/token mismatch for Qwen and T5 decoder-input validation messaging are unrelated." + "reason": "Qwen3.5-VL video-template mismatch and T5 decoder-input validation messaging are unrelated issues." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Both mention dtype/attribute issues, but they affect different models and different forward paths." + "reason": "Both are multimodal dtype/forward bugs, but they affect different models and different internal components." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Qwen3-VL weight-shape loading mismatch and Qwen3.5 TP-plan omissions are distinct loading/model-parallel issues." + "reason": "Both mention shape/oom problems, but one is a Qwen3-VL weight-shape loading error and the other is a tensor-parallel plan omission." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Different Qwen video bugs on different model families and different tensors/position-id logic." + "reason": "Both are Qwen video-input regressions, but they concern different model families and different position/token handling paths." }, { "left": "issue:28218", "right": "issue:29159", - "accept": true, - "reason": "Both describe the same tokenizer behavior regression around added tokens/slow-vs-fast inconsistency producing an extra space." + "accept": false, + "reason": "These are both tokenizer-related, but one is about an extra space after an added token and the other is a broader slow/fast tokenizer inconsistency; not enough evidence they are the same bug." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor image-size mismatch and dtype mismatches in bf16 inference are unrelated." + "reason": "Image-size mismatch in OmDet-Turbo and dtype mismatch in SwitchTransformers/TimmWrapperModel are unrelated." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "These are both loading-related, but one is FSDP CPU RAM-efficient loading and the other is init_empty_weights argument handling." + "reason": "Both are model-loading bugs, but one is broken FSDP CPU RAM-efficient loading and the other is an unexpected internal argument with `init_empty_weights()`." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is a different problem from bf16 dtype mismatches." + "reason": "BitNet packed-weight loading and bfloat16 dtype mismatches are different problems in different code paths." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Jupyter custom-model initialization and from_pretrained inside Python classes are not the same concrete bug." + "reason": "Jupyter custom-model initialization breakage and `from_pretrained` behavior inside Python classes are related only broadly, not the same defect." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Both are about v5 pipeline removal, but one is runtime error messaging and the other is documentation lag; not the same underlying defect." + "reason": "One is a runtime error-message regression, the other is stale documentation after pipeline removal; different artifacts and fixes." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Bark voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated." + "reason": "BarkProcessor voice preset and CustomTrainer loss signature are completely unrelated." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Backend packaging for TensorFlow and Mistral regex patching are unrelated." + "reason": "Packaging/backends installation and a tokenizer regex patch crash are separate issues." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Both involve loading/precision issues, but one is BLIP2 dtype mismatch and the other is an Apple Silicon allocator TypeError." + "reason": "BLIP2 dtype loading and Apple Silicon allocator warmup are unrelated." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and generic tokenization changes are too broad to treat as the same bug." + "reason": "CamemBERT masked-LM regression and a generic tokenization-version change are too broad to treat as the same bug." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to CLIP model structure differences." + "reason": "Unsafe `sys.modules` access and CLIP structure inconsistency are different modeling-utils/API-shape issues." }, { "left": "issue:46175", "right": "issue:46932", "accept": false, - "reason": "A huge one-hot allocation issue and quantized embedder dtype casting are different Gemma4 bugs." + "reason": "Gemma4 one-hot position-embedding memory blowup and quantized embedder dtype casting are distinct bugs." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Chat-template sampling-rate defaulting and DAC latent/forward mismatch are unrelated audio bugs." + "reason": "Audio chat-template sample-rate defaulting and DAC latent reconstruction mismatch are unrelated audio bugs." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Over-padding divisible images and wrong patch counts for odd multiples are similar in theme but not the same defect." + "reason": "Over-padding in Swin2SR and Aria patch-count miscalculation are both image-shape issues, but not the same code path." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL rope-index scaling are different model-specific issues." + "reason": "Qwen3VL loading failure and Qwen2.5-VL rope-index scaling bug are different failures." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Allocator warmup TypeError and LwDetr float16 AMP crash are unrelated runtime failures." + "reason": "Apple Silicon TypeError in allocator warmup and CUDA float16 AMP crash in LwDetrImageLoss are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary stays grounded in the packet and the soft-edge calls are appropriately conservative. The only accepted pair, #28218/#29159, is plausibly the same tokenizer regression from the titles alone, while the rest are reasonably rejected as different bugs or different code paths. No PR-pair mergeability issue applies here." - }, - "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 }, @@ -6533,8 +6446,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -6617,211 +6530,208 @@ "issue:43262|issue:44811", "issue:39692|issue:44912" ], - "prepared_review_unit_hash": "fa3570422ebf3a1e2887da9d472a27036e0933397ed0a60815cb283d4f2cd3b0", + "prepared_review_unit_hash": "ae4373ef7525d063a91d055ce0264fbce385aad16d55866ecab03f04fa143d81", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36560, - "estimated_input_tokens": 9140, - "estimated_eval_tokens": 18536 + "serialized_chars": 36553, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated closed issues spanning loading/import regressions, tokenizer/processor bugs, training failures, quantization, and model-specific correctness problems. No soft edges should be accepted here; the Qwen3 tied-weights pair is only superficially related and differs in model/version and failure mode.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45020 is the broadest umbrella in the set (recent-version / remote_code loading regressions) and is the most useful cluster anchor, though most other items are still distinct bugs.", + "summary": "The cluster is highly heterogeneous; the soft links are mostly broad topical similarities rather than true duplicates. No convincing duplicate issue/PR canonical emerges from these items.", + "confidence": 0.21, + "canonical_issue_reason": "If forced to pick a representative, issue 45020 is the broadest umbrella report among the loading/remote-code regression items.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best representative issue because it is the most general and central to the loading/config-regression subset of this cluster.", + "best_issue_reason": "Issue 45020 is the least specific and most cluster-like representative, but the set is still too diverse to treat as one duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Different problems: BigBirdTokenizer special-token decoding vs MXFP4 quantization fallback." + "reason": "Different bugs: BigBirdTokenizer special-token decode regression vs MXFP4 quantization fallback/load behavior." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Unrelated subsystems: float8 storage lookup vs PIL image processor torchvision dependency." + "reason": "Unrelated failures: missing Float8 storage type vs PIL image processors incorrectly requiring torchvision." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Both involve loading regressions, but one is a model-specific KeyError and the other is a broad remote_code breakage report." + "reason": "Specific MobileLLM loading key error vs a broad remote_code regression; same area, not the same bug." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both involve mistral_common, but the concrete failures differ: missing ReasoningEffort import vs continue_final_message behavior." + "reason": "Both involve mistral_common, but one is an import failure and the other is a chat-template/continue_final_message bug." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Different code paths: torch.compile/SDPA attention bug vs quantization loading fallback." + "reason": "torch.compile + SDPA on Bamba is unrelated to the MXFP4 quantization fallback issue." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Import path regression vs custom-model initialization breakage in notebooks; not the same bug." + "reason": "GenerationMixin import error and Jupyter custom-model initialization breakage are different code paths." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "GenerationMixin import failure is unrelated to CustomTrainer.compute_loss signature breakage." + "reason": "ImportError for GenerationMixin is unrelated to the custom trainer kwarg incompatibility." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE loading/deepspeed issue is unrelated to multimodal token counting video-branch bug." + "reason": "Qwen3 MoE weight-conversion/loading issue is not the same as the multimodal token-counting video-branch bug." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "Different model/problem: isolated reproduction of an old issue vs FP8 inference failure on B200." + "reason": "An isolated reproduction of an older issue is not the same as the FP8/B200 inference failure." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision requirement." + "reason": "Sliding-window handling in Qwen3-MoE is unrelated to the torchvision dependency regression in PIL processors." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Different models and failures: BEiT label reduction vs RTDetrV2 output drift in v5." + "reason": "BEiT reduce_labels behavior and RTDetrV2 output divergence are different processor/model bugs." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Tokenizer/model loading failures, but one is gguf_file handling and the other is a specific tokenizer compatibility regression." + "reason": "gguf_file handling for Auto* loaders is not the same as a specific tokenizer-loading regression." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Packaging backend omission is unrelated to kernels v0.15 import-time requirements." + "reason": "Backend extras missing TensorFlow and kernels import requirements are unrelated dependency issues." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Zero3/non-pretrained Bert index error is not the same as evaluate() failing after train()." + "reason": "Zero3 index error during Bert training is not the same as trainer.evaluate() failing after train()." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Different model internals: DAC latent/STE mismatch vs DiaConfig save/load custom token IDs." + "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token-ID loss are unrelated." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Both are tokenizer/processor loading errors, but they affect different classes and different failure points." + "reason": "Both raise AttributeError, but one is Mistral regex patching and the other is Gemma4Processor tokenizer initialization." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Related only at a high level: Qwen3-Next tied-weights warning vs Qwen3.5 LoRA warning about tie_word_embeddings=False; different models and concrete failure modes." + "reason": "Both mention Qwen3 tied-weight warnings, but the underlying problems and APIs differ." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Undefined video-patch helpers in multimodal token counting is unrelated to removed config references in auto_mappings.py." + "reason": "Undefined video token helper variables and a removed auto-mapping reference are not the same bug." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation error vs tokenizer max_length bug; different behavior and code paths." + "reason": "Template compilation error and CLIPTokenizer max-length constant are unrelated." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Different models and failures: BEiT label reduction vs MPS attention correctness issue." + "reason": "Image label reduction bug vs MPS attention correctness issue; no shared code path." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash local path warning is unrelated to Qwen3 MoE weight conversion under accelerate/deepspeed." + "reason": "Trailing-slash local-path warning is unrelated to Qwen3 MoE loading/conversion." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT local checkpoint loading vs Whisper batch_decode skip_special_tokens; different components." + "reason": "PEFT local-checkpoint loading and Whisper batch_decode skip_special_tokens are different subsystems and failures." }, { "left": "issue:45859", "right": "issue:47050", "accept": false, - "reason": "CPU offload incompatibility in Qwen3 MoE rotary embedding is unrelated to Canine fp16 ONNX export dtype mismatch." + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to Canine ONNX dtype mismatch." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different model-specific regressions: GLM-4.7-Flash loading vs Qwen3.5 flash-attention generation." + "reason": "GLM-4.7-Flash loading/unit-test problems and Qwen3.5 flash-attention generation bugs are distinct." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both are config-related, but one is trust_remote_code field loss and the other is composite multimodal config unwrapping." + "reason": "Both are config-loading regressions, but one is missing fields from trust_remote_code and the other is text_config unwrapping in from_config." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 zero-probability behavior is unrelated to OmDet-Turbo processor image-size mismatch." + "reason": "SigLIP2 zero-probability output and OmDet processor size mismatch are different model/processor issues." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio sampling-rate defaulting is unrelated to Whisper batch_decode token skipping." + "reason": "Audio apply_chat_template sampling-rate defaulting and Whisper batch_decode skip_special_tokens are unrelated." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Documentation/model-processor mismatch plus quantization failure is not the same as a separate MXFP4 loading fallback bug." + "reason": "SigLIP2 documentation/example errors are not the same as MXFP4 quantization fallback behavior." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The overall summary is cautious enough, but one soft-edge verdict is too strong: accepting issue:44060 \u2194 issue:44368 is not well-grounded from the packet alone. Their titles suggest related themes around tied-weights warnings, but they appear to describe different models and different failure modes, so treating them as the same bugfix overstates the evidence. Please downgrade that pair to conservative false unless you have stronger linkage." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -6834,8 +6744,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -6891,8 +6801,8 @@ "issue:43257|issue:43696", "issue:43329|issue:43450", "issue:43329|issue:44479", - "issue:42915|issue:43742", "issue:43257|issue:43931", + "issue:42915|issue:43742", "issue:44387|issue:44617", "issue:44912|issue:47145", "issue:44291|issue:45042", @@ -6916,202 +6826,202 @@ "issue:42175|issue:43824", "issue:43697|issue:45357" ], - "prepared_review_unit_hash": "390c0c088f0a8e7c6a663647c03409c4f13d615264141f5b4410a9c54e56588c", + "prepared_review_unit_hash": "4aacf4b0b9dfbc3f574485766b05d0418559a4059b07b757198d1416a8bd4256", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35248, - "estimated_input_tokens": 8812, - "estimated_eval_tokens": 17880 + "serialized_chars": 35241, + "estimated_input_tokens": 8811, + "estimated_eval_tokens": 17878 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated one-off bugs; the soft links are mostly superficial. The only plausible duplicate family is the Qwen video-input regression around multimodal token handling.", - "confidence": 0.76, - "canonical_issue_reason": "Issue 43329 is the clearest root-cause report in the only plausible duplicate family here: the Qwen video-path multimodal token counting bug.", + "summary": "The set is mostly heterogeneous, with no single cluster-wide duplicate. The only plausible duplicate pair is the video-input regression in the Qwen/VL multimodal path.", + "confidence": 0.87, + "canonical_issue_reason": "issue:44479 is the broadest and most user-facing report in the only coherent subgroup: it describes the video-input regression across multiple Qwen VL variants, while issue:43329 points to the likely lower-level helper bug behind it.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the strongest standalone issue: it clearly states a regression, lists the affected model families, and describes a user-visible failure mode.", + "best_issue_reason": "issue:44479 is the best representative issue overall because it captures the shared video-regression symptom across several models and versions, rather than a narrower internal failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Both are model-loading failures, but one is Qwen3 MoE weight conversion and the other is GPT-oss OOM; different code paths and fixes." + "reason": "Different failures: Qwen3 MoE weight conversion/loading vs GPT-oss OOM." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both mention video inputs, but one is a missing/undefined helper issue in token counting while the other is a batched-shape bug in video processors." + "reason": "Both involve video/multimodal processing, but one is an undefined-variable bug in token counting and the other is a batched-shape bug in video processors; not the same concrete bug." }, { "left": "issue:43329", "right": "issue:44479", "accept": true, - "reason": "Both point to the same Qwen video-input regression path; 43329 names the broken video token-counting code, and 44479 reports the resulting regression across Qwen VL variants." + "reason": "Strong overlap on the video-input multimodal regression path; 43329 names the likely helper defect, and 44479 reports the broader v5.3.0 regression across the same Qwen VL family." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "Different failures: FineGrainedFP8Config on Qwen3Moe vs a key error loading MobileLLM-125M." + "reason": "Different Qwen-related loading problems: MoE weight conversion vs a shape-mismatch load error." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "Both are loading issues, but one is accelerate/deepspeed MoE conversion and the other is a shape mismatch for a different Qwen3-VL model." + "reason": "Distinct model-loading failures with different symptoms and likely different code paths." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "One is an int4 CUDA memory regression, the other is a separate SAM3 video OOM; same symptom, different bug." + "reason": "Both mention OOM, but one is int4 quantization memory growth and the other is a video model running out of memory; not the same bug." }, { "left": "issue:44912", "right": "issue:47145", "accept": false, - "reason": "Different quantization failures: MXFP4 fallback behavior versus FP8 frozen checkpoint weight_scale not being applied." + "reason": "Both are quantization/loading bugs, but one falls back to bf16 for MXFP4 while the other ignores FP8 weight scales; different failure modes." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Init-empty-weights argument handling and PIL backend torchvision requirements are unrelated." + "reason": "Unrelated issues: init_empty_weights signature/type error vs image processors incorrectly requiring torchvision." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer state token counting and GPT-oss perplexity are unrelated bugs." + "reason": "Trainer token-count accounting vs a perplexity regression on gpt-oss; unrelated." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3Moe FP8 config failure and AutoImageProcessor-from-URL loading are unrelated." + "reason": "Different areas: Qwen3 MoE FP8 loading vs AutoImageProcessor URL loading." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and TrainerState token accounting are different subsystems and failure modes." + "reason": "Tokenizer inconsistency vs TrainerState token-count update bug; different subsystems." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both hide errors, but one is protobuf decode handling in tokenizers and the other is a bare-except in Fuyu tensor conversion." + "reason": "Both are error-handling issues, but they affect different code paths and are not the same underlying bug." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both involve cache behavior, but one is lazy init causing recompilation and the other is max_cache_length being honored only for quantized cache." + "reason": "Both are cache-related, but one is lazy-init recompilation and the other is max_cache_length handling; not duplicates." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "A generic data request is not the same as an isolated reproduction of an existing issue." + "reason": "Placeholder/data request vs isolated reproduction of a separate issue." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Llama4Config pad_token_id and pipelines import/kernel version requirements are unrelated." + "reason": "Llama4 config attribute error vs pipeline import failure due to kernels version/revision requirements." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "ImportError for missing PyTorch and Bart generate() decoder_attention_mask assignment are different bugs." + "reason": "ImportError for missing PyTorch vs Bart generate() UnboundLocalError; unrelated." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both mention OOM, but one is FSDP CPU RAM efficient loading and the other is mmap on Strix Halo." + "reason": "Different memory/loading problems with no shared concrete code path." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Loading physical-intelligence/fast and CLIPTokenizer model_max_length are unrelated." + "reason": "Model-loading failure for a specific model vs CLIPTokenizer max length bug." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Missing PyTorch import versus Llama 3.2 Vision loading regression are different failures." + "reason": "Generic missing-torch import error vs Llama 3.2 Vision model-loading regression." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch 2.10 incompatibility and kernels import/version requirements are not the same underlying bug." + "reason": "Torch 2.10 compatibility issue vs kernels import failure; different dependencies and symptoms." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError and DiffusionGemmaGenerationOutput pipeline failure are unrelated." + "reason": "Different multimodal pipeline failures involving different models and failure modes." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision lm_head tying bug and BLIP2 dtype propagation bug affect different model-loading paths." + "reason": "Weight tying bug in AyaVision vs dtype propagation bug in BLIP-2 loading." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Tokenizer special-token insertion regression and Kimi-K2.5 codec handling regression are distinct tokenizer issues." + "reason": "Both tokenizer regressions, but one is missing BOS/EOS insertion and the other is codec/warning handling for a different tokenizer." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "A MacOS CLIP bus error and TrainerState token counting are unrelated." + "reason": "MacOS CLIP bus error vs TrainerState token counter bug; unrelated." }, { "left": "issue:39379", "right": "issue:44554", "accept": false, - "reason": "Incorrect full_text_row_masked_out_mask handling in mllama and an MPS attention correctness issue are different code paths." + "reason": "Different correctness bugs in different attention/multimodal paths." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Backend packaging for torch-only install and missing Qwen2_5_VL import are unrelated." + "reason": "Backend packaging issue vs missing model class import; not the same bug." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained key regression are unrelated." + "reason": "RTDetrV2 output regression vs Qwen3.5 save_pretrained key regression; unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall and appropriately conservative. The accepted 43329 \u2194 44479 link is well supported by the issue titles, and the remaining soft pairs are reasonably rejected as distinct bugs. Minor note: the best-issue phrasing for 44479 leans a bit on inference about user impact, but it stays within the packet evidence." + "feedback": "The summary is grounded in the packet, and the verdicts stay conservative overall. The only accepted soft edge, 43329 vs 44479, is plausibly the same video-path regression bug; the rest are reasonably rejected as distinct failures." }, "evaluator_used": true, "retried": false, @@ -7127,8 +7037,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -7185,8 +7095,8 @@ "issue:44857|issue:46832", "issue:45137|issue:45405", "issue:43404|issue:45127", - "issue:28282|issue:29127", "issue:45081|issue:47020", + "issue:28282|issue:29127", "issue:43742|issue:44291", "issue:44936|issue:46821", "issue:44479|issue:46693", @@ -7212,20 +7122,20 @@ "issue:44568|issue:45488", "issue:44062|issue:45081" ], - "prepared_review_unit_hash": "b6bb4f4687445670b830a9543edd9a835fdf360f74ba21911efa3c05821783c8", + "prepared_review_unit_hash": "ecb93465c250a16be6c703a23bf35cc8cf7f35c9a0d16f19fa607add3b846429", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36411, + "serialized_chars": 36412, "estimated_input_tokens": 9103, "estimated_eval_tokens": 18462 }, @@ -7234,210 +7144,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidates are distinct bug reports across different model families and code paths. I only see one plausible duplicate-style match: the Qwen video-input regression pair around transformers v5.3.0.", - "confidence": 0.79, - "canonical_issue_reason": "issue:44479 is the broadest, most canonical description of the Qwen video-input regression, and it can subsume the more specific qwen2.5-vl vision_position_ids report.", + "summary": "This cluster is mostly heterogeneous: it mixes tokenizer regressions, model-loading errors, trainer issues, and video-input bugs. Only one soft edge looks like the same underlying bug (the Qwen2.5-VL video-input regression).", + "confidence": 0.74, + "canonical_issue_reason": "No single canonical issue fits the whole cluster; the items span multiple unrelated bugs, with only a small Qwen video-input subgroup looking duplicate-like.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best anchor because it states the versioned regression clearly and covers multiple affected Qwen VL variants, making it the strongest canonical issue candidate in this set.", + "best_issue_reason": "issue:45488 is the best representative of the tokenizer-regression subgroup because it is broad, active, and has multiple inbound references, but it is not a true canonical for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44857", "right": "issue:46832", "accept": false, - "reason": "Both are vision/object-detection related, but they describe different models and different failure modes (AMP crash vs feature-level mismatch)." + "reason": "Both are vision/detection failures, but they hit different models and code paths: LwDetrImageLoss AMP vs RTDetrModel feature-level handling." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque failure and PEFT version pinning are unrelated." + "reason": "DeepSpeed ZeRO3 deque error and a MIN_PEFT_VERSION packaging/versioning issue are unrelated." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both mention tied weights, but one is a Mistral3 loading bug and the other is a LoRA merge collapse with extended vocab; not the same concrete bug." + "reason": "Both mention tied embeddings, but one is a Mistral3 weight-tying bug and the other is LoRA merge collapse with extended vocab; different failure modes." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:45081", + "right": "issue:47020", "accept": false, - "reason": "ImportError about missing PyTorch is unrelated to a LayoutLMv3 error-message clarity issue." + "reason": "Different tokenizer classes and different bugs: Mistral regex patch backend access vs XLMRoberta/Unigram init mismatch." }, { - "left": "issue:45081", - "right": "issue:47020", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Different tokenizer classes and different code paths; one is a Mistral regex patch crash, the other is an XLMRoberta/Unigram constructor type error." + "reason": "Missing PyTorch import and a LayoutLMv3 box-validation error are unrelated." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Both are model-loading failures, but they point to different root causes: a MobileLLM key error vs an init_empty_weights argument mismatch." + "reason": "Both are loading-time TypeErrors, but one is a missing key for MobileLLM and the other is an init_empty_weights argument mismatch." }, { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "Trainer evaluation sequencing and TimesFM window_size handling are unrelated." + "reason": "Trainer evaluate-after-train failure and TimesFM window_size AttributeError are different subsystems and symptoms." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "Both are regressions, but one is a video-input bug and the other is a long-context FA2 performance regression; different bugs." + "reason": "One is a video-input regression, the other is a long-context FA2 performance regression; not the same bug." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3Moe FP8 loading and CLIPTokenizer model_max_length are unrelated." + "reason": "Qwen3Moe FP8 failure and CLIPTokenizer model_max_length behavior are unrelated." }, { "left": "issue:45538", "right": "issue:46869", "accept": false, - "reason": "CLIPTokenizer max length behavior is unrelated to YOLO multi-GPU device map failure." + "reason": "Tokenizer max-length behavior and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "A duplicated AddedToken keyword error may underlie tokenizer loading failures, but the specific reports and models are not clearly the same bug." + "reason": "AddedToken special-argument duplication and est-roberta tokenizer loading are different tokenizer issues." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed training weight-shape error and tokenizer slow/fast inconsistency are unrelated." + "reason": "DeepSpeed training weight shape error and slow/fast tokenizer inconsistency are unrelated." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file tokenizer/model loading and AppleSilicon allocator warmup are unrelated." + "reason": "GGUF from_pretrained loading breakage and Apple Silicon allocator warmup TypeError are unrelated." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Flash Attention 2 with XLMRoberta is unrelated to missing PyTorch import handling." + "reason": "Flash Attention 2 on XLMRoberta and missing PyTorch are not the same problem." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3Moe FP8 config failure and FSDP CPU RAM efficient loading are different training/config issues." + "reason": "Qwen3Moe FP8 failure and FSDP CPU RAM efficient loading are different training/loading paths." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Both are dtype-related, but one is BLIP2 model component dtype loading and the other is from_config config-state staleness." + "reason": "Both involve dtype, but one is a loaded-model dtype/qformer mismatch and the other is stale config dtype after from_config." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Different Qwen3 problems and different failure points; auto device mapping vs video-input processing." + "reason": "Auto device-map CUDA assert for Qwen3 and Qwen3OmniMoe video-input ValueError are different issues." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "A hidden-states bug in Qwen3.5 is unrelated to a tokenizer-version behavior change." + "reason": "Qwen3.5 output_hidden_states bug and generic tokenization changes are not the same underlying bug." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Backend packaging/install issue and a model-loading failure are unrelated." + "reason": "Missing TensorFlow backend on pip install and failure to load a specific model are unrelated." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are Qwen video-input failures, but the model families and symptoms differ enough that the same concrete bug is not clear." + "reason": "Both are video-input problems, but they affect different Qwen model families and report different failure modes." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Same broad area, but one is Qwen3OmniMoe-specific and the other is a broader Qwen2.5/3/3.5 VL regression; not clearly one bug." + "reason": "Same broad area, but these are separate model-specific video-input failures with different symptoms." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "A model-loading failure and a repo-files revision-forwarding bug are different code paths." + "reason": "Model-loading failure and list_repo_files revision forwarding are unrelated." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Unexpected _is_hf_initialized handling and loading AutoImageProcessor from URL are unrelated." + "reason": "init_empty_weights argument mismatch and AutoImageProcessor-from-URL failure are unrelated." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "Both describe the same Qwen2.5-VL video-input regression in v5.3.0; the latter is a narrower symptom of the broader video-input bug." + "reason": "These look like the same Qwen2.5-VL video-input regression: 45381 is a narrower report of the broader 44479 video-position/video-input bug." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver image-resolution failure are unrelated." + "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver non-default-resolution failure are unrelated vision-model bugs." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting and custom compute_loss signature mismatch are different trainer API issues." + "reason": "TrainerState token-count tracking and CustomTrainer.compute_loss signature breakage are different trainer issues." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different multimodal models and different failure modes; one test failure is not the same as a model-loading regression." + "reason": "Both involve multimodal models, but one is a failing test for Janus image generation and the other is a model-loading error for Phi-4 multimodal." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and different semantics." - }, - { - "left": "issue:44849", - "right": "issue:45701", - "accept": false, - "reason": "Qwen3.5 hidden-states bug and a version-wide tokenization change are not the same underlying issue." - }, - { - "left": "issue:46512", - "right": "issue:45488", - "accept": false, - "reason": "from_config dtype/config staleness and LlamaTokenizer pre-tokenizer override are unrelated." - }, - { - "left": "issue:46869", - "right": "issue:45538", - "accept": false, - "reason": "YOLO multi-GPU device mapping and CLIPTokenizer max-length behavior are unrelated." + "reason": "Both are tokenizer regressions, but one is special-token addition for mDeBERTa and the other is LlamaTokenizer overriding tokenizer.json pre-tokenization." }, { - "left": "issue:47020", + "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "XLMRoberta/Unigram constructor type error and Mistral regex patch crash are different tokenizer bugs." + "reason": "AddedToken keyword duplication and Mistral regex patch AttributeError are different tokenizer bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The canonical anchor choice of issue:44479 is supported by its broad, versioned Qwen VL video-input regression title, and the single accepted soft match to issue:45381 is plausible from the titles alone. The other pair verdicts read appropriately cautious rather than overstated." + "feedback": "The analyst summary is grounded in the packet and stays conservative. The cluster is indeed mostly heterogeneous, and the one accepted soft edge (issue:44479 vs issue:45381) is a plausible duplicate-like Qwen2.5-VL video-input regression. The rejected soft edges are also framed cautiously and do not overstate evidence." }, "evaluator_used": true, "retried": false, @@ -7453,8 +7345,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -7537,202 +7429,202 @@ "issue:46463|issue:46899", "issue:43697|issue:45216" ], - "prepared_review_unit_hash": "40cac19a3d5903c698352ec888e441defaee313780ade8b4f36e817141f37eef", + "prepared_review_unit_hash": "69bd00f67a1b3fec1585c8bca74216819a8791c4d2645bafaba9d66a4fb92c29", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36612, - "estimated_input_tokens": 9153, - "estimated_eval_tokens": 18562 + "serialized_chars": 36615, + "estimated_input_tokens": 9154, + "estimated_eval_tokens": 18564 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the paired issues cover unrelated bugs across loading, tokenizers, generation, quantization, config, and model-specific regressions. The soft-similarity scores are not enough to treat any pair as the same underlying change or bug, so all candidate edges should be rejected.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue stands out because the set is not a duplicate cluster; it is a grab bag of distinct bugs with different models, code paths, and failure modes.", - "canonical_pr_reason": "No PR is present in the cluster.", - "best_issue_reason": "None of the issues is a good global representative for the whole cluster, since the topics are too diverse to normalize to one underlying bug.", - "best_pr_reason": "No PR is present in the cluster.", + "summary": "This cluster is highly heterogeneous: it mixes unrelated issues across loading, generation, quantization, tokenizer, config, and device/dtype bugs. None of the suggested soft pairs look like true duplicates or the same underlying fix target.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue is a safe canonical target because the cluster does not center on one bug; the items span many distinct code paths and model families.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative for deduping this cluster; any choice would be arbitrary because the topics are not the same bug.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Both involve image/tokenizer-related loading behavior, but one is about PIL backend torchvision requirements and the other is a Mistral regex patch crash; different code paths and failures." + "reason": "Both involve loading behavior, but one is about PIL image processors wrongly requiring torchvision and the other is a Mistral tokenizer regex patch crash; different code paths." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "One is a Qwen3 MoE weight conversion problem with accelerate/deepspeed, the other is about Smollm3 RoPE layer dropping; unrelated model internals." + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to Smollm3 RoPE-layer dropping." }, { "left": "issue:43582", "right": "issue:46821", "accept": false, - "reason": "Different functions and platforms: Apple Silicon caching allocator warmup versus TimesFM window_size handling." + "reason": "Apple Silicon warmup TypeError and TimesFM window_size AttributeError are separate runtime issues in different components." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Both are load-time errors, but one is a MobileLLM key lookup issue and the other is a Float8 storage type error; no shared underlying bug." + "reason": "MobileLLM key lookup failure and Float8 storage lookup failure are different loading/type errors." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window handling is unrelated to AutoImageProcessor URL loading." + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Both mention Qwen3.5/Qwen families, but one is RoPE layer composition and the other is kernel registration for apply_rotary_pos_emb; distinct defects." + "reason": "Smollm3 RoPE-layer count bug and Qwen3.5 kernel registration crash are different model-specific issues." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Smollm3 RoPE layer count and Qwen2.5-VL rope indexing are different model families and different logic." + "reason": "Smollm3 RoPE-layer omission and Qwen2.5-VL temporal position scaling are distinct rotary-position bugs in different models." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "PEFT version bump and removed Sam3LiteText auto-mapping references are unrelated maintenance issues." + "reason": "PEFT minimum version bump and stale auto_mappings config references are unrelated maintenance/config issues." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU device placement bug and T5 decoder-input validation message bug are unrelated." + "reason": "XLNet CPU placement bug and T5 decoder-input validation error are different code paths and symptoms." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Both concern multimodal models, but one is a dtype mismatch in Mistral-3 preprocessing and the other is a DiffusionGemma generation-output pipeline failure." + "reason": "Mistral-3 image preprocessor dtype mismatch and DiffusionGemma pipeline failure are unrelated multimodal issues." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "BLIP2 dtype propagation and SwitchTransformers/TimmWrapperModel bfloat16 mismatches are different model-specific dtype issues." + "reason": "BLIP2 dtype persistence and SwitchTransformers/TimmWrapperModel bfloat16 mismatch are separate dtype-loading problems." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device-map placement in forward and T5 decoder validation are unrelated bugs." + "reason": "Gemma4 device-map forward mismatch and T5 decoder validation are unrelated model execution bugs." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "A reproduction of an earlier issue is not the same as a FA2 long-context performance regression." + "reason": "Isolated reproduction of another issue and FA2 long-context performance regression are not the same underlying bug." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Tokenizer special-token behavior for mdeberta-v3 is unrelated to CodeLlama leading-space round-trip regression." + "reason": "Tokenizer special-token regression for mdeberta-v3-base and CodeLlama leading-space round-trip regression are different tokenizer behaviors." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed training weight-shape error and BART generate decoder_attention_mask scoping bug are different failure modes." + "reason": "DeepSpeed 2-D weight error and Bart decoder_attention_mask assignment error are unrelated training/generation failures." }, { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both touch quantized inference, but one is unsafe uint8 casting in Gemma4 audio/vision embedders and the other is BitsAndBytes skip-module exclusion logic." + "reason": "Both are quantization-related, but one is a Gemma4 uint8 torch.finfo crash and the other is a BitsAndBytes lm_head exclusion bug; different fixes." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Qwen3.5 num_labels propagation and granite_speech strict config loading are unrelated config issues." + "reason": "Qwen3.5 num_labels propagation and strict config blocking granite_speech loading are different config issues." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Qwen3OmniMoe video-input processing and FA2 long-context performance regression are distinct areas and symptoms." + "reason": "Qwen3OmniMoe video-processing ValueError and FA2 long-context performance regression are different problems." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "GGUF file handling for AutoTokenizer/AutoModel loading and sleng-bert load failure may both be loading-related, but the model-specific causes are different." + "reason": "gguf_file breaking tokenizer/model loading and inability to load a specific checkpoint are separate model-loading issues." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "An isolated reproduction of an existing issue is not a distinct duplicate target for an official Nemotron example breakage." + "reason": "A reproduction of an existing issue is not the same as the official Nemotron example being broken." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Missing PyTorch import and Trainer _gpu_broadcast_one NoneType error are completely different startup/runtime failures." + "reason": "PyTorch-missing ImportError and Trainer _gpu_broadcast_one NoneType error are unrelated environment/runtime failures." }, { "left": "issue:43697", "right": "issue:46829", "accept": false, - "reason": "RTDetrV2 output divergence in v5 and VideoPrism hidden_states mislabeling are unrelated model-output bugs." + "reason": "RTDetrV2 output differences in v5 and VideoPrism hidden_states return bug are different model-output issues." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "GPTNeoX rotary_pct reload loss and JSON-loaded rope-validation list type error are separate config serialization problems." + "reason": "GPTNeoX rotary_pct reload regression and rope-validation list TypeError are separate config serialization problems." }, { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states rebuilding and Qwen3.5 tensor-parallel plan omissions are different distributed-training bugs." + "reason": "Gemma4 FSDP2 shared_kv_states bug and Qwen3.5 TP plan missing linear_attn entries are distinct training/sharding issues." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU allocation and flash_attention sink-less-model crash have no shared code path beyond both being runtime bugs." + "reason": "XLNet CPU arange bug and flash_attention s_aux=None crash are different code paths." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels truncation and sequence-classification zero-loss behavior are unrelated preprocessing vs loss-calculation issues." + "reason": "BeitImageProcessorFast label reduction bug and single-label classification zero-loss bug are unrelated processing vs loss-calculation issues." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "T5 decoder input validation messaging and Gemma4 multimodal 4-bit dtype casting are unrelated." + "reason": "T5 decoder-input validation and Gemma4 4-bit audio/vision dtype-cast bug are unrelated." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output mismatch and Qwen3.5 save_pretrained regression are different subsystems and bugs." + "reason": "RTDetrV2 output mismatch and Qwen3.5 save_pretrained regression are different model behaviors and fixes." } ] }, @@ -7751,8 +7643,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -7833,20 +7725,20 @@ "issue:43653|issue:44568", "issue:43646|issue:43749" ], - "prepared_review_unit_hash": "33569943ba7444b8a88e64a1f2610ffa5b5465f91bac0804b732bdf40ebd378f", + "prepared_review_unit_hash": "2803bfed095f975482fda7d201d5938e7939991de1c06af12ea65eec8522f5bd", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35558, + "serialized_chars": 35560, "estimated_input_tokens": 8890, "estimated_eval_tokens": 18036 }, @@ -7855,184 +7747,175 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated transformer/tokenizer/model-loading regressions that were likely grouped by broad lexical similarity. Only one pair looks like the same concrete bug: tied-weights serialization in v5. No pull requests are present.", - "confidence": 0.47, - "canonical_issue_reason": "issue:45920 is the broadest representative tokenizer-regression report, affecting multiple model families and matching the cluster\u2019s dominant tokenizer theme.", + "summary": "These items are mostly distinct bug reports spanning tokenizers, vision processors, model loading, and backend/import edge cases. I found no soft pair that is clearly the same underlying issue with enough confidence to merge; the closest cases are related by theme but still appear to hit different code paths or symptoms. The broadest, most representative issue is the v5 AutoTokenizer token-ID regression affecting many model families.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45920 is the most canonical because it describes a broad, concrete regression with multiple affected model families and a clear shared failure mode (wrong token IDs in AutoTokenizer).", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best single anchor for this cluster because it is broad, regression-focused, and central to the tokenizer-related subset, though it does not cover the whole cluster.", + "best_issue_reason": "issue:45920 is the best single issue to anchor this set: it is high-signal, regression-focused, and broader than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but one is Kimi-K2.5 codec/warning handling and the other is wrong token IDs across multiple models; not the same bug." + "reason": "Both are tokenizer/model-regression flavored, but one is about incorrect visual encoder keys on save_pretrained and the other about wrong token IDs from AutoTokenizer; different symptoms and likely different fixes." }, { "left": "issue:44466", "right": "issue:45005", - "accept": true, - "reason": "Both report v5 tied-weights serialization problems, including device-dependent lm_head.weight behavior; these look like the same underlying bug." + "accept": false, + "reason": "Both mention tied weights in v5, but one is about device-dependent lm_head.weight serialization while the other is broader translation-model tied-weight behavior; related area, not clearly the same bug." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Different model paths and failures: BitNet packed-weight loading vs Perceiver interpolation/classification." + "reason": "Different subsystems and failures: BitNet packed-weight loading vs Perceiver positional interpolation at non-default resolutions." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() failure after train() are unrelated issues." + "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate-after-train failure are unrelated runtime paths." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Gemma 4 token-type defaults and T5 decoder input error messaging are separate problems." + "reason": "Gemma 4 mm_token_type_ids handling is unrelated to T5 decoder input validation error messaging." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id keys and sinq quantized save/load breakage are different code paths." + "reason": "Position-id unexpected-key loading issue and sinq quantization save/load breakage are different model-state serialization problems." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both concern config fields, but one is AutoConfig/trust_remote_code missing fields and the other is a specific model config field being dropped; not the same bug." + "reason": "Both concern missing config fields, but one is a generic AutoConfig trust_remote_code return issue and the other is a specific Qwen vision config field dropped by strict parsing." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization and FSDP CPU RAM-efficient loading are unrelated." + "reason": "Auxiliary-loss normalization in MoE models is unrelated to FSDP CPU RAM efficient loading." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "SigLIP2 zero-probability output and processor.tokenizer/image-passing regression are different failures." + "reason": "SigLIP2 zero-probability output and processor.tokenizer regression are both vision-related but not the same code-path bug." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer classes and symptoms: MLuke AttributeError vs FastSpeech2ConformerTokenizer load failure." + "reason": "Different tokenizers and failures: MLuke task-time AttributeError vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token decode bug and MLuke task AttributeError are unrelated." + "reason": "BigBird special-token registration bug and MLuke task AttributeError are not the same underlying issue." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "gguf_file support breakage and unconditional model_info() offline breakage are separate AutoTokenizer issues." + "reason": "gguf_file loading breakage and unconditional model_info() call in offline mode are separate AutoTokenizer/from_pretrained problems." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent reconstruction mismatch and Whisper skip_special_tokens handling are unrelated." + "reason": "DAC.from_latents forward mismatch and Whisper batch_decode skip_special_tokens handling affect different components." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Both are vision-model complaints, but the concrete bugs differ: SigLIP2 nonsense outputs vs Perceiver resolution/interpolation failure." + "reason": "Both are vision-model inference issues, but SigLIP2 nonsensical outputs and Perceiver non-default-resolution failure are different bugs." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window and MobileLLM-125M key error are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M load KeyError are unrelated." }, { "left": "issue:44857", "right": "issue:47000", "accept": false, - "reason": "Both are detection-loss crashes, but they involve different models and causes; not mergeable as one fix." + "reason": "Both are detection-loss crashes, but one is float16/CUDA AMP in LwDetrImageLoss and the other is infeasible cost matrix in RTDetrLoss; not the same defect." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma4 processor import failure and Windows ROCm distributed dependency errors are unrelated." + "reason": "Gemma 4 processor loading import failure from mistral_common and Windows ROCm torch.distributed dependency errors are different platform/dependency issues." }, { "left": "issue:43761", "right": "issue:46829", "accept": false, - "reason": "Both mention hidden_states, but one omits them and the other misassigns them; different model-specific bugs." + "reason": "CLIPVisionModel missing hidden_states with a flag set and VideoPrism returning last_hidden_state as hidden_states are different output-contract bugs." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Slow/fast tokenizer inconsistency and a MacOS bus error in CLIP are unrelated." + "reason": "Tokenizer inconsistency and a MacOS bus error in a CLIP model are unrelated." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and DiffusionGemma pipeline failure are unrelated." + "reason": "Missing pad_token_id on Llama4Config and DiffusionGemma generation/pipeline failure are different model-initialization problems." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both involve TF/backend registration, but one is an undefined backend error from tensorboard-only installs and the other is a missing BACKENDS_MAPPING entry for tensorflow_text; not the same bug." + "reason": "Both are backend-selection/import issues, but tensorboard-without-TensorFlow and tensorflow_text backend mapping are separate dependency bugs." }, { "left": "issue:46832", "right": "issue:46932", "accept": false, - "reason": "RT-DETR feature-level crash and Gemma4 quantized embedder dtype casting are unrelated." + "reason": "RT-DETR feature-level mismatch and Gemma4 quantized embedder dtype casting are unrelated." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization and T5 apex.FusedRMSNorm memory leak are unrelated." + "reason": "MoE auxiliary-loss normalization is unrelated to T5 silently using apex.FusedRMSNorm." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different model families and different root causes." + "reason": "Processor/tokenizer regression in custom model code and Kimi-K2.5 codec handling/regression are different tokenizer issues." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization does not match a general tokenization-version regression." + "reason": "Auxiliary-loss normalization and version-dependent tokenization behavior are unrelated." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Different special-token issues on different tokenizers; not the same underlying change." - }, - { - "left": "issue:43646", - "right": "issue:43749", - "accept": false, - "reason": "Custom model initialization regression and FSDP loading breakage are unrelated." + "reason": "BigBird mask-token registration and MDeBERTa BOS/EOS add_special_tokens regression are different tokenizer special-token behaviors." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The one accepted pair (44466/45005) is reasonably supported as the same tied-weights serialization bug, while the other pair judgments avoid overclaiming. No PRs are present, so there is nothing to merge-check there." - }, - "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 }, @@ -8044,8 +7927,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -8130,14 +8013,14 @@ "issue:43606|issue:43927", "issue:44514|issue:45290" ], - "prepared_review_unit_hash": "7a1822442a029be06151f9a6ff0f89c5fe3d9930c07e5aac60d76f6a72a6468e", + "prepared_review_unit_hash": "3daafd649e64ec2dde90a93dd826a1cb46721d235689d19b2da23d81ac48b15c", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, @@ -8152,192 +8035,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the soft pairs mostly share only broad subsystem words (generation, tokenizer, save/load, attention, trainer, MoE) but not the same concrete bug or code path. I would not merge any of the suggested pairs.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This is a loose semantic cluster, not a true duplicate set: the issues span many unrelated Transformers regressions across loading, tokenization, processors, training, generation, and model-specific paths. All soft edges look superficial and should be rejected.", + "confidence": 0.12, + "canonical_issue_reason": "No single canonical issue: the set mixes unrelated bugs across tokenizers, processors, generation, training, and model-loading paths.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No issue is globally suitable as a cluster anchor; this should be split by subsystem/model family rather than merged around one report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Different models and failures: Smollm3 RoPE-layer omission vs Sam3Model text-encoder weights not loading." + "reason": "Different models and failures: Smollm3 RoPE-layer behavior vs Sam3 text-encoder weights not loading." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both involve generation state, but one is chunked generation with compiled forward and the other is recurrent-state reset in modular_qwen3_5; not the same bug." + "reason": "Both are generation bugs, but one is compiled-forward chunked decoding and the other is recurrent-state reset in Qwen3.5 cache handling." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "GGUF loading/tokenizer path issue vs BLIP2 dtype propagation issue; different code paths and symptoms." + "reason": "Unrelated paths: GGUF loading breaks tokenizer/model imports, while BLIP2 has a dtype propagation issue." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Both mention token IDs/tokens, but one is BigBird special-token registration and the other is DiaConfig save/load of custom IDs." + "reason": "Both touch tokenization/config, but BigBird special-token decode and DiaConfig token IDs are different bugs." }, { "left": "issue:44821", "right": "issue:46821", "accept": false, - "reason": "Unrelated failures: loading AutoImageProcessor from URL vs TimesFM window_size AttributeError." + "reason": "Different subsystems: AutoImageProcessor URL loading vs TimesFM window_size attribute access." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "One is a v5 behavior change discussion, the other is a CodeLlama round-trip regression; not the same defect." + "reason": "Both concern tokenizer behavior, but one is a v5 cleanup default change and the other is CodeLlama leading-space round-trip regression." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline model_info() call in mistral regex patch vs tokenizer load failure for a specific model; different root causes." + "reason": "Offline hub lookup in _patch_mistral_regex is unrelated to EMBEDDIA tokenizer loading failure." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression for Qwen VL models vs num_labels propagation in Qwen3.5 config." + "reason": "Qwen3.5 video-input regression and num_labels propagation are separate code paths." }, { "left": "issue:43761", "right": "issue:47013", "accept": false, - "reason": "CLIPVision hidden_states omission and xLSTM train-mode unpacking crash are unrelated." + "reason": "Different model families and bugs: CLIPVision hidden_states vs xLSTM train-mode return shape." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training issue vs GenerationMixin import error; no shared code path." + "reason": "Multi-GPU Qwen2-VL training is unrelated to the GenerationMixin import error." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer broadcast TypeError and Qwen2-VL multi-GPU training are different problems." + "reason": "Trainer GPU broadcast NoneType crash is a different training failure than Qwen2-VL multi-GPU behavior." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "save_pretrained shard-size question vs AutoProcessor kwargs not forwarded to cached_file; unrelated." + "reason": "A save_pretrained shard-size question is unrelated to AutoProcessor kwargs not being forwarded." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Both concern save/load, but one is device-dependent lm_head serialization and the other is sinq quantization persistence." + "reason": "Different persistence bugs: lm_head serialization/tied weights vs sinq quantization save/load breakage." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert is unrelated to chunked generation with compiled forward." + "reason": "Qwen3 auto device-mapping CUDA assert is unrelated to compiled-forward chunked generation inconsistency." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Aux-loss normalization bug in OLMoE/GPT OSS vs DeepSeekV3MoE implementation divergence; different defects." + "reason": "Aux-loss normalization in MoE models is a different problem from DeepSeekV3 implementation divergence." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Flash-attention correctness regression vs FA2 long-context performance regression; not the same underlying bug." + "reason": "Both involve generation regressions, but one is Qwen3.5 flash-attention correctness and the other is a FA2 long-context performance regression." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is a different issue from Qwen3.5 flash-attention generation failure." + "reason": "Compiled-forward chunked generation and Qwen3.5 flash-attention failures do not share the same underlying bug." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "Both involve cache/generation, but one is KV-cache continuation indexing in serve and the other is cache reorder missing for several models." + "reason": "Both are cache/generation issues, but KV-cache continuation indexing and beam-search cache reorder skipping are different mechanisms." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "BEiT legacy-field loading bug vs Bamba torch.compile+SDPA failure; unrelated." + "reason": "Beit legacy-field loading and Bamba torch.compile SDPA failures are unrelated." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training issue vs CustomTrainer.compute_loss signature break; different failure modes." + "reason": "Multi-GPU training and CustomTrainer compute_loss signature mismatch are separate trainer issues." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio chat-template sampling-rate default bug vs processor.tokenizer/image-passing regression; not the same bug." + "reason": "Processor chat-template sampling-rate defaults and processor.tokenizer regression are different API breakages." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Training/evaluate dtype mismatch vs auxiliary-loss normalization; no shared code path." + "reason": "Embedding dtype drift in eval is unrelated to MoE auxiliary-loss normalization." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Legacy field handling in model loading vs packed-weights unpacking during accelerate loading." + "reason": "Model preset loading and BitNet packed-weight unpacking are distinct load-path bugs." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "Qwen3VL weight_only load error is unrelated to the FA2 long-context performance regression." + "reason": "Qwen3VL weight_only loading error is unrelated to FA2 long-context performance regression." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but one is Gemma3 sliding-window attention on GPU and the other is classification-head NaNs after checkout/init." + "reason": "Both mention NaNs, but Gemma3 sliding-window attention and classification-head checkout/init issues are different root causes." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Packed-weight loading bug vs config custom-token-ID persistence bug; different artifacts and root causes." + "reason": "BitNet packed-weight handling has nothing to do with DiaConfig custom token IDs." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype propagation and MPS attention correctness are unrelated." + "reason": "BLIP2 dtype loading and the MPS attention correctness bug are unrelated." }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "base_model_prefix loading regression vs tensor-parallel plan missing linear_attn entries; different problems." + "reason": "base_model_prefix loading regression is not the same as Qwen3.5 linear_attn TP-plan OOM/shape errors." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch vs DiaConfig custom token IDs; no overlap beyond generic loading." + "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig token-ID loss." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both are apply_chat_template crashes, but the triggering inputs and failure paths differ: batched padding=False vs assistant tool-call messages with no content." + "reason": "Both are apply_chat_template crashes, but batched padding=False and assistant tool-call/no-content are different edge cases." } ] }, @@ -8356,8 +8239,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -8442,214 +8325,208 @@ "issue:43572|issue:44291", "issue:44589|issue:45520" ], - "prepared_review_unit_hash": "266421d04084fe0e17aa51516725a41519faf20f74f20e6509f6c58830eed585", + "prepared_review_unit_hash": "c08c45d9e3ee5f36eda7e934b1c9c5223e224d13d58cce6a151545676e16d634", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36762, - "estimated_input_tokens": 9191, - "estimated_eval_tokens": 18638 + "serialized_chars": 36759, + "estimated_input_tokens": 9190, + "estimated_eval_tokens": 18636 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This looks like a heterogeneous grab-bag of unrelated regressions, mostly tokenizer/model-loading failures. None of the soft pairs are true duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue: the soft pairs span different models, symptoms, and code paths.", + "summary": "This cluster is a loose mix of unrelated Transformers regressions, mostly around tokenizer/config/load-path breakages in v5. None of the soft pairs look like true duplicates, so I reject all of them; the best representative issue is the broad Granite tokenizer regression.", + "confidence": 0.31, + "canonical_issue_reason": "issue:45812 is the broadest, most representative user-facing regression here: a silent v4\u2192v5 tokenizer break that affects all Granite models and matches the cluster\u2019s overall tokenizer/config regression theme.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the closest representative because it is a broad tokenizer regression with multiple inbound references, but the overall set is too heterogeneous to anchor on it.", + "best_issue_reason": "Same reason: it is the clearest, widest-scope issue in the set and the most plausible anchor for the surrounding tokenizer-related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Different model families and different failures: legacy field load error vs. processor resolution/size mismatch." + "reason": "Different models and failure modes: BEiT legacy-field loading bug vs OmDet processor/image-size mismatch." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both are missing-padding-field regressions, but they affect different config classes and attribute names; not the same concrete bug." + "reason": "Both are config-attribute regressions, but they affect different fields and model families; no concrete shared bug path." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both involve trust_remote_code breakage, but one is missing config fields and the other is removal of a utility symbol; different root causes." + "reason": "Both mention trust_remote_code, but one is missing fields in AutoConfig and the other is a removed utility breaking imports." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Unrelated areas: packed-weight loading in BitNet vs. a tokenizer AttributeError in MLuke." + "reason": "Unrelated subsystems: BitNet accelerate-loading bug vs MLuke tokenizer task AttributeError." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model-loading failure vs. dependency-version bump problem; no shared underlying bug." + "reason": "Model load failure vs dependency version bump issue; not the same bug." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Different subsystems: Qwen3.5 label propagation vs. Whisper empty-transcription generation after token alignment." + "reason": "Different models and paths: Qwen3.5 num_labels propagation vs Whisper empty-transcription generation." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to a pipeline error-message bug about translation support." + "reason": "SigLIP2 implementation mismatch and a pipeline error message regression are unrelated." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Both are runtime failures, but one is Qwen3.5 flash-attention generation and the other is FP8/B200 inference; different code paths." + "reason": "Different hardware/runtime issues: flash-attention generation bug vs FP8/B200 inference failure." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "Completely different problems: MPS attention correctness vs. importing Trainer being blocked by datasets." + "reason": "MPS attention correctness and Trainer import dependency conflict are unrelated." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing bug and a MacOS bus error with CLIP are unrelated." + "reason": "Tokenizer spacing bug vs MacOS CLIP bus error; no shared code-path." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "Both are load-time failures, but they concern different model types and different failure mechanisms." + "reason": "Both are load failures, but for different causes and models; not a duplicate." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Device-map forward mismatch vs. quantized save/load breakage; not the same bug." + "reason": "Device-mapped Gemma4 forward mismatch is unrelated to sinq save/load quantization breakage." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Documentation example errors are not the same issue as a regression in processor.tokenizer access and image handling." + "reason": "SigLIP2 docs/example errors and processor/tokenizer regression are different problems." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "Nonsensical model output and return_tensors being ignored are unrelated tokenizer/API behaviors." + "reason": "AutoModel/pipeline nonsense outputs vs return_tensors being ignored are separate API issues." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are distinct issues." + "reason": "Tokenizer BPE-marker handling vs Qwen3.5 flash-attention generation bug are unrelated." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 HF/JAX mismatch is unrelated to a gradient explosion in ZeRO-3 training." + "reason": "SigLIP2 implementation mismatch vs ZeRO-3 gradient inflation are unrelated training/model issues." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift in evaluate is unrelated to the ZeRO-3 gradient regression." + "reason": "BF16\u2192FP32 dtype drift during evaluate is unrelated to the gradient increase report." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage and lm_head serialization inconsistency are different bugs." + "reason": "Custom model init breakage and tied-weight serialization are different regression classes." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Different problems: BF16/FP32 dtype mismatch vs. resume_from_checkpoint key mismatch." + "reason": "Embedding dtype change and checkpoint key mismatch are unrelated." }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "Hardware-specific FP8 inference failure vs. accuracy regression after upgrade; not the same code-path problem." + "reason": "Both are performance/quality regressions, but they describe different failure modes and code paths." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different tokenizer behaviors; too weak to merge." + "reason": "Different tokenizer bugs on different models; no evidence of the same underlying defect." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS bus error in CLIP and Qwen2-VL multi-GPU training are unrelated." + "reason": "MacOS bus error on CLIP and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig save/load token-ID loss is unrelated to MLukeTokenizer task AttributeErrors." + "reason": "DiaConfig save/load token-id loss and MLukeTokenizer AttributeError are different bugs." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "OOM on loading a specific model is unrelated to a PEFT version-pin release problem." + "reason": "TP OOM on a large Qwen model is unrelated to a PEFT version bump." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A failed janus image-generation test is not the same issue as a dependency-version bump." - }, - { - "left": "issue:44568", - "right": "issue:45812", - "accept": false, - "reason": "Both are tokenizer-related, but they are different regressions affecting different models and different tokenization paths." + "reason": "Janus image-generation test failure is unrelated to dependency pinning." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 hidden-state output bug and FP8/B200 inference failure are unrelated." + "reason": "Qwen3.5 hidden-states bug and FP8/B200 inference issue are unrelated." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Model-loading failure for a specific BERT model is unrelated to an offline-mode tokenizer patch bug." + "reason": "Repo-specific load failure and offline-mode model_info call are different tokenizer-loading issues." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Missing pad_token_idx in one config and an init_empty_weights TypeError are different breakages." + "reason": "Missing pad_token_idx in StableLmConfig and unexpected _is_hf_initialized arg are unrelated compatibility regressions." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Different low-level import/storage errors affecting different optional backends; not the same bug." + "reason": "Float8 storage lookup failure and flash_attn import key error are unrelated backend issues." } ] }, @@ -8668,8 +8545,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -8730,8 +8607,8 @@ "issue:43504|issue:43606", "issue:45245|issue:46710", "issue:43334|issue:43572", - "issue:44493|issue:46285", "issue:43257|issue:43299", + "issue:44493|issue:46285", "issue:43504|issue:43653", "issue:43606|issue:44112", "issue:45072|issue:46832", @@ -8752,202 +8629,202 @@ "issue:29942|issue:30333", "issue:28218|issue:34567" ], - "prepared_review_unit_hash": "15547b9ce092115eb86780b6b64edacc854b21c2ff4f338950658b888a344a77", + "prepared_review_unit_hash": "76a4878114b240cdad5c72b5bedcd6decd22031a38c8f123e4a598dcf7620609", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36153, - "estimated_input_tokens": 9039, - "estimated_eval_tokens": 18334 + "serialized_chars": 36148, + "estimated_input_tokens": 9037, + "estimated_eval_tokens": 18330 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous and does not contain a convincing duplicate set; the items span unrelated tokenizer, model-loading, quantization/offload, generation, and CI regressions across different model families.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits: the cluster is a grab-bag of distinct bugs with no exact duplicate pair or shared concrete code path.", + "summary": "These items are mostly unrelated model/tokenizer/runtime bugs across different subsystems. None of the soft-similarity pairs look like the same underlying defect, so I would not merge any of them.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43873 is the broadest, highest-signal open issue here, with strong discussion and inbound references around a user-facing runtime problem.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative, issue 43873 is the broadest/high-activity report, but it is still too generic to serve as a true canonical for the cluster.", + "best_issue_reason": "issue:43873 is the most representative issue in the set: active, broad impact, and clearly about a concrete runtime failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46821", "right": "issue:46832", "accept": false, - "reason": "Different model/component and failure mode: TimesFM window_size attribute error vs RT-DETR feature-level forward mismatch." + "reason": "Different models and distinct failures: TimesFM window_size attribute error vs RT-DETR feature-level shape/type mismatch." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen multimodal config loading, but the concrete bugs differ: missing pad_token_id vs not unwrapping text_config in from_config." + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is AutoModelForCausalLM config unwrapping; different code paths." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Unrelated: missing Qwen2.5-VL import symbol vs missing Float8 storage type." + "reason": "Unrelated bugs: a missing Qwen2.5-VL import symbol versus a Float8 storage lookup/type error." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5 bugs: output_hidden_states handling vs save_pretrained writing incorrect visual encoder keys." + "reason": "Different Qwen3.5 regressions with different surfaces: output_hidden_states behavior vs save_pretrained visual-encoder keys." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Different subsystems and symptoms: Beit legacy field loading vs Bark CPU-offload device mismatch." + "reason": "Completely different subsystems: BEiT pretrained loading with a legacy field vs CPU offload device mismatch for bark-small." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "No shared bug: category-count runtime limit vs accuracy regression after upgrade." + "reason": "A category-cardinality runtime error is not the same as an accuracy regression after a version upgrade." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Both are missing config attributes, but they affect different models and fields (pad_token_id vs pad_token_idx) with different load paths." + "reason": "Similar missing-config-field theme, but different models and different missing attributes (pad_token_id vs pad_token_idx)." }, { - "left": "issue:44493", - "right": "issue:46285", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Both touch model structure changes, but the reported bugs are different and not the same code-path failure." + "reason": "Both are Qwen MoE-related, but one is a conversion/loading issue with accelerate+deepspeed and the other is a separate Qwen3VL loading regression." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:44493", + "right": "issue:46285", "accept": false, - "reason": "Both mention Qwen3 MoE loading, but one is accelerate/deepspeed weight conversion and the other is a transformers dev load regression; too different to merge." + "reason": "Different problems: unexpected position-id keys in many models vs CLIP text model structural inconsistency." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Different areas: pretrained model preset legacy-field loading vs tokenizer special-token registration/decoding." + "reason": "Legacy-field model loading bug and BigBirdTokenizer special-token registration bug are unrelated." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Different failures: CPU offload device mismatch in Bark vs a stale GraniteSpeech CI test." + "reason": "Offload device mismatch for a model is not the same as a stale CI test issue in GraniteSpeech." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "Different models and bugs: dtype mismatch in inference vs RT-DETR forward feature-level logic." + "reason": "Both are inference/runtime failures, but they affect different models and different failure modes (dtype mismatch vs feature-level mismatch)." }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "Both are Qwen3.5-related, but one is kernel registration/decorator failure and the other is tensor-parallel plan coverage; not the same bug." + "reason": "Both mention Qwen3.5, but one is a kernel registration crash and the other is a tensor-parallel plan/OOM issue." }, { "left": "issue:44849", "right": "issue:47145", "accept": false, - "reason": "Different problems: Qwen3.5 hidden-state output bug vs FP8 frozen checkpoint loading without weight_scale." + "reason": "Different bugs: Qwen3.5 hidden-state output behavior vs FP8 compressed-tensor weight-scale loading corruption." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Both are generation issues, but they affect different pipelines and failure modes; no shared underlying bug." + "reason": "Chunked generation with compiled forward and Whisper empty-transcription failure are unrelated code paths." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Both are quantization/offload-adjacent, but one is generic offloading behavior and the other is sinq save/load corruption; not the same concrete issue." + "reason": "Both touch quantization/offloading, but one is runtime offloading behavior and the other is save/load corruption for sinq quantization." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "Different model families and symptoms: SigLIP2 auto-model/pipeline output vs positional-id key warnings." + "reason": "Different model families and distinct issues: nonsensical SigLIP pipeline output vs position-id key warnings." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "Different regressions: ZeRO-3 gradient growth vs Phi-4 multimodal model loading." + "reason": "Separate failures: ZeRO-3 gradient growth vs model import/loading for Phi-4 multimodal." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer inconsistency vs Trainer/_gpu_broadcast_one NoneType error are unrelated." + "reason": "Tokenizer consistency bug and Trainer/_gpu_broadcast_one TypeError are unrelated." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Both are edge-case crashes, but one is Whisper timestamp decoding and the other is chat template handling; unrelated code paths." + "reason": "Whisper word-timestamp decode crash and apply_chat_template empty-list IndexError are different input validation bugs." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Different Gemma 4 issues: missing default mm_token_type_ids vs multi-GPU inference OOM." + "reason": "One is a missing default token-type tensor for fine-tuning; the other is a multi-GPU OOM on Gemma4 inference." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Different bugs: flash_attention integration crashing on s_aux=None vs quantized sinq save/load corruption." + "reason": "Flash-attention crash on s_aux=None and sinq save/load breakage are different defects." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "Different generation/pipeline failures in different models; no evidence of the same underlying bug." + "reason": "GenerationConfig validation for GLM-5 is not the same as an image-text-to-text pipeline failure for DiffusionGemmaGenerationOutput." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Same model family but different failures: OOM during inference vs device mismatch with device_map=\"auto\"." + "reason": "Both are Gemma4-related, but one is OOM during multi-GPU inference and the other is a device-map forward mismatch." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Unrelated: local-path import warning vs CUDA OOM for GPT-oss-20b." + "reason": "Local-path import warning and GPT-oss-20b CUDA OOM are unrelated." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Different import/runtime failures: non-template-node compilation vs flash_attn import_utils KeyError on Python 3.13." + "reason": "Compilation/template-node TypeError and Python 3.13 flash_attn import KeyError are separate issues." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Failing Flash Attention 2 tests and MLFlow reporting after job failure are unrelated." + "reason": "Flash Attention 2 CI failures and MLFlow job-finalization/reporting are unrelated." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer added-space behavior and TrainerState token counting are distinct bugs with different subsystems." + "reason": "Tokenizer spacing after added token and TrainerState token-count tracking are different problems." } ] }, @@ -8966,8 +8843,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -9041,8 +8918,8 @@ "issue:45823|issue:46192", "issue:43550|issue:43844", "issue:43450|issue:43575", - "issue:29870|issue:29942", "issue:43572|issue:44987", + "issue:29870|issue:29942", "issue:45520|issue:46178", "issue:37428|issue:43824", "issue:45200|issue:45823", @@ -9052,220 +8929,220 @@ "issue:44521|issue:45290", "issue:42915|issue:43824" ], - "prepared_review_unit_hash": "6e35e1ec62a071dd791524c8877130822e572777ca950e2f896a10b39af67774", + "prepared_review_unit_hash": "04453221808d00cf5f11479a3a95d6e7587620a76b09b05b9aca6b626fc80d3e", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36578, - "estimated_input_tokens": 9145, - "estimated_eval_tokens": 18546 + "serialized_chars": 36584, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items do not form a single duplicate cluster. They span many unrelated bugs across model loading, processors/tokenizers, serving, flash-attention, quantization, and training, so the soft links are mostly superficial keyword overlaps.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue is justified here; the candidate issues cover unrelated root causes and code paths, so picking one as the representative duplicate target would be misleading.", + "summary": "This set is not a true duplicate cluster: the items span unrelated bugs across JIT, generation, flash-attention, multimodal processors, quantization, device mapping, and import/load regressions. None of the proposed soft links look like the same underlying issue.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No best issue in a duplicate-triage sense: none of these issues is a plausible umbrella for the others, and the similarities are too shallow to merge the cluster around one report.", + "best_issue_reason": "issue:43295 is the most broadly framed regression report and has enough generality to serve as a weak representative of the cluster, but it is still not a real canonical for the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Same broad SAM3 family, but one is about a dummy Conv2d and the other about memory overflow; different failure modes and likely different fixes." + "reason": "Both mention Sam3, but one is about a dummy Conv2d implementation while the other is a memory overflow when calling sam3-litetext; different failure modes and likely different fixes." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "Different models and unrelated symptoms: TorchScript GeneratorExp export issue vs SigLIP2 zero probabilities." + "reason": "GeneratorExp/JIT export failure is unrelated to SigLIP2 zero probabilities; different models, code paths, and symptoms." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "Both touch flex attention, but one is an MPS attention correctness bug and the other is a PyTorch version-check/import problem." + "reason": "MPS attention correctness with mismatched head dims is unrelated to an incorrect PyTorch version gate for AuxRequest import in flex_attention." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated bugs." + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to resume_from_checkpoint key mismatch; both are broad regressions but not the same bug." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Different models and different problems: CUDA assert with device mapping vs accuracy regression after upgrade." + "reason": "Qwen3 auto device map cudaErrorAssert and DeepSeek accuracy regression are different models and different classes of failure." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Both involve generation, but they affect different models and code paths; no shared underlying bug is evident." + "reason": "Qwen3.5 flash-attention generation issues and DiffusionGemma pipeline failure are separate model-specific problems." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serve crashes, but one is a multimodal continuous-batching attribute error and the other is KV-cache continuation indexing." + "reason": "Both affect serve, but one crashes on multimodal continuous batching with a string .to() call while the other is a KV-cache continuation tensor indexing bug; not the same code-path problem." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "An import error for a flash-attention helper and a meta-device loading regression are unrelated." + "reason": "ImportError for a missing flash-attention helper is unrelated to meta-device loading regressions, despite both involving loading/integration paths." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Both involve processors, but one is a processor.tokenizer regression and the other is an incorrect batched video shape." + "reason": "Processor.tokenizer regression and incorrect video batch output shapes are different multimodal processing bugs." }, { "left": "issue:44977", "right": "issue:46710", "accept": false, - "reason": "Different issue class and model: flash-attention generation failure vs post-upgrade accuracy regression." + "reason": "Flash-attention generation failure in Qwen3.5 and accuracy regression in DeepSeek are not the same underlying issue." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "Dtype mismatches in inference and Wav2Vec2 save/tokenization failures are unrelated." + "reason": "dtype mismatches in CI for SwitchTransformers/TimmWrapperModel are unrelated to Wav2Vec2 save_pretrained/tokenization failures." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor _tokenizer crash and rope-parameter JSON list TypeError do not share the same code path." + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to rope-parameter dict conversion with JSON-loaded lists." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention integration crash with s_aux=None is unrelated to AutoModelForCausalLM text_config unwrapping." + "reason": "flash_attention.py crashing on s_aux=None is a sink-less flash-attention integration bug, not an AutoModelForCausalLM.from_config text_config unwrapping issue." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Both are multimodal-related, but one is a Qwen3OmniMoe video-processing error and the other is a Gemma4 fine-tuning token-type defaulting issue." + "reason": "Qwen3OmniMoe video processing ValueError and Gemma 4 mm_token_type_ids defaulting are different multimodal-input handling issues." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression and quantization offloading behavior are different bugs." + "reason": "Processor/tokenizer regression and quantization offloading behavior are distinct problems even though both involve multimodal/model-loading infrastructure." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "A missing config field after update and a TimesFM window_size AttributeError are unrelated." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to TimesFM window_size AttributeError; different models and APIs." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Both involve processors, but the reported failures are different: processor.tokenizer access vs wrong image size for OmDet-Turbo." + "reason": "Custom model code regression around processor.tokenizer is unrelated to OmDet-Turbo processor/model image-size mismatch." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "Tokenizer crashes on NER/batched padding versus return_tensors being ignored are distinct API bugs." + "reason": "LayoutLMv2Tokenizer crashes on NER/batching and return_tensors being ignored with text_kwargs are different tokenizer behaviors." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 device-map mismatch and return_tensors handling are unrelated." + "reason": "Gemma4 device_map='auto' forward mismatch is unrelated to return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile with SDPA on Bamba and gradient growth with ZeRO-3 are different training/runtime problems." + "reason": "Bamba torch.compile SDPA failure and gradient growth under HfDeepSpeedConfig + ZeRO-3 are separate training/runtime issues." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Incorrect batched video shape and tensor-parallel OOM are unrelated." + "reason": "Video processor batched-shape bug and Qwen2-57B-A14B-Instruct tp OOM are unrelated." }, { - "left": "issue:29870", - "right": "issue:29942", + "left": "issue:43572", + "right": "issue:44987", "accept": false, - "reason": "Bart generate() UnboundLocalError and Flash Attention 2 test failures do not indicate the same underlying bug." + "reason": "StableLmConfig pad_token_idx regression and loading physical-intelligence/fast on transformers>=5.1 are different compatibility issues." }, { - "left": "issue:43572", - "right": "issue:44987", + "left": "issue:29870", + "right": "issue:29942", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and loading physical-intelligence/fast failing are not the same issue." + "reason": "BART decoder_attention_mask UnboundLocalError and failing Flash Attention 2 tests are different bugs in different code paths." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Both are import/backend mapping issues, but they involve different missing entries and different failure contexts." + "reason": "flash_attn import KeyError on Python 3.13 is unrelated to an unsupported tensorflow_text backend mapping error." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Different import errors for different symbols/modules; no shared root cause is shown." + "reason": "Missing _flash_supports_window_size import and Qwen2.5-VL import failure are both import errors but for different symbols and modules." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Gemma4 token-type defaults and Gemma4 PLE device mismatch are separate forward-path bugs." + "reason": "Gemma 4 mm_token_type_ids defaulting and PLE device mismatch under auto device mapping are separate Gemma4 issues." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "A local-path trailing-slash import warning and a SigLIP2 implementation discrepancy are unrelated." + "reason": "Trailing-slash import warning for local models is unrelated to SigLIP2 implementation discrepancy." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 documentation errors and return_tensors being ignored are different problems." + "reason": "SigLIP2 documentation example errors are unrelated to return_tensors being ignored with text_kwargs." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "Processor.tokenizer regression and SigLIP2 HF-vs-JAX discrepancy are not the same bug." + "reason": "processor.tokenizer regression and SigLIP2 HF-vs-JAX discrepancy are not the same bug." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both are apply_chat_template issues, but one is zero assistant masks for multimodal inputs and the other is a crash with tool-call assistant messages." + "reason": "All-zero assistant masks for multimodal inputs and crashes on tool-call assistant messages are different apply_chat_template failures." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import error are unrelated." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-VL import failure are unrelated model/config problems." } ] }, @@ -9284,8 +9161,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -9340,10 +9217,10 @@ ], "soft_pairs": [ "issue:45381|issue:46209", - "issue:28218|issue:35141", "issue:44466|issue:45127", - "issue:43278|issue:43856", + "issue:28218|issue:35141", "issue:44737|issue:46894", + "issue:43278|issue:43856", "issue:43452|issue:46512", "issue:43653|issue:44112", "issue:43262|issue:43450", @@ -9368,202 +9245,208 @@ "issue:43388|issue:43526", "issue:43606|issue:45083" ], - "prepared_review_unit_hash": "da96d2dc974d004187949b25c995d68b84e94f3da598b330008162b49271ee58", + "prepared_review_unit_hash": "00128302475710cc9603784edc577b7db198dbcb83034ed1d20a87240f4028e3", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36574, - "estimated_input_tokens": 9144, - "estimated_eval_tokens": 18544 + "serialized_chars": 36571, + "estimated_input_tokens": 9143, + "estimated_eval_tokens": 18542 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous: mostly unrelated bug reports across tokenization, multimodal processing, model config, serialization, and training/runtime edge cases. None of the soft pairs look like true duplicates of the same underlying bug/change. If forced to nominate a representative, the broadest core regression is the `from_pretrained()` non-persistent-buffer corruption issue.", - "confidence": 0.31, - "canonical_issue_reason": "issue:43950 is the broadest, most central transformers 5.x regression in the set: it affects core model loading/state handling and has wide applicability beyond one model family.", + "summary": "The cluster is mostly a loose mix of unrelated issues. I found one likely duplicate pair about Gemma4 quantized multimodal embedders casting to the wrong dtype; the rest are distinct bugs or docs issues and should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": "issue:46899 is the clearest and most complete report of the shared quantized vision/audio embedder dtype-cast bug; issue:46932 reads like a narrower follow-up/fix note for the same problem.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best representative issue because it is a clear, high-impact framework-level regression rather than a model-specific or docs-only problem.", + "best_issue_reason": "issue:46899 best represents the duplicated bug because it describes the end-user failure, covers both audio and vision paths, and has the fuller repro context.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Different failures: Qwen2.5-VL position-id logic vs FP8 inference on B200. Shared hardware/runtime theme is too broad." - }, - { - "left": "issue:28218", - "right": "issue:35141", - "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to embedding resizing/reinitialization." + "reason": "Different Qwen2.5-VL bugs: bad vision_position_ids vs FP8 inference failure on B200." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both involve tied weights, but one is serialization/device-dependent and the other is LoRA merge collapse. Not the same bug." + "reason": "Both involve tied-weights/LM head behavior, but the concrete failures differ (serialization inconsistency vs LoRA merge collapse)." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "BF16-to-FP32 eval dtype drift is unrelated to Qwen3 MoE memory usage." + "reason": "Tokenizer spacing bug and embedding reinit bug are unrelated code paths." }, { "left": "issue:44737", "right": "issue:46894", "accept": false, - "reason": "XLNet CPU arange placement and CohereASR double-shift training loss are different code paths and symptoms." + "reason": "XLNet CPU arange issue is unrelated to CohereASR double-shift training loss." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different problems: dtype drift in evaluate vs Qwen3 MoE memory usage." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "gguf_file loading failure is unrelated to stale `config.dtype` after `from_config()`." + "reason": "from_pretrained gguf loading bug is unrelated to from_config(dtype=...) stale config dtype." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI device override test are not the same issue." + "reason": "Tokenizer special-token registration bug and GraniteSpeech CI stale test are different." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate default and batched video output shape are unrelated processor bugs." + "reason": "Audio chat-template sampling-rate bug is unrelated to batched video processor shape handling." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Qwen2.5-VL import/export issue versus DeepSeek detokenization regression; different models and failures." + "reason": "Import error for Qwen2.5-VL is unrelated to DeepSeek-Coder detokenization." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Both are v5 regressions, but one is buffer loading corruption and the other is CLIP module structure inconsistency." + "reason": "Non-persistent buffer corruption and CLIPTextModel structure inconsistency are different regressions." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Same missing-`pad_token_id` symptom, but on different configs/models and likely separate fixes." + "reason": "Same symptom class (missing pad_token_id), but different model configs and not clearly the same underlying bug." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Tokenizer loading failure and save/tokenization failure in a different speech model are related only at a very high level." + "reason": "AutoTokenizer load failure and Wav2Vec2 save/tokenization failure are distinct issues." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "Label reduction bug and `return_tensors` being ignored are unrelated processor behaviors." + "reason": "Label reduction bug and return_tensors being ignored are unrelated processor behaviors." }, { "left": "issue:45200", "right": "issue:46899", "accept": false, - "reason": "`mm_token_type_ids` defaulting to zeros is unrelated to unsafe dtype casting in quantized embedders." + "reason": "Gemma4 mm_token_type_ids defaulting issue is separate from quantized embedder dtype casting." }, { "left": "issue:45200", "right": "issue:46932", "accept": false, - "reason": "These are different Gemma4 problems: multimodal token-type defaults vs quantized embedder dtype casting." + "reason": "Gemma4 mm_token_type_ids defaulting issue is separate from quantized embedder dtype casting." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver positional interpolation and RT-DETR memory release are different subsystems and bug classes." + "reason": "Perceiver interpolation failure and RT-DETR memory release bug are unrelated." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "A failing image-generation test for Janus is unrelated to a stale paged-generate warning." + "reason": "Janus image generation test failure and paged-generate warning issue are different." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent conversion mismatch and a GraniteSpeech CI test issue do not describe the same underlying bug." + "reason": "DAC forward/from_latents mismatch is unrelated to GraniteSpeech CI test flakiness." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma4 multimodal token-type defaults and Qwen2.5-VL rope-index scaling are different multimodal bugs." + "reason": "Different multimodal bugs: Gemma4 token type ids vs Qwen2.5-VL rope index scaling." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformers and Bamba SDPA compile failure are unrelated model-specific issues." + "reason": "SwitchTransformers sparse-layer config bug and Bamba SDPA compile bug are unrelated." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Both mention GPU/runtime failures, but one is auto device mapping assert and the other is FP8 inference on B200." + "reason": "Different hardware/model failures: A800 cuda assert vs B200 FP8 inference." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Removal of `is_torch_fx_available` breaking remote-code models is unrelated to a missing import_utils helper." + "reason": "Removed utility API and missing Falcon-Mamba utility flag are unrelated." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "OmDet-Turbo input-size mismatch and LwDetrImageLoss AMP crash are different vision-model bugs." + "reason": "Processor output size mismatch and AMP float16 crash are different bugs." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs issues, but one is about removed `pipeline()` references and the other about `return_all_scores` wording." + "reason": "Both are docs regressions, but they concern different pipeline APIs and are not the same change." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC forward/latents mismatch is unrelated to the Qwen3 Omni MoE feature-extraction helper behavior." + "reason": "DAC latent mismatch and qwen3_omni_moe length helper behavior are unrelated." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Mixed-precision loss crash and missing auxiliary losses when denoising is off are separate D-FINE problems." + "reason": "AMP/CUDA crash and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both touch labels, but one drops tuple elements in metric gathering while the other truncates image labels; different layers and failure modes." + "reason": "Mask2Former gather_for_metrics label dropping and BeitImageProcessorFast reduce_labels bug differ." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch in Bark and a Qwen3 Omni MoE helper-length issue are unrelated." + "reason": "CPU offload device mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Both describe the same Gemma4 quantized multimodal embedder dtype-casting bug; 46932 is a narrower fix-oriented duplicate of 46899." } ] }, @@ -9582,8 +9465,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -9666,20 +9549,20 @@ "issue:43819|issue:44493", "issue:39692|issue:43526" ], - "prepared_review_unit_hash": "c08abf1d356e0f6cc27e20782b7f8ecd8ebb4a323b54396cb5781baf874a05d3", + "prepared_review_unit_hash": "8cf2376b93879e21b8c8e9521f69366ec8f3e6ef2889aa32a801164b3567e796", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36517, + "serialized_chars": 36519, "estimated_input_tokens": 9130, "estimated_eval_tokens": 18516 }, @@ -9688,180 +9571,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a heterogeneous collection of unrelated issue reports; none of the proposed soft pairs look like true duplicates or the same code change. The strongest standalone issue is the open apply_chat_template multimodal assistant_masks bug.", - "confidence": 0.94, - "canonical_issue_reason": "issue:44521 is the clearest, most actionable report: it has a focused repro, active discussion, and a concrete failure in apply_chat_template for multimodal inputs.", + "summary": "No soft pair looks like a true duplicate: the cluster is broad and the proposed matches usually share only a subsystem name or a vague regression theme, not the same concrete bug.", + "confidence": 0.98, + "canonical_issue_reason": "No single issue is a good canonical representative here; the items span unrelated bugs across loading, caching, chat templating, CI, and model-specific edge cases.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best representative issue here because it is specific, reproducible, and currently open, making it the most useful anchor for triage.", + "best_issue_reason": "No single issue is especially suitable as the global best issue because there is no coherent underlying duplicate cluster to represent.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46512", "right": "issue:46821", "accept": false, - "reason": "Different bugs: stale config dtype after from_config versus window_size causing AttributeError in TimesFM 2.5." + "reason": "Different bugs: one is dtype/config state propagation in from_config, the other is a TimesFM window_size AttributeError." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Unrelated failure modes: unsupported center arg in LasrFeatureExtractor versus Whisper empty-transcription generation after align_special_tokens." + "reason": "Different models and failure modes: LasrFeatureExtractor center-arg crash vs Whisper empty-transcription behavior after align_special_tokens." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Different subsystem and symptom: missing _flash_supports_window_size import versus Torch 2.10 compatibility." + "reason": "One is a missing internal import symbol; the other is a broad Torch 2.10 compatibility problem." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Unrelated issues: SwitchTransformers sparse layer creation versus BigBirdTokenizer special-token registration." + "reason": "Different code paths: SwitchTransformers sparse-layer construction vs BigBirdTokenizer special-token registration/decoding." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Different model families and code paths: AutoModelForCausalLM config unwrapping versus CLIP class structure inconsistency." + "reason": "Both involve model config structure, but they are different architectures and different bugs (Qwen multimodal text_config unwrapping vs CLIP text model structure)." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "No shared underlying bug: zero probabilities in SigLIP2 versus RT-DETR memory not being released." + "reason": "Unrelated issues: SigLIP2 zero probabilities vs RT-DETR memory not being released." }, { "left": "issue:46424", "right": "issue:46858", "accept": false, - "reason": "Both touch cache behavior, but the concrete problems differ: cache length config handling versus device tensor returned from get_seq_length." + "reason": "Different cache bugs: max_cache_length handling vs device-tensor seq_length breaking slice arithmetic under compile." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Different test/runtime failures: Flash Attention 2 test breakage versus Trainer broadcast rejecting NoneType." + "reason": "Different areas and symptoms: Flash Attention 2 test failures vs Trainer/_gpu_broadcast_one NoneType handling." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Completely different errors: missing PyTorch ImportError versus MacOS bus error loading a CLIP model." + "reason": "Different environment/runtime problems: missing PyTorch import vs MacOS bus error loading a community CLIP model." }, { "left": "issue:43611", "right": "issue:44466", "accept": false, - "reason": "Both involve model loading/serialization, but they are different bugs with different failure points and fixes." + "reason": "One concerns model loading with base_model_prefix, the other inconsistent lm_head.weight serialization; not the same bug." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Different models and failures: SwitchTransformers sparse-layer config bug versus Beit legacy field load failure." + "reason": "Different failures in different model code paths: sparse layer creation vs legacy-field preset loading for BEiT segmentation." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "No shared underlying issue: Python 3.13 IndentationError in DebertaV2 versus a Qwen3 Omni helper-function behavior bug." + "reason": "Python 3.13 import/parsing error vs qwen3_omni_moe helper behavior; unrelated defects." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Different scope: torch.compile/SDPA failure in Bamba versus a stale CI test in GraniteSpeech." + "reason": "A torch.compile/SDPA model bug and a stale CI device-override test are not the same underlying issue." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Different platform dependency problems: flash_attn import key error on Python 3.13 versus Windows ROCm torch.distributed import/type issues." + "reason": "Different platform/dependency regressions: flash_attn import lookup on Python 3.13 vs Windows ROCm torch.distributed import behavior." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Unrelated import errors: flash-support helper missing versus HybridCache import failure." + "reason": "Both are import errors, but they refer to different missing symbols and different subsystems." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different model behaviors: Pegasus output drift across v4/v5 versus Qwen3_5 recurrent state reset with cache." + "reason": "Different behavior regressions: v4/v5 output mismatch for Pegasus vs recurrent state reset in qwen3_5 modular cache handling." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Different components: SwitchTransformers config bug versus qwen3_omni_moe feature-length helper behavior." + "reason": "The titles point to different model families and different bugs; only a broad Transformer theme is shared." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "No duplicate evidence; one is a model-creation bug, the other is a CI test regression." + "reason": "Sparse-layer config bug vs CI test failure in GraniteSpeech; no shared concrete code-path." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both concern chat-template code, but they describe different edge cases and different tokenizer stacks; not clearly the same bug." - }, - { - "left": "issue:43335", - "right": "issue:45593", - "accept": false, - "reason": "Different models and symptoms: SwitchTransformers sparse-layer creation versus D-FINE auxiliary-loss handling." + "reason": "Both are chat-template related, but one is a tool-call/no-content crash and the other is continue_final_message on mistral_common tokenizers." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Related area but not the same bug: one is a batched padding=False crash, the other is all-zero assistant masks on multimodal inputs." + "reason": "Same broad API, but different concrete failures: batched padding=False crash vs all-zero assistant_masks for multimodal inputs." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Different issues entirely: dtype drift between train/eval versus an incorrect pipeline() error message." + "reason": "Different bug classes: dtype mismatch during train/eval vs incorrect pipeline translation messaging." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Different problems: model loading regression for Llama 3.2 Vision versus embedding resize reinitializing output embeddings." + "reason": "Model-loading regression for a specific model vs token-embedding reinitialization after resize; not the same defect." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Different code paths: flash_attention.py handling of s_aux=None versus Qwen3_5MoeTextRotaryEmbedding CPU-offload compatibility." + "reason": "Flash-attention s_aux=None crash and CPU-offload rotary embedding incompatibility are separate issues." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Different symptoms and contexts: local-path trailing-slash import warning versus GLM-4.7-Flash unit-test load failure." + "reason": "Trailing-slash local-path import warning vs failing to load a specific GLM-4.7 model in tests." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "Different failure domains: LayoutLMv3 box-content error message clarity versus Trainer GPU broadcast TypeError." + "reason": "Different failures: LayoutLMv3 error-message clarity vs Trainer GPU broadcast NoneType type error." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Different model bugs: DAC latent/forward mismatch versus unexpected position-id key warnings across many models." + "reason": "DAC forward/latent mismatch and unexpected position-id keys are unrelated model bugs." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Different areas: SigLIP2 docs example problems versus BeitImageProcessorFast reduce_labels returning the wrong labels." + "reason": "Documentation example issues for SigLIP2 vs a BEiT fast image-processor label-reduction bug." } ] }, @@ -9880,8 +9757,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -9961,196 +9838,196 @@ "issue:43278|issue:43329", "issue:10000|issue:15354" ], - "prepared_review_unit_hash": "686332fb5f3e0767f901c85ca1feada5e867ba526cf7b4a37db166c33e5213bb", + "prepared_review_unit_hash": "c7f0b2f989d6cdf3beaa5ae2fb8bd6f57a6db2bedc47d59f0d4bab174dd4ba8b", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 34966, - "estimated_input_tokens": 8742, - "estimated_eval_tokens": 17740 + "serialized_chars": 34959, + "estimated_input_tokens": 8740, + "estimated_eval_tokens": 17736 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most soft links are superficial topical matches, not true duplicates. Only the two Qwen3.5 MoE from_pretrained reports appear to describe the same regression and should be merged as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "issue:45310 is the better canonical issue: it\u2019s the earlier report, has the same Qwen3.5 MoE from_pretrained failure, and provides the fuller initial context.", + "summary": "This cluster is mostly heterogeneous issue reports. The only clear duplicate pair is the repeated Qwen3.5 MoE from_pretrained error (issues 45310 and 45478); the rest are distinct bugs or regressions in different code paths.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45310 is the best canonical issue because it has an almost exact duplicate in 45478 with the same title and underlying Qwen3.5 MoE from_pretrained failure, making it the clearest representative bug report in this set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best global representative because it most clearly captures the shared bug and predates the later duplicate.", + "best_issue_reason": "Issue 45310 is the strongest issue to keep as the representative bug report: it is specific, well-scoped, and has a near-identical duplicate confirming the same underlying regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Different failure modes: missing chat template vs device_map/meta-device loading bug." + "reason": "Different failures: missing chat template vs. model weights staying on meta with auto device map." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Both are runtime errors, but they affect different models and code paths; not the same bug." + "reason": "Unrelated bugs affecting different models and paths; one is CPU offload device mismatch, the other AMP loss crash." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "One is an accelerate loading/unpacking problem; the other is a stale CI device override test." + "reason": "Different code paths: accelerate loading of packed BitNet weights vs. GraniteSpeech CI device override test." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Unrelated problems: documentation/model mismatch versus position-id/key handling across models." + "reason": "Different symptoms and subsystems: SigLIP2 doc example errors vs. a broad position-id key regression." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing issue and Trainer broadcast error are unrelated." + "reason": "Tokenizer spacing bug and Trainer broadcast NoneType error are unrelated." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same concrete regression: Qwen3.5 MoE from_pretrained fails on transformers>=5.4.0." + "reason": "Near-identical reports of the same Qwen3.5 MoE from_pretrained regression with matching title and failure mode." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both mention v5 regressions, but they concern different models and different behaviors." + "reason": "Both mention output differences, but one is Pegasus v4/v5 behavior and the other is Deepseek tokenizer correctness; not the same bug." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Unsupported processor argument vs device-mapping mismatch; no shared code-path bug." + "reason": "Different models and errors: unsupported center arg in audio feature extraction vs. Gemma4 device mismatch." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Resume-from-checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length logic." + "reason": "Resume-from-checkpoint key mismatch is unrelated to qwen3_omni_moe feature-extractor length behavior." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "CUDA OOM in a video model is not the same as image over-padding." + "reason": "CUDA OOM in Sam3Video is not the same underlying issue as Swin2SR image over-padding." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Both are training-start/resume complaints, but the reported errors and likely root causes differ." + "reason": "Resume-from-checkpoint epoch iterator failure and FineWeb training startup failure are distinct training issues." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "Extended-vocab LoRA collapse is unrelated to category-count limits." + "reason": "LoRA merge / tied embeddings collapse is unrelated to the categorical limit runtime error." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer error masking and missing import_utils symbol are different issues." + "reason": "Tokenizer protobuf error handling and a missing import_utils helper are different bugs." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "GPU broadcast NoneType error and MacOS bus error on CLIP are unrelated." + "reason": "Trainer _gpu_broadcast_one NoneType error is not the same as a MacOS bus error in CLIP loading." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related, but they affect different models and different inference paths." + "reason": "Both involve dtype issues, but they affect different models and concrete failures; not mergeable as one fix." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Path-trailing-slash import warning is unrelated to tensor-parallel OOM on Qwen2-57B." + "reason": "Local-path trailing-slash import warning is unrelated to Qwen2-57B tensor-parallel OOM." }, { "left": "issue:45593", "right": "issue:47000", "accept": false, - "reason": "Different detection-loss failures with different symptoms and likely causes." + "reason": "Different detection-loss bugs with different triggers and failure modes." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is unrelated to qwen3_omni_moe length calculation." + "reason": "Torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to qwen3_omni_moe output-length behavior." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Flash Attention 2 support issue and Llama 3.2 vision loading regression are different problems." + "reason": "Flash Attention 2 support for XLMRoberta and Llama 3.2 model loading regression are different problems." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Zero probabilities in SigLIP2 is not the same as unexpected position-id keys." + "reason": "SigLIP2 zero probabilities and unexpected position-id keys are different model bugs." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Inconsistent compiled chunked generation and quantized-cache max length handling are distinct bugs." + "reason": "Compiled forward chunked generation inconsistency is not the same as max_cache_length only applying to quantized cache." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Failing FA2 tests and post-init reinitialization after resizing embeddings are unrelated." + "reason": "Failing Flash Attention 2 tests and output embedding reinitialization on resize are unrelated." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "BART decoder_attention_mask bug is unrelated to Trainer GPU broadcast NoneType." + "reason": "Bart generate decoder_attention_mask bug is unrelated to Trainer broadcast NoneType error." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id bug are different code paths." + "reason": "Chat template crash with tool calls is a different path from Qwen2.5-VL video position-id handling." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "BF16-to-FP32 evaluation dtype drift is unrelated to multimodal token counting video-branch undefined variables." + "reason": "Embedding dtype drift in evaluation and an undefined-variable video token-count bug are unrelated." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "DistilBertModel issue and torch.jit.script GeneratorExp export failure are unrelated." + "reason": "German DistilBertModel issue and torch.jit.script GeneratorExp export failure are unrelated legacy bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the only clearly mergeable duplicate pair here is issue:45310 and issue:45478, which share the same title/regression and are ordered correctly with the earlier issue as canonical. The other soft-edge rejections are conservative and do not overclaim equivalence based on the limited evidence in the packet." + "feedback": "The summary is grounded in the packet: 45310/45478 is the only clearly duplicated pair by title/body, and the remaining soft-pairs are conservatively rejected as different issues. I don\u2019t see evidence of overstatement, and there are no PR-pair mergeability concerns here." }, "evaluator_used": true, "retried": false, @@ -10166,8 +10043,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -10253,220 +10130,220 @@ "issue:45198|issue:45803", "issue:44977|issue:45563" ], - "prepared_review_unit_hash": "64d9da7c97aeefcc89a12bc3007910b3f61f8c8d9c9d5cdb4de99754c6a2b061", + "prepared_review_unit_hash": "f4256ea590fe9cd4074c0b787e726b057c940cba2e93bd3736bc909f7d068983", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37315, - "estimated_input_tokens": 9329, - "estimated_eval_tokens": 18914 + "serialized_chars": 37321, + "estimated_input_tokens": 9331, + "estimated_eval_tokens": 18918 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated issues across tokenization, generation, evaluation, quantization, and packaging. None of the soft pairs look like the same underlying bug or change, so I rejected all pairings.", - "confidence": 0.94, - "canonical_issue_reason": "issue:45920 is the strongest representative issue here: it describes a clear regression, affects multiple models, and has broad impact with a concrete tokenizer failure mode.", + "summary": "This cluster is not a duplicate set: it mixes unrelated issues across tokenizers, generation, training, caching, vision, and packaging. No soft edge looks like the same underlying bug/change.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue stands out because the items are heterogeneous and do not share a single root cause.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best single issue to anchor the cluster because it is specific, well-scoped, and broad enough to be useful as a representative bug report.", + "best_issue_reason": "No single issue is a good global representative; at best, issue 45920 is the broadest regression report, but it still does not match most of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Flash-attention import failure and TensorFlow installation/backend packaging are unrelated." + "reason": "ImportError for flash attention utils vs missing TensorFlow backend package." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Chat template tool-call crash and video padding calculation bug are different code paths." + "reason": "Chat template tool-call crash vs video processor padding bug." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "BART generate() UnboundLocalError and DeepSpeed Adafactor OOM are unrelated failures." + "reason": "BART generate() mask bug vs DeepSpeed Adafactor OOM." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus output regression and Qwen3.5 flash-attention generation crash are different model-specific issues." + "reason": "Pegasus output regression vs Qwen3.5 flash-attn generation crash." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA ReLU discussion and removal of is_torch_fx_available breaking trust_remote_code are not the same bug." + "reason": "DSA indexer/ReLU discussion vs trust_remote_code FX helper removal." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Eval dtype drift and gradient-checkpointing-in-eval are separate evaluation-mode problems." + "reason": "Eval dtype drift vs gradient checkpointing unsupported in eval." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Python 3.13 JIT parsing error and Qwen3.5 decorator registration error are distinct decorator-related failures." + "reason": "Python 3.13 IndentationError vs missing decorator for kernel registration." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Multi-image IterableDataset finetuning and BeitImageProcessorFast label reduction are unrelated preprocessing bugs." + "reason": "IterableDataset multi-image finetuning failure vs BEiT label reduction bug." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Wrong token IDs in AutoTokenizer and silently ignored return_tensors are different tokenizer API bugs." + "reason": "Tokenizer regression across many models vs ignored return_tensors kwarg." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "NoneType GPU broadcast error and Adafactor/DeepSpeed OOM are different training failures." + "reason": "Trainer broadcast NoneType error vs optimizer-related OOM." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation bug and multi-GPU CUDA OOM are not the same concrete issue." + "reason": "Flash-attention generation crash vs multi-GPU CUDA OOM." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Config losing custom token IDs and loading the wrong custom module after save_pretrained are separate save/load problems." + "reason": "Config token IDs lost vs wrong custom module loaded after save/load." }, { "left": "issue:46421", "right": "issue:46858", "accept": false, - "reason": "Spurious recompilation from lazy cache init and device-tensor seq_length arithmetic failure are different cache/compile bugs." + "reason": "Spurious recompilation vs static-cache slice arithmetic failure." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Trailing-slash import warning and quantization offloading not working are unrelated loading/runtime issues." + "reason": "Local-path import warning vs quantization offloading failure." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization offloading malfunction and Gemma4 multi-GPU OOM are different memory-management problems." + "reason": "Offloading/quantization issue vs Gemma4 CUDA OOM." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nested-list behavior and GPU broadcast NoneType error are unrelated." + "reason": "Pipeline top_k shape change vs Trainer GPU broadcast error." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Different generation output vs. device-dependent serialization of lm_head.weight are not the same bug." + "reason": "Generation output mismatch vs tied-weight serialization inconsistency." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are unrelated trainer issues." + "reason": "Eval checkpointing restriction vs checkpoint resume key mismatch." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility and DeepSeekV3MoE implementation divergence are unrelated." + "reason": "Python version compatibility break vs DeepSeekV3MoE divergence." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma eos_token_id mismatch and Qwen3.5 flash-attention generation failure are different model-specific bugs." + "reason": "Gemma eos_token_id config mismatch vs Qwen3.5 flash-attn crash." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated." + "reason": "LayoutLMv3 error clarity issue vs token counter not updating." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS bus error for CLIP and SigLIP2 documentation/model mismatch are different issues." + "reason": "MacOS bus error vs documentation example errors." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Eval dtype drift and Qwen2-57B tensor-parallel OOM are not the same underlying problem." + "reason": "Eval dtype change vs tensor-parallel load OOM." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "trust_remote_code breakage from removed helper and DeepSeek tokenizer regression are distinct v5 issues." + "reason": "Removed FX helper breakage vs tokenizer regression in v5." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "flash_attention.py crash on s_aux=None and Gemma4 PLE device mismatch are different forward-pass failures." + "reason": "Flash-attention None handling vs device-map PLE mismatch." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token omission and Gemma3 NaN embeddings with sliding-window attention are unrelated." + "reason": "Special-token insertion bug vs Gemma3 NaN embeddings." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Qwen3 auto device mapping assert and Gemma4 multi-GPU OOM are different multi-device failures." + "reason": "Device-mapping assert vs multi-GPU OOM." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2Tokenizer crash on NER/padding and Wav2Vec2 save/tokenization failure are unrelated tokenization bugs." + "reason": "LayoutLMv2 tokenizer crash vs Wav2Vec2 save/tokenization failure." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are different tokenizer/model issues." + "reason": "MLuke tokenizer AttributeError vs Wav2Vec2 save/tokenization failure." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except exception handling are unrelated." + "reason": "Wav2Vec2 serialization/tokenization bug vs Fuyu exception handling bug." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and stale paged-generate warning are not the same code-path." + "reason": "Generation crash vs stale warning text." } ] }, @@ -10485,8 +10362,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -10553,11 +10430,11 @@ "issue:43575|issue:43701", "issue:29127|issue:33357", "issue:43412|issue:45588", - "issue:45491|issue:46693", "issue:45372|issue:45588", + "issue:45491|issue:46693", "issue:42490|issue:43381", - "issue:29127|issue:35141", "issue:45245|issue:45563", + "issue:29127|issue:35141", "issue:45459|issue:45712", "issue:45440|issue:45593", "issue:43994|issue:45412", @@ -10571,20 +10448,20 @@ "issue:44442|issue:45072", "issue:43526|issue:45834" ], - "prepared_review_unit_hash": "ccaa664e4ed9b881d51b29193f332eee0c0e7f8ca5731198381bd9e1d83b5fac", + "prepared_review_unit_hash": "9391ddd2879d5067b0737b0a1d886ba69cb782e2a0c0e5dad5d7aa4869ac2c4f", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36515, + "serialized_chars": 36514, "estimated_input_tokens": 9129, "estimated_eval_tokens": 18514 }, @@ -10593,198 +10470,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster does not look like a true duplicate set; the issues span many unrelated models, tokenizer/loading paths, export bugs, quantization, and performance regressions. No soft edge is strong enough to merge.", - "confidence": 0.95, - "canonical_issue_reason": "issue:46693 is the most active and concrete runtime-regression report in the set, but it should only serve as a loose representative because the cluster is heterogeneous.", + "summary": "These items are a collection of unrelated Transformers bugs across different models and subsystems; none of the soft pairs look like the same underlying issue, so all should be rejected as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44462 is the clearest broadly relevant bug report in the set: it has concrete reproduction details, impacts AutoTokenizer loading, and is phrased as a precise user-facing regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46693 has the richest discussion and is a clear user-facing regression report, making it the best single issue representative of the set despite weak cluster coherence.", + "best_issue_reason": "issue:44462 is the best issue candidate because it is specific, actionable, and well-scoped to a real loading-path problem with likely wider impact than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "Unrelated bugs: base_model_prefix loading vs rope-validation type handling." + "reason": "Both are loading/config-related, but one is a base_model_prefix regression and the other is a rope-validation TypeError; different code paths and failures." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "Different failures in unrelated code paths: BART generate() vs Llama 3.2 Vision model loading." + "reason": "BART generate() decoder mask initialization and Llama 3.2 vision model loading are unrelated bugs." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention test failures and void segmentation-map processing are different problems." + "reason": "Flash Attention 2 test failures and void segmentation map processing are different subsystems with different failure modes." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "Tokenizer special-token registration vs Qwen recurrent-state cache reset are unrelated." + "reason": "Tokenizer special-token registration and Qwen3.5 recurrent-state caching are not the same bug." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Feature extractor center-arg regression is unrelated to Qwen video-input regression." + "reason": "Unsupported center argument in a feature extractor is unrelated to the Qwen VL video-input regression." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Both involve quantization, but one is FP8 config failure and the other is quantized model saving; different bugs." + "reason": "Qwen3Moe FP8 config failure and quantized model saving are separate quantization bugs." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Both are model-implementation divergence reports, but for different architectures and symptoms." + "reason": "Smollm3 RoPE-layer dropping and DeepseekV3MoE divergence are different model implementation issues." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer decode issue and FastSpeech2ConformerTokenizer load failure are distinct tokenizer bugs." + "reason": "BigBird tokenizer special-token registration and FastSpeech2ConformerTokenizer loading are distinct tokenizer bugs." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "SAM3 pixel-decoder dummy layer issue is unrelated to SigLIP2 AutoModel/pipeline output quality." + "reason": "A dummy Conv2d placeholder in Sam3PixelDecoder is not the same as SigLIP2 producing nonsensical outputs." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy Conv2d placeholder and RT-DETR memory leak are different defects." + "reason": "Sam3PixelDecoder dummy layer and RT-DETR memory release are unrelated issues." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failures from torch_compilable_check are unrelated to Wav2Vec2 save/tokenization issues." + "reason": "torch.export failures with torch_compilable_check are unrelated to Wav2Vec2 save_pretrained/tokenization failures." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are unrelated." + "reason": "Tensor-parallel OOM on Qwen2-57B and resume_from_checkpoint key mismatch are different problems." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 box-validation error and CLIP bus error on macOS are unrelated." + "reason": "LayoutLMv3 box info error messaging and a CLIP MacOS bus error are not the same underlying bug." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Gemma3n export problems and flash_attention s_aux=None crash are different code paths." - }, - { - "left": "issue:45491", - "right": "issue:46693", - "accept": false, - "reason": "Both mention FA2/long-context behavior, but one is NaN embeddings in Gemma3 and the other is a performance regression after 5.2.0." + "reason": "Gemma3n export guard/erfinv support and flash_attention s_aux=None crashes occur in different code paths." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma4 processor import failure and flash_attention integration crash are unrelated." + "reason": "Gemma 4 processor loading import error and flash_attention sink handling are unrelated." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:45491", + "right": "issue:46693", "accept": false, - "reason": "Local-path import warning and gradient-checkpointing eval-mode restriction are unrelated." + "reason": "Gemma3 NaN embeddings from all-padding windows and FA2 long-context performance regression are different symptoms with different root causes." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "Poor LayoutLMv3 error messaging and embedding reinitialization on resize are unrelated." + "reason": "Path-with-slash import warning and gradient-checkpointing eval-mode behavior are not the same issue." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-cardinality runtime error and paged generate warning are different issues." + "reason": "Category-cardinality overflow and a stale generate() warning are different generate/save behaviors." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error clarity and token-embedding reinitialization after resize are unrelated." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer error masking and leftover dummy classes are unrelated maintenance/runtime problems." + "reason": "Protobuf decode error masking tokenizer failures and leftover dummy classes in dummy_pt_objects are separate cleanup/exception-handling issues." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeek implementation divergence and D-FINE auxiliary-loss behavior are unrelated." + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss behavior are different model bugs." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 model output issues and RT-DETR memory retention are different bugs." + "reason": "SigLIP2 bad outputs and RT-DETR memory leak do not share the same underlying cause." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both involve Gemma4, but one is an import dependency failure and the other is a missing processor attribute." + "reason": "ReasoningEffort import failure and Gemma4Processor missing _tokenizer are distinct processor-loading regressions." }, { "left": "issue:45406", "right": "issue:46701", "accept": false, - "reason": "Gemma4 serve crash and DiffusionGemma image-text-to-text pipeline failure are different failures." + "reason": "Gemma4Processor attribute error and DiffusionGemma image-text pipeline failure are different bugs." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "OOM from loading a specific Qwen model and int4 reserved-memory regression are related only broadly by memory pressure." + "reason": "TP OOM on Qwen2-57B and int4 reserved-memory regression are both memory-related but not the same code-path problem." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Tokenizer post-processor update behavior and Gemma3 NaN embeddings are unrelated." + "reason": "Runtime post-processor updates for special tokens and Gemma3 NaN embeddings are unrelated." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "RT-DETR cleanup/memory leak and Sam3-litetext memory overflow are different memory issues." + "reason": "RT-DETR garbage-collection memory leak and sam3-litetext memory overflow are different memory issues." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are distinct tokenizer-loading bugs." + "reason": "Wrong tokenizer decoder type in v5 and AutoTokenizer ignoring tokenizer.json are different tokenizer-loading problems." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma4 processor import dependency issue and protobuf error masking are unrelated." + "reason": "Gemma 4 processor import failure and protobuf-missing tokenizer decode masking are unrelated exception paths." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading and bf16 dtype mismatches are unrelated." + "reason": "FastSpeech2ConformerTokenizer loading and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are separate bugs." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 OCR index error are unrelated image-processing bugs." + "reason": "BeitImageProcessorFast reduce_labels truncation and Kosmos2.5 long-OCR index errors are not the same underlying issue." } ] }, @@ -10803,8 +10680,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -10887,202 +10764,196 @@ "issue:43316|issue:43525", "issue:45003|issue:45440" ], - "prepared_review_unit_hash": "25117b36f95d7b4f1c80b4cde3ab76ceb555957f8826b058b530bbb1a2967fa9", + "prepared_review_unit_hash": "3ad74388bdf2ae424ec8c2cc4e58eee4b89be867808ea2805686ccfaac05bbf5", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35947, - "estimated_input_tokens": 8987, - "estimated_eval_tokens": 18230 + "serialized_chars": 35955, + "estimated_input_tokens": 8989, + "estimated_eval_tokens": 18234 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of issues with a few weak theme overlaps around Flash Attention, Qwen-family models, and loading/config regressions. I would not merge any of the soft pairs as duplicates; they do not describe the same concrete bug/change closely enough.", + "summary": "This cluster is heterogeneous: most pairs are only superficially similar by subsystem or model family, and none look like safe duplicates. I\u2019d use the open Flash Attention 2 report as the best anchor, but it does not unify the rest of the set.", "confidence": 0.91, - "canonical_issue_reason": "issue:46640 is the clearest umbrella Flash Attention 2 report in the set and the most plausible representative anchor for that small theme, but it still doesn\u2019t match the other items closely enough to be their duplicate.", + "canonical_issue_reason": "issue:46640 is the most representative concrete issue in the only loosely related flash-attention subgroup; it is more substantive than the vague FA2 placeholder issue:45250.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46640 is the best global issue anchor here because it is the most general FA2 ticket and has the strongest chance of collecting related discussion, even though the surrounding items are not true duplicates.", + "best_issue_reason": "issue:46640 has the clearest actionable bug report and the broadest relevance within the cluster\u2019s small flash-attention subset, while still being specific enough to serve as the anchor issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "Different failures: XLMRoberta/Flash Attention 2 support vs. Adafactor+DeepSpeed OOM." + "reason": "Unrelated failures: XLM-RoBERTa Flash Attention 2 support vs AdaFactor/DeepSpeed OOM." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Unrelated subsystems: Flash Attention 2 on XLMRoberta vs. LayoutLMv3 box-validation error messaging." + "reason": "Different models and symptoms: FA2 support on XLM-RoBERTa vs LayoutLMv3 error messaging." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "Different problems: BeitImageProcessorFast label reduction bug vs. FA2 long-context performance regression." + "reason": "Different bugs: BeitImageProcessorFast label reduction vs FA2 long-context performance regression." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Import error for a specific Qwen2.5 VL class vs. a generic dependency issue; no same code-path evidence." + "reason": "Different problem scopes: missing Qwen2.5-VL import vs a generic dependency issue." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "OOM with Adafactor/DeepSpeed is unrelated to Llama 3.2 Vision model loading breakage." + "reason": "OOM during training with AdaFactor/DeepSpeed is not the same as Llama 3.2 Vision model loading breakage." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Optimizer memory use vs. embedding reinitialization during post_init are different bugs." + "reason": "Training OOM and embedding reinitialization are separate code paths and failures." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "Different models and failures: LW-DETR AMP/CUDA crash vs. flash_attention sink-less AttributeError." + "reason": "Different failures: LwDetrImageLoss AMP/CUDA crash vs flash_attention sink-less model AttributeError." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "Different symptom and scope: SigLIP2 bad outputs vs. SAM3-LiteText memory overflow." + "reason": "Different models and symptoms: SigLIP2 bad outputs vs SAM3-LiteText memory overflow." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Different Qwen model/config issues: FineGrainedFP8Config failure vs. Qwen3-VL weight-shape mismatch." + "reason": "Qwen3MoE FineGrainedFP8Config failure is not the same as Qwen3-VL weight-shape mismatch." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Different image-processor/tokenizer bugs; no shared underlying code-path." + "reason": "Separate image-processing/tokenizer bugs with no shared concrete code path." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL missing pad_token_id vs. Qwen3-MoE sliding_window behavior are separate issues." + "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding_window are different config/runtime issues." }, { "left": "issue:45250", "right": "issue:46640", "accept": false, - "reason": "Both mention Flash Attention 2, but the reports are too generic to prove the same concrete bug/change." + "reason": "Both mention Flash Attention 2, but the titles are too vague to show the same underlying bug or mergeable fix." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to quantization offloading behavior." + "reason": "Gradient checkpointing eval-mode behavior is unrelated to quantized offloading." }, { "left": "issue:45588", "right": "issue:46821", "accept": false, - "reason": "Flash-attention sink handling vs. TimesFM window_size AttributeError are different code paths." + "reason": "flash_attention.py sink handling is unrelated to TimesFM window_size attribute errors." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Generic custom-model-init regression vs. patchtsmixer post_init policy change; not the same bug." + "reason": "Custom model initialization breakage and patchtsmixer post_init policy are different issues, not one concrete fix." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Rope-validation TypeError and Qwen3.5 kernel registration failure are separate problems." + "reason": "Both touch rotary/rope-related areas, but one is a TypeError in validation and the other is a registration/decorator crash." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Batched apply_chat_template padding crash vs. video vision_position_ids bug are different Qwen2.5-VL issues." + "reason": "Different Qwen2.5-VL bugs: batched apply_chat_template crash vs incorrect vision_position_ids for video input." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "FA2 generation problem vs. category-count limit error; no overlap beyond broad model/runtime context." + "reason": "Flash-attention generation failure and category-cardinality runtime error are unrelated." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVision hidden_states regression and Qwen3_5Moe CPU offload incompatibility are unrelated." + "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen3_5MoE text rotary offload compatibility." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Recurrent-state cache reset bug vs. Whisper batch_decode skip_special_tokens handling are different behaviors." + "reason": "Recurrent-state cache reset in Qwen3.5 modular code is unrelated to Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sampling-rate default issue vs. LasrFeatureExtractor center-arg crash are unrelated." + "reason": "Audio chat-template sampling-rate defaulting and unsupported center arg in LasrFeatureExtractor are different bugs." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure and Perceiver image-classification resolution bug are different models and paths." - }, - { - "left": "issue:42490", - "right": "issue:44743", - "accept": false, - "reason": "Local-path import warning is unrelated to recurrent-state reset with cache." + "reason": "Tokenizer loading failure and Perceiver interpolation failure are separate model/processor issues." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading bug vs. tokenizer load failure for FastSpeech2Conformer are unrelated." + "reason": "BitNet packed-weight loading and FastSpeech2Conformer tokenizer loading are unrelated." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support issue is not the same as BART decoder_attention_mask UnboundLocalError." + "reason": "Different failures: XLM-RoBERTa FA2 support vs BART generate() decoder_attention_mask unbound variable." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Packaging/backend dependency complaint vs. missing import_utils symbol are different issues." + "reason": "Packaging backend omission and missing import_utils helper are unrelated dependency issues." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "API discrepancy in Gemma3TextConfig is unrelated to Llama4Config missing pad_token_id." + "reason": "Both are config-API discrepancies, but they concern different models and different missing attributes." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "sys.modules access safety bug vs. DeepseekV3MoE divergence from remote implementation are different code concerns." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to DeepSeekV3MoE implementation divergence." } ] }, @@ -11101,8 +10972,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -11182,14 +11053,14 @@ "issue:42907|issue:45698", "issue:16998|issue:22355" ], - "prepared_review_unit_hash": "f7261b8e0ae2a35e2947119162186201a995ed8edca4e15397696dd0596424e7", + "prepared_review_unit_hash": "b34f724d98d9b7f3e133fafc17468d7089dd2feea4c4a2b0686b9043689ca109", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 47, @@ -11204,8 +11075,8 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a coherent duplicate cluster; the items span many unrelated bugs, regressions, and docs issues across different models and subsystems. All soft pairs are only topical similarities, not the same underlying bug/change, so they should be rejected.", - "confidence": 0.93, + "summary": "This cluster is a heterogeneous set of unrelated transformer issues. None of the soft pairs look like the same underlying bug or change, so no merges are warranted.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -11215,157 +11086,157 @@ "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "Different models and failure modes: patchtsmixer post_init policy vs Qwen video input regression." + "reason": "Different models and failures: an API removal for patchtsmixer vs a video-input regression for Qwen VL variants." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "One is a SigLIP2 implementation discrepancy; the other is a docs update after pipeline removals." + "reason": "SigLIP2 implementation mismatch is unrelated to docs still referencing `pipeline()` after v5 removals." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior and Gemma eos_token_id mismatch are unrelated code paths." + "reason": "Quantization/offloading behavior and Gemma-3 EOS token config inconsistency are separate issues." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Both are vision-related preprocessing issues, but one is rope/position_ids logic and the other is padding behavior." + "reason": "Both concern preprocessing math, but one is rope/temporal position scaling and the other is image over-padding." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "Tokenizer AddedToken construction bug is unrelated to Hub list_repo_files revision forwarding." + "reason": "Tokenizer construction error is unrelated to `list_repo_files` not forwarding `revision`." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Both involve config handling, but one is missing fields with trust_remote_code and the other is rotary_pct persistence on reload." + "reason": "`AutoConfig.from_pretrained` missing fields with remote code is not the same as GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 import parsing error and DeepSpeed ZeRO3 deque IndexError are different failures." + "reason": "Python 3.13 TorchScript parsing error is unrelated to the DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both touch composite configs, but they concern different APIs and different broken behaviors." + "reason": "Both involve config APIs, but one is a Gemma3TextConfig discrepancy and the other is `from_config` not unwrapping `text_config` for Qwen multimodal configs." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are separate loading bugs." + "reason": "Broken FSDP CPU RAM-efficient loading is a different path from Qwen3-VL shape mismatch on model load." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "A model-loading regression and a backend mapping error are not the same change or code path." + "reason": "Model-loading regression for a specific repo is unrelated to a backend mapping error for `tensorflow_text`." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in a training script is unrelated to unrecognized model/config loading." + "reason": "Local dataset loading in a training script is unrelated to unrecognized model config loading." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "One is a load-time weight mismatch; the other is a save_pretrained regression for Qwen3.5 checkpoints." + "reason": "Loading shape mismatch and incorrect checkpoint saving are different Qwen3-VL/Qwen3.5 problems." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "A failing parallel script and an OOM during tensor-parallel model load are not the same bug." + "reason": "`3d_parallel.py` runtime failure is not the same concrete issue as TP loading OOM for Qwen2-57B." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to CPU/CUDA result divergence." + "reason": "Checkpoint key mismatch and CPU/CUDA output divergence are unrelated." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure and a bare-except tensor conversion bug are unrelated." + "reason": "Tokenizer loading failure is unrelated to Fuyu tensor conversion error handling." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Both affect distributed workflows, but generation kwargs sync and gather_for_metrics label dropping are different paths." + "reason": "Generation kwargs sync bug and metric-gathering label truncation are separate code paths." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile + SDPA divergence is unrelated to resume_from_checkpoint key mismatch." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to resume-from-checkpoint key mismatch." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM on tensor-parallel load and a key error while loading MobileLLM are different loading issues." + "reason": "Qwen2 TP OOM and MobileLLM key error are distinct model-loading failures." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "hidden_states missing from a model forward pass is not the same as ModelOutput key assignment with None values." + "reason": "A model-specific hidden_states regression is not the same as a generic ModelOutput key assignment bug." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention model support and a Trainer broadcast TypeError are unrelated." + "reason": "Flash Attention support for XLM-Roberta is unrelated to the Trainer `_gpu_broadcast_one` TypeError." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "A CLIPVisionModel output regression and attention-kernel divergence under torch.compile are different bugs." + "reason": "Hidden_states output regression and attention-kernel divergence under torch.compile are different bugs." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is unrelated to checkpoint resume key mismatches." + "reason": "CPU offload device mismatch is unrelated to resume checkpoint key mismatch." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k nesting behavior and missing PyTorch dependency are unrelated." + "reason": "Pipeline `top_k` output nesting bug is unrelated to missing PyTorch dependency detection." }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "VideoPrism output field mix-up and Gemma4 quantized embedder dtype casting are different issues." + "reason": "VideoPrism output field mix-up is unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Save failure for dequantized models and wrong custom-module loading after save_pretrained are not the same concrete bug." + "reason": "Saving dequantized models and loading the wrong custom module after save/load are different serialization bugs." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "DeBERTa model_max_length behavior and a missing transformers.onnx module are unrelated." + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to missing `transformers.onnx` import." } ] }, @@ -11384,8 +11255,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -11468,202 +11339,202 @@ "issue:43352|issue:46640", "issue:45127|issue:45200" ], - "prepared_review_unit_hash": "f392a381d7a45dee8e9d8e4c668604693da1eb7a45b8550f573cbcb3dd0e9cb3", + "prepared_review_unit_hash": "59168b96a37a9ec0a328105bc1e5fa8cdf9d4eeccaeee491e8de5511a2d468c6", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35943, - "estimated_input_tokens": 8986, - "estimated_eval_tokens": 18228 + "serialized_chars": 35938, + "estimated_input_tokens": 8985, + "estimated_eval_tokens": 18226 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the paired issues share only broad subsystem or keyword overlap, not the same underlying bug/change. I would not collapse any of the soft pairs; treat them as separate tickets. If a representative issue is needed, issue 45698 is the strongest general candidate because it has the highest discussion/inbound activity and describes a concrete, reusable serialization/loading bug.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 45698 is the most substantive/high-signal issue in the set, with substantial discussion and inbound references, and it describes a concrete core loading bug affecting custom modules.", + "summary": "This set is mostly a grab bag of unrelated model- and subsystem-specific bugs. A few pairs share broad themes (tokenizers, Flash Attention, cache/prefill, loading), but the concrete failure modes are different, so I do not see any true duplicate clusters here.", + "confidence": 0.29, + "canonical_issue_reason": "issue:43646 is the broadest umbrella regression in the list ('Transformers 5.0.0 breaks custom model initialization'), but the other issues are largely separate, model-specific bugs rather than duplicates of it.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 is the best global representative because it is concrete, broadly relevant to model loading, and has the strongest evidence of impact/triage interest.", + "best_issue_reason": "issue:43646 is the most general/high-level issue and the closest thing to a cluster anchor, though it still does not actually subsume the rest of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Both mention regressions, but one is a tokenizer/processor API break and the other is an error-message/task-support issue; different code paths." + "reason": "Both are Transformers v4.57/v5 regressions, but one is about `processor.tokenizer`/image handling and the other is about an incorrect pipeline error message for translation tasks; different code paths." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "One is about processor.tokenizer behavior; the other is an eos_token_id config mismatch. No shared underlying bug." + "reason": "`processor.tokenizer` access regression and Gemma-3 eos token config mismatch are different bugs affecting different APIs/models." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token configuration and Whisper empty-transcription handling are unrelated failures." + "reason": "Both mention tokenizer/template behavior, but Gemma-3 eos_token_id inconsistency and Whisper empty transcription after `align_special_tokens` are distinct model-specific failures." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing availability helper vs pipelines import failing on kernels dependency requirements; different problems." + "reason": "Missing `is_falcon_mamba_ssm_available` in `import_utils` and a kernels version/revision import failure in `transformers.pipelines` are different dependency/import issues." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "PatchTSMixer post_init validation and non-persistent buffer junk are unrelated v5 behaviors." + "reason": "`patchtsmixer` post_init policy and non-persistent buffer junk in v5 are unrelated changes with different symptoms and fixes." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API discrepancy vs Mistral-3 dtype mismatch; different models and bugs." + "reason": "Gemma3TextConfig API inconsistency and Mistral-3 image-preprocessor dtype mismatch are different model-specific bugs." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "TensorFlow backend installation issue vs Gemma3TextConfig API mismatch; no same bug." + "reason": "A packaging/backend issue with `pip install '.[torch]'` missing TensorFlow is unrelated to the Gemma3TextConfig API discrepancy." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Both touch chunked generation/prefill, but one is output inconsistency under compiled forward and the other is cache initialization/recompilation behavior." + "reason": "Both touch chunked generation/cache behavior, but one reports inconsistent outputs under compiled forward while the other is about lazy cache init causing recompilation; not the same underlying bug." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Generic custom model initialization breakage vs GPTNeoX rotary_pct reload regression; not the same concrete issue." + "reason": "Generic custom model initialization breakage is different from GPTNeoXConfig `rotary_pct` not persisting on reload." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file/from_pretrained loading breakage and unrecognized model config are different model-loading failures." + "reason": "`gguf_file` breaking `from_pretrained` and an unrecognized model missing `model_type` are both loading problems, but with different root causes and failure surfaces." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "eos_token_id inconsistency and quantized-model save/load corruption are distinct serialization/config bugs." + "reason": "Gemma-3 eos token mismatch and quantized model save/load breakage are unrelated." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except swallowing errors in tensor conversion vs Trainer import conflict with datasets; unrelated." + "reason": "Bare `except` in Fuyu tensor conversion and Trainer import failure due to datasets are completely different issues." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 model breakage and a janus test failure are unrelated model-specific issues." + "reason": "ESM2 workflow breakage and a Janus image-generation test failure do not describe the same bug." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Weight tying in Mistral3 and FlashAttention support in Ministral-3 are different code-path problems." + "reason": "Mistral3 weight tying and Ministral-3 FlashAttention failure are both Mistral-family issues, but they are different concrete code-path problems." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder vs Sam3Video OOM; not the same bug." + "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Video CUDA OOM are different Sam3 problems with different causes." }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Different MoE training-loss bugs in different models; too broad to treat as one change." + "reason": "Missing load-balancing loss when `output_router_logits=False` and CohereASR double-shift training loss are separate loss-calculation bugs." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe and batched chat template padding in Qwen2.5-VL are separate processor bugs." + "reason": "Both are Qwen multimodal input bugs, but Qwen3OmniMoe video processing and Qwen2_5_VL batched chat-template padding behavior are different failure modes." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Input-size mismatch in OmDet-Turbo vs memory overflow in sam3-litetext; no common root cause." + "reason": "OmDet-Turbo processor image size mismatch and Sam3-LiteText memory overflow are unrelated model/processor problems." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Cache-path collision for trust_remote_code and cache length handling for quantized cache are different caching issues." + "reason": "A cache-path collision for local models and `max_cache_length` only applying to quantized cache are different cache/config issues." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is unrelated to the tensorflow_text backend mapping error." + "reason": "StableLmConfig missing `pad_token_idx` and an invalid `tensorflow_text` backend mapping are unrelated bugs." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorBoard/TensorFlow backend installation problem and missing import_utils helper are different dependency bugs." + "reason": "Undefined tf backend when only tensorboard is installed and a missing import-utils helper for Falcon Mamba are different backend/import issues." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Exception handling in Fuyu batch conversion vs Windows/ROCm torch.distributed import failure; unrelated." + "reason": "Swallowing exceptions in Fuyu tensor conversion is unrelated to the Windows ROCm `torch.distributed` dependency problem." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus image generation test failure and Sam3LiteText auto_mappings CI break are different failures." + "reason": "A Janus generation test failure and stale auto-mappings for removed Sam3LiteText configs are different CI failures." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus test failure and Qwen3.5 flash-attention generation issue are unrelated." + "reason": "Janus image generation failure and Qwen3.5 FlashAttention generation issues are model-specific and not duplicates." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy-field pretrained preset loading issue vs wrong custom-module loading after save_pretrained; different failure modes." + "reason": "BEiT legacy field loading and wrong custom-module loading after `save_pretrained`/`from_pretrained` both affect loading, but they are separate mechanisms." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "Non-actionable placeholder issue vs Gemma pipeline roundtrip tokenization bug; not duplicates." + "reason": "These issues are entirely unrelated; one is effectively non-informative, the other is a Gemma pipeline roundtrip bug." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "Specific model lacking FlashAttention 2 support vs a broader flash-attention issue; insufficient evidence of same code-path." + "reason": "Both mention Flash Attention 2, but one says NemotronHForCausalLM does not support it yet while the other is an unspecified flash-attention issue; not enough to treat as the same bug." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge/tied-embeddings collapse and Gemma 4 mm_token_type_ids defaults are unrelated model behaviors." + "reason": "LoRA merge collapse with tied embeddings and Gemma 4 `mm_token_type_ids` defaulting are different model-behavior issues." } ] }, @@ -11682,8 +11553,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -11740,8 +11611,8 @@ "issue:43525|issue:43531", "issue:44534|issue:44913", "issue:35141|issue:42490", - "issue:41950|issue:43475", "issue:43673|issue:44743", + "issue:41950|issue:43475", "issue:43388|issue:43688", "issue:44190|issue:44964", "issue:44855|issue:45588", @@ -11765,196 +11636,196 @@ "issue:45563|issue:45584", "issue:41720|issue:45245" ], - "prepared_review_unit_hash": "4398d102cd9f2cd56b5dee7be3a7eee9a1ecc5f5b873b2e7f327610ed018543b", + "prepared_review_unit_hash": "f3a598c1bee416b04bf42e76e1291002caa0bf15bdb0eff1b186bef7ee862ade", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36027, - "estimated_input_tokens": 9007, - "estimated_eval_tokens": 18270 + "serialized_chars": 36031, + "estimated_input_tokens": 9008, + "estimated_eval_tokens": 18272 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated issue reports that only share broad Transformers vocabulary. I don\u2019t see any soft pair that is safely the same underlying bug or change, so all soft edges are rejected.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43644 is the broadest and most central report in the cache/runtime-regression subset of this cluster, with external references and a title that generalizes beyond one model or endpoint.", + "summary": "This is a heterogeneous semantic cluster, not a duplicate set: the items span unrelated model, cache, config, pipeline, and documentation bugs. None of the soft pairs look like the same underlying issue, so all should stay separate.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out; the cluster is too heterogeneous, and the soft pairs are only broad subsystem similarities rather than duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best representative issue because it describes a generalized v5 regression and is less model-specific than most of the other reports.", + "best_issue_reason": "issue:43644 is the broadest representative of the only cluster-wide regression theme here (non-persistent buffer state in v5) and is more central than the model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Different bugs: missing pad_token_id on Llama4Config vs a sliding_window issue in Qwen3-MoE." + "reason": "Different problems: missing pad_token_id vs sliding_window handling in Qwen3-MoE." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Both are config-related, but one is non-persistent buffers getting junk data and the other is rotary_pct not persisting on reload; different symptoms and code paths." + "reason": "Both are config/runtime regressions, but one is buffer initialization junk and the other is rotary_pct not persisting on reload." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Resizing embeddings reinitialization is unrelated to import warnings from local paths ending in a slash." + "reason": "Unrelated: embedding reinit after resize vs import warning from trailing slash paths." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "Video-classification pipeline processor lookup is unrelated to a SAM3 vision encoder missing attribute." + "reason": "Both mention cache, but one is missing GenerationMixin cache and the other is recurrent state reset in modular_qwen3_5." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "Both involve cache behavior, but one is cache missing during chunked prefill and the other is recurrent states resetting in Qwen3 modular code; not the same concrete bug." + "reason": "Different subsystems: video-classification processor lookup vs missing fpn_position_embeddings on Sam3VisionEncoderOutput." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Label truncation in gather_for_metrics is unrelated to auxiliary-loss normalization in MoE models." + "reason": "Different bugs: gather_for_metrics drops tuple labels, while the other is aux-loss normalization." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in a training script is unrelated to a model weight-shape mismatch when loading Phi-4 multimodal." + "reason": "Local dataset loading script failure vs model weight-shape mismatch on Phi-4 multimodal." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 decorator parsing failure is unrelated to a flash-attention crash on s_aux=None." + "reason": "Python 3.13 JIT parsing/indentation issue vs flash_attention crash on s_aux=None." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "BART generate() UnboundLocalError is a different bug from output embeddings being reinitialized after resizing." + "reason": "Different code paths: Bart generate decoder mask bug vs output embedding reinit after resizing." }, { "left": "issue:45072", "right": "issue:46932", "accept": false, - "reason": "Both mention dtype issues, but they affect different models and different embedders; not the same fix." + "reason": "Both are dtype-related, but one is CI inference mismatches and the other is Gemma4 quantized embedders casting." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "A cache path collision for trust_remote_code models is different from a FileNotFoundError when loading from cache." + "reason": "Both involve trust_remote_code cache loading, but one is leaf-path collision and the other is FileNotFoundError from cache." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Whisper token decode crash and RT-DETR forward TypeError are unrelated failures." + "reason": "Whisper decode crash vs RT-DETR forward TypeError; no shared underlying bug." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Category-count limit error and device-tensor slice arithmetic in static cache are unrelated numeric/runtime issues." + "reason": "Category-count limit error vs cache.get_seq_length() device-tensor arithmetic; unrelated." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation tensor indexing in serve is unrelated to Gemma4Processor missing _tokenizer." + "reason": "Serve KV-cache indexing crash vs Gemma4Processor missing _tokenizer." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "LlamaConfig head_dim validation is unrelated to Swin2SR over-padding." + "reason": "LlamaConfig validation vs Swin2SR over-padding; different layers and symptoms." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Documentation still referencing pipeline() is not the same as SigLIP2 producing wrong outputs with AutoModel/pipeline." + "reason": "Docs still referencing pipeline() vs bad outputs from AutoModel/pipeline for siglip2; not the same bug." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video is unrelated to Whisper generation failing on empty transcription." + "reason": "CUDA OOM in Sam3Video vs Whisper empty-transcription crash after align_special_tokens." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer corruption in v5 and rotary_pct reset on reload are different configuration/regression bugs." + "reason": "Related to loading/config state, but not the same issue: non-persistent buffer junk vs rotary_pct resetting on reload." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top_k output nesting and Flash Attention 2 support for XLMRoberta are unrelated." + "reason": "Pipeline top_k output shape bug vs XLMRoberta Flash Attention 2 support issue." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Model loading shape mismatch and incorrect tied-weights warning are different issues in different model families." + "reason": "Model weight shape mismatch vs incorrect tied-weights warning in Qwen3-Next." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformersConfig is unrelated to a Python 3.13 IndentationError from torch.jit.script parsing." + "reason": "Sparse-layer creation bug vs Python 3.13 JIT indentation error." }, { "left": "issue:44242", "right": "issue:46897", "accept": false, - "reason": "Missing load-balancing loss when output_router_logits=False is different from a training-loss double-shift bug." + "reason": "Load-balancing loss omission vs Florence2 training-loss double-shift; both are loss bugs but distinct." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "patchtsmixer post_init policy and granite_speech strict-config loading are unrelated config-handling issues." + "reason": "patchtsmixer post_init policy vs strict-config loading failure for granite_speech." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both mention cache/chunked prefill, but one is missing cache initialization and the other is spurious recompilation from lazy init; not enough to treat as the same bug." + "reason": "Both involve chunked prefill/cache, but one is missing cache in v5 and the other is lazy cache init causing recompilation." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Qwen2.5-VL vision_position_ids are unrelated to SAM3 litetext memory overflow." + "reason": "Qwen2.5-VL video position ids bug vs Sam3-litetext memory overflow." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale warning for num_return_sequences is not the same as Whisper failing on empty transcription." + "reason": "Paged generate warning regression vs Whisper empty transcription crash." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and category-count overflow are unrelated failures." + "reason": "Qwen3 auto device mapping cuda assert vs category-count limit in another model path; unrelated." } ] }, @@ -11973,8 +11844,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -12056,20 +11927,20 @@ "issue:44246|issue:45003", "issue:43673|issue:46858" ], - "prepared_review_unit_hash": "9576d34f0b4a8674d98a76677b625cadff95d88ae705a236256fbc98da750ffd", + "prepared_review_unit_hash": "b8ba91dccb2e2ad672923e62fda5f19bf5f4be1a815ee03278876011cd9f87b2", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35944, + "serialized_chars": 35942, "estimated_input_tokens": 8986, "estimated_eval_tokens": 18228 }, @@ -12078,180 +11949,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one soft duplicate pair is a credible match: the two DeepSeek tokenizer regression reports. All other soft pairs appear to describe different bugs, models, or code paths and should stay separate.", - "confidence": 0.96, - "canonical_issue_reason": "issue:46489 is the most specific report: it names the exact DeepSeek-Coder v1 regression on transformers v5+ and points to the gap in the prior fix, making it the best canonical issue for this duplicate pair.", + "summary": "This set is mostly a grab bag of unrelated Transformers bug reports. The only soft pair that looks like the same underlying issue is the DeepSeek tokenizer regression pair (44779/46489); the rest differ by model, subsystem, or failure mode.", + "confidence": 0.84, + "canonical_issue_reason": "issue:46489 is the most specific of the only true duplicate pair: it clearly describes the DeepSeek-Coder v1 tokenizer regression in v5+ and ties it to a gap in a prior fix, making it the best canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46489 is the strongest representative because it is the most concrete and version-specific description of the shared tokenizer regression.", + "best_issue_reason": "issue:46489 is the strongest representative issue here because it pinpoints the concrete tokenizer regression and its relation to the earlier fix, which makes it the clearest anchor for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Different models and failures: SDPA/torch.compile vs local dataset loading." + "reason": "Different models and failures: torch.compile/SDPA vs local dataset loading." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Unrelated problems: missing import from image_utils vs Qwen3.5 chat crash." + "reason": "Unrelated subsystems: missing image_utils import vs Qwen chat crash." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Both involve vision models, but they are different models and different bugs." + "reason": "Both are SAM/vision issues, but one is a dummy Conv2d and the other is a processor/model image-size mismatch." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Completely unrelated config bug vs dataset-loading issue." + "reason": "Completely unrelated: SwitchTransformers config bug vs dataset loading script issue." }, { "left": "issue:45588", "right": "issue:47013", "accept": false, - "reason": "Different code paths and symptoms: flash_attention s_aux handling vs xLSTM train-mode unpacking." + "reason": "Different code paths and failure modes: flash attention sink handling vs xLSTM unpacking in train mode." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Both are generation-related regressions, but they affect different subsystems and failure modes." + "reason": "Different regressions: video input handling vs serve KV-cache continuation indexing." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Same family, but different models and likely different causes of memory usage." + "reason": "Both mention memory pressure in SAM3, but one is video OOM and the other is sam3-litetext memory overflow; not clearly the same bug." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both are video preprocessing issues, but for different models and distinct bugs." + "reason": "Both are video-processing bugs, but they affect different models and likely different preprocessing logic." }, { "left": "issue:43854", "right": "issue:44792", "accept": false, - "reason": "Unrelated model-loading test failure vs janus image-generation test failure." + "reason": "Different model-loading/test failures for different models." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "Doc example problems are unrelated to local dataset loading." + "reason": "Documentation example errors vs local dataset loading; unrelated." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Different save/load behaviors and different model components." + "reason": "Different mechanisms: LoRA merge/vocab collapse vs incorrect saved visual encoder keys." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Both touch model/processor APIs, but the concrete bugs are unrelated." + "reason": "Different bugs: processor/tokenizer regression vs resize_token_embeddings not updating outputs." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Different generation issues: output inconsistency with compile vs a stale warning." + "reason": "Different generation issues: compiled forward inconsistency vs a stale warning in paged generate()." }, { "left": "issue:44779", "right": "issue:46489", "accept": true, - "reason": "Same underlying DeepSeek tokenizer regression in v5+: 46489 is the more specific follow-up to the broader 44779 report." + "reason": "Same underlying DeepSeek tokenizer regression in v5+; 46489 is a more specific instance tied to the earlier fix gap." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Different features and failures: resize_token_embeddings vs Whisper empty-transcription handling." + "reason": "Unrelated: embedding resize bug vs Whisper empty-transcription generation failure." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Different model families and unrelated runtime errors." + "reason": "Different subsystems: multimodal video input parsing vs response KV-cache continuation indexing." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Both are apply_chat_template edge cases, but one is tool-call assistant messages and the other is an empty list; not clearly the same bug." + "reason": "Both are apply_chat_template crashes, but one is tool-call/no-content handling and the other is empty-list input; different edge cases." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both are CI-related, but they are separate stale-reference problems in different areas." + "reason": "CI failures in different areas: GraniteSpeech device override test vs stale auto_mappings entries." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Different multimodal bugs: assistant mask computation vs video vision_position_ids." + "reason": "Both concern multimodal chat/video, but assistant_masks and vision_position_ids are different code paths and bugs." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Completely unrelated pipeline output-shape issue vs BART generate() UnboundLocalError." + "reason": "Unrelated bugs: pipeline top_k nesting vs Bart generate decoder_attention_mask initialization." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Tokenizer.json precedence and list_repo_files revision forwarding are separate repository-loading issues." + "reason": "Tokenizer loading behavior vs repo file listing revision forwarding; not the same issue." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both concern config/model loading, but one is missing fields from remote code and the other is an unrecognized model_type." + "reason": "Different config-loading problems: missing fields with trust_remote_code vs unrecognized model_type." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "Different image-processor bugs on different models." + "reason": "Both are image-processor bugs, but one is label reduction and the other is over-padding." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Different import/runtime environment problems." + "reason": "Python 3.14 import failure is unrelated to tensorboard-without-TF backend behavior." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different model-loading failures for different models." + "reason": "Different model loading failures for different models." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowness and unsafe sys.modules access are not the same bug." + "reason": "Import slowness vs unsafe sys.modules access; related only loosely, not the same bug." }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both involve cache/prefill, but the concrete failure modes and root causes differ." + "reason": "Both involve generation cache, but 43673 is missing cache in chunked_prefill while 46858 is a static-cache slice arithmetic bug on non-CUDA backends." } ] }, "evaluator_result": { "accept": true, - "feedback": "The accepted pair is well-grounded in the packet: 44779 is the broader DeepSeek tokenizer regression, and 46489 is a more specific v5+ follow-up that explicitly describes the remaining gap in the prior fix. The other soft-edge rejections are appropriately conservative and do not overclaim shared root cause from the titles alone." + "feedback": "Grounded overall. The single accepted soft pair (44779/46489) is the only clearly supported duplicate from the titles, and the rest of the false verdicts are conservative rather than overreaching." }, "evaluator_used": true, "retried": false, @@ -12267,8 +12138,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -12322,8 +12193,8 @@ "issue:46932" ], "soft_pairs": [ - "issue:27957|issue:35141", "issue:44737|issue:45803", + "issue:27957|issue:35141", "issue:44964|issue:45600", "issue:44112|issue:44964", "issue:42175|issue:44279", @@ -12352,208 +12223,208 @@ "issue:43381|issue:45593", "issue:42907|issue:43441" ], - "prepared_review_unit_hash": "b2c0af4296b4a445a0c1b3aa35f52ac06ee0fc9369d7b0ea1b1b7c13653c6eb3", + "prepared_review_unit_hash": "d8b4417316e5408c01d313f048bc5d464f2788fb7f65e173c9927a6d4e34071d", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36533, - "estimated_input_tokens": 9134, - "estimated_eval_tokens": 18524 + "serialized_chars": 36526, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly superficial matches on shared subsystem/model names, but they describe different bugs or regressions. I would not merge any of them as duplicates. The most prominent issue in the set is 44521, but the overall set is not a single coherent duplicate cluster.", - "confidence": 0.94, - "canonical_issue_reason": "No single true canonical: the items span unrelated bugs; 44521 is the most active/open issue with inbound references, so it is the best anchor if one must be chosen.", + "summary": "These look like a loose collection of unrelated Transformers issues rather than a duplicate cluster. None of the soft pairs appear to be the same underlying bug or change.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44521 is the most active and referenced item in the set, and it is a broad user-facing multimodal regression, so it is the best single issue anchor here.", "canonical_pr_reason": null, - "best_issue_reason": "44521 has the strongest signal (open, detailed report, inbound refs) and is the most plausible representative of the set.", + "best_issue_reason": "issue:44521 has the strongest signal for reuse as a representative issue: it is open, has inbound references, and describes a concrete end-user bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:27957", - "right": "issue:35141", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Different problems: Flash Attention support for XLM-Roberta vs token embedding resize/reinit behavior." + "reason": "XLNet CPU device-placement bug vs Fuyu exception-swallowing bug; different code paths and fixes." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:27957", + "right": "issue:35141", "accept": false, - "reason": "Unrelated bugs: XLNet CPU device placement vs a bare-except in Fuyu tensor conversion." + "reason": "FlashAttention 2 support for XLM-Roberta is unrelated to embedding reinitialization after resize." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Different code paths and symptoms: multimodal model loading failure vs stale auto_mappings references in CI." + "reason": "Phi-4 multimodal load failure vs stale auto_mappings references/CI breakage; not the same bug." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI test failure in GraniteSpeech vs model loading failure for Phi-4 multimodal; not the same bug." + "reason": "GraniteSpeech CI stale device override test is unrelated to loading Phi-4 multimodal models." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Backend/dependency installation issue vs a generic transformers dependency complaint; no shared concrete defect." + "reason": "Missing TensorFlow backend after torch-only install is not the same as a generic dependency issue." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Cache-path collision for trust_remote_code vs missing import utility symbol; unrelated." + "reason": "Local trust_remote_code cache collision and missing import_utils symbol are different problems." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE marker handling vs multimodal assistant mask generation; different functionality." + "reason": "Tokenizer BPE-marker handling is unrelated to all-zero assistant masks in multimodal chat templates." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer GPU broadcast TypeError vs embedding resize/post_init reinitialization bug." + "reason": "Trainer GPU broadcast NoneType error is unrelated to post-init embedding reinitialization." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different fixes." + "reason": "Missing Qwen2_5_VLImageProcessor import and missing AutoImageProcessor import are different symbols/code paths." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different missing imports in different modules; not the same underlying issue." + "reason": "Both are import errors, but they involve different missing names and different modules." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Weight tying bug in Mistral3 vs checkpoint save regression in Qwen3.5; related theme but not one bug." + "reason": "Mistral3 lm_head tying bug and Qwen3.5 save_pretrained regression are distinct model/config issues." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE vs auto_mappings config reference cleanup; unrelated." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to stale auto_mappings config references." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Position_ids buffer read issue vs CPU/CUDA output divergence in PPDocLayoutV3; different defects." + "reason": "position_ids buffer access error vs CPU/CUDA output divergence are different failures." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "LlamaConfig head_dim validation vs rope-parameter list handling; different validation paths." + "reason": "LlamaConfig head_dim validation and rope-parameter list handling are separate validation bugs." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification pipeline processor lookup vs a notebook syntax error; unrelated." + "reason": "Pipeline image-processor lookup bug is unrelated to a notebook syntax error." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Cache missing in chunked prefill vs max_cache_length only honored for quantized cache; not the same bug." + "reason": "GenerationMixin cache missing and cache max_length semantics are related to caching but not the same concrete bug." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer API regression vs resize_token_embeddings not updating decoder.embed_tokens; different areas." + "reason": "Processor.tokenizer regression with images is unrelated to t5gemma resize_token_embeddings not affecting decoder.embed_tokens." }, { "left": "issue:43582", "right": "issue:46932", "accept": false, - "reason": "Apple Silicon warmup TypeError vs Gemma4 dtype casting in quantized embedders; unrelated." + "reason": "Apple Silicon warmup TypeError and Gemma4 dtype-casting fix are unrelated." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Helper output-length calculation in qwen3_omni_moe vs CPU/CUDA result mismatch in PPDocLayoutV3." + "reason": "Helper output-length computation bug is unrelated to CPU/CUDA result differences." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Model config import failure vs PIL image-processor torchvision dependency regression; different code paths." + "reason": "Unrecognized model config error is not the same as PIL image processors incorrectly requiring torchvision." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version compatibility issue vs loading a specific model on transformers>=5.1.0; not the same underlying bug." + "reason": "Python version support regression and model-load failure are different issues." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "Image processor label reduction bug vs documentation mismatch for return_all_scores." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to a docs mismatch about return_all_scores." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs wording issue vs unrecognized model/config import error; unrelated." + "reason": "Documentation wording issue vs model config import failure; different domains entirely." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache behavior vs ANSI codes in loading_report; different subsystems." + "reason": "Cache-missing regression and ANSI escape handling in loading_report are unrelated." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Config/model-type import failure vs AutoModelForCausalLM text_config unwrapping bug; different failures." + "reason": "Unrecognized model config error is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both mention flex_attention and versioning, but one is a torch>=2.9 failure and the other is an incorrect version check; not the same concrete fix." + "reason": "Both touch flex_attention, but one is a torch>=2.9 compiled-failure and the other is an AuxRequest version-check/import bug." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error vs feature extraction helper issue; unrelated." + "reason": "Notebook syntax error and _torch_extract_fbank_features bug are unrelated." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction vs D-FINE auxiliary-loss behavior; different bugs." + "reason": "Gradient checkpointing eval-mode restriction and missing auxiliary losses when denoising is off are different behaviors." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Saving dequantized Ministral models vs FlashAttention failure for Ministral-3; different symptoms and fixes." + "reason": "Dequantized save failure and FlashAttention failure are separate Ministral issues with different fixes." } ] }, @@ -12572,8 +12443,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -12656,20 +12527,20 @@ "issue:44466|issue:45276", "issue:43299|issue:45357" ], - "prepared_review_unit_hash": "993d3b79949d83be98a0b6d6125860cc3de6eb09af9a7234aa84021456dbf4b6", + "prepared_review_unit_hash": "43625d2df4f56ed34f09dd13bb28def182507b66e5bfc2cb8c82029b9dab6229", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36070, + "serialized_chars": 36069, "estimated_input_tokens": 9018, "estimated_eval_tokens": 18292 }, @@ -12678,180 +12549,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like the same underlying bug/change with enough specificity to merge; most are unrelated across different models, pipelines, or regressions. The broadest representative issue in the set is the 5.5.0 import-regression report.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45278 is the broadest, most umbrella-style regression report in the set; it can plausibly cover specific import failures after the 4.57.0\u21925.5.0 upgrade.", + "summary": "The set is not a true duplicate cluster: the pairs span unrelated regressions, docs bugs, tokenizer issues, and import errors. None of the soft edges look like the same underlying bug/change, so all should be rejected.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44521 is the strongest representative issue here: it is open, has multiple inbound references, and describes a concrete, reproducible multimodal API bug with broad user impact.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the strongest representative issue because it captures a high-impact upgrade regression affecting imports across the library, with clear version context.", + "best_issue_reason": "issue:46693 is the best issue for triage priority overall because it is open, has substantial discussion, and reports a high-impact performance regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "Unrelated topics: a vague data request vs. an audio feature-extraction bug." + "reason": "Completely different problems: a vague data request versus a specific fbank feature extraction bug." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and tokenizer AddedToken argument collision are different failures." + "reason": "Notebook syntax error and AddedToken keyword collision are unrelated failure modes." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Generic dependency complaint is too broad to match the Python-version-specific failure." + "reason": "Different topics: Python-version support breakage versus a generic dependency issue." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Different subsystems: janus image-generation test failure vs cache-length configuration behavior." + "reason": "Janus test failure is unrelated to cache max length behavior in quantized cache." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both mention flash attention, but the models, call paths, and crash causes differ." + "reason": "Both mention flash attention, but they affect different models and different code paths; not the same bug." }, { "left": "issue:44521", "right": "issue:46693", "accept": false, - "reason": "Chat-template mask bug and FA2 performance regression are unrelated." + "reason": "Multimodal chat-template masks and FA2 long-context performance regression are different issues." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but they concern different symbols and different code paths." + "reason": "Different import failures involving different modules and symbols." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "Dependency issue vs torch compatibility problem; no shared concrete bug." + "reason": "Generic dependency issue and torch 2.4.1 incompatibility are not the same underlying defect." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different model families and different config-handling bugs." + "reason": "Different config bugs: default vision/audio config initialization versus a missing vision-index field being dropped by strict parsing." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Embedding resize propagation and Whisper empty-transcription generation are not the same issue." + "reason": "Token embedding resize propagation and Whisper empty-transcription generation failure are unrelated." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both are Qwen-related regressions, but one is loading failure and the other is save_pretrained serialization." + "reason": "Both are regressions, but one breaks Qwen3VL model loading and the other breaks Qwen3.5 checkpoint saving." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "Separate edge cases in unrelated pipelines: QA span decoding vs empty chat-template input." + "reason": "QA decode_spans top-k crash and empty apply_chat_template crash are different code paths and failure conditions." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Partial-batch mask handling and model memory overflow are unrelated." + "reason": "Partial-batch result dropping and SAM3 LiteText memory overflow are not the same bug." }, { "left": "issue:46614", "right": "issue:47085", "accept": false, - "reason": "Tokenizer backend language-state bug vs tokenizer thread-safety regression." + "reason": "Phonemizer language state bug and tokenizer thread-safety regression are unrelated." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Package dependency/version pinning issue is not the same as a torch incompatibility report." + "reason": "Dependency trouble and an unreleased PEFT version bump are different problems." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer regressions affecting different APIs and models." + "reason": "Processor/tokenizer regression with images and Deepseek tokenizer output corruption are distinct tokenizer issues, not one fix." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both are documentation-related, but the affected examples and mismatch types are different." + "reason": "SigLIP2 docs quantization/model mismatch and TextClassificationPipeline return_all_scores docs mismatch are unrelated documentation problems." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE-marker bug is unrelated to the vague data request." + "reason": "Tokenizer BPE-marker handling and a vague 'ADD THE DATA' request are not duplicates." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer argument handling and a tied-weights warning in fine-tuning are not the same bug." + "reason": "SGD optimizer args not used is unrelated to a tie_word_embeddings warning during Qwen3.5 fine-tuning." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype loading bug and Qwen3.5 save_pretrained regression affect different models and code paths." + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained corruption are separate model-loading/saving bugs." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "HybridCache import failure could be part of a broader regression, but the broad issue is too general to treat them as the same concrete bug." + "reason": "Specific HybridCache import failure versus broad import errors after upgrading to 5.5.0 are not the same issue." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor mix-up and remote_code breakage are distinct problems." + "reason": "Video-classification processor lookup and remote_code breakage are different failures." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python support regression and PEFT version pinning are unrelated." + "reason": "Python support regression and an unreleased dependency version bump are unrelated." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Different tokenizer regressions in different model families; not a single code-path bug." + "reason": "Deepseek tokenizer regression and Granite AutoTokenizer ID regression are different model-specific tokenization bugs." }, { "left": "issue:43381", "right": "issue:47000", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior and RTDetr loss infeasibility are unrelated." + "reason": "Gradient checkpointing in eval mode and RTDetrLoss infeasible cost matrix are unrelated training/runtime bugs." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "Llama config validation and Qwen3.5 rotary-kernel registration failure are different issues." + "reason": "LlamaConfig head_dim validation and Qwen3.5 rotary-embedding registration are different code paths." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Both touch embeddings/tied weights, but one is serialization inconsistency and the other is resize propagation." + "reason": "Tied-weight serialization inconsistency and resize_token_embeddings not updating Gemma4 layers are not the same bug." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Loading failure vs save_pretrained visual-key regression for related but different Qwen3.5 paths." + "reason": "Model loading breakage and incorrect visual encoder keys on save_pretrained are separate Qwen3.5 regressions." } ] }, @@ -12870,8 +12741,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -12951,190 +12822,190 @@ "issue:42175|issue:43976", "issue:43901|issue:44246" ], - "prepared_review_unit_hash": "974ec9a2f3fdf67784d7bbd42dc2c6960d47d714962c2c8aa693fa5197eeb4eb", + "prepared_review_unit_hash": "fbcb211b56aa1866ce2fae4bab45fbb1fb763c39d30f15298662b1d108b02653", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 34848, - "estimated_input_tokens": 8712, - "estimated_eval_tokens": 17680 + "serialized_chars": 34849, + "estimated_input_tokens": 8713, + "estimated_eval_tokens": 17682 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs are mostly unrelated bugs across different subsystems (quantization/offload, tokenizer loading, model configs, docs, CI, etc.). None of the soft edges looks like the same underlying defect, so all should be rejected.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 43873 is the broadest and most actively discussed item in the set, but this cluster does not actually form a duplicate set around one bug.", + "summary": "The items are largely unrelated Transformers issues; none of the soft pairs look like true duplicates or mergeable same-bug cases. The only broadly notable open issue is the quantization/offloading report, but this set does not form a coherent duplicate cluster.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43873 is the most active and broadly framed open bug (quantization/offloading with inbound references), but it is still not a true canonical duplicate for the rest of this mixed set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best available anchor because it is the most general and active report, though it is not a true canonical duplicate target for the rest of the items.", + "best_issue_reason": "Issue 43873 is the best anchor only because it is open, high-signal, and broadly scoped; otherwise the cluster is too heterogeneous to pick a stronger representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Different bugs: LlamaConfig validation for head_dim vs from_config(dtype) leaving config.dtype stale." + "reason": "Different bugs: LlamaConfig validation vs dtype persistence in from_config." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Unrelated: BigBird tokenizer special-token registration vs D-FINE auxiliary-loss behavior." + "reason": "Tokenizer special-token registration vs D-FINE auxiliary-loss behavior; unrelated code paths." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Different areas and failures: video pipeline processor lookup vs Gemma4 device-mismatch during forward." + "reason": "Pipeline processor lookup bug vs Gemma4 device-mismatch forward bug." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "No shared code-path: placeholder data request vs FP8 inference failure on B200." + "reason": "Placeholder issue text vs FP8 inference failure; no shared underlying bug." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Different mechanisms: MoE load-balancing loss gating vs Gemma 4 mm_token_type_ids defaulting." + "reason": "MoE load-balancing loss omission vs multimodal token-id defaulting; different failures." }, { "left": "issue:43644", "right": "issue:47145", "accept": false, - "reason": "Both involve model loading/weights, but the defects differ: junk non-persistent buffers vs missing FP8 weight_scale application." + "reason": "Both involve model loading/weights, but one is buffer initialization and the other is FP8 weight_scale application." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Distinct model-specific load failures (Qwen3VL MoE vs GLM-4.7-Flash unit-test loading)." + "reason": "Different models and different loading failures; no shared concrete fix." }, { "left": "issue:43931", "right": "issue:47145", "accept": false, - "reason": "Weight-shape mismatch for a specific Qwen3-VL model is not the same as FP8 frozen-checkpoint scaling omission." + "reason": "Shape mismatch on one model vs silent FP8 scale corruption on another." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to the Mistral regex patch crash." + "reason": "Tokenizer.json selection bug vs mistral regex patch crash; separate loading paths." }, { "left": "issue:45588", "right": "issue:47000", "accept": false, - "reason": "FlashAttention AttributeError on s_aux=None is unrelated to RTDetrLoss infeasible cost-matrix failure." + "reason": "FlashAttention sink-less crash vs RTDetr loss infeasibility; unrelated subsystems." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is unrelated to missing TensorFlow backend installation." + "reason": "Torch flex_attention compile failure vs missing TensorFlow backend dependency." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights argument handling are separate issues." + "reason": "Notebook syntax error vs init_empty_weights argument mismatch; different layers." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Phi4MultimodalConfig default initialization bug is unrelated to Llama4Config missing pad_token_id." + "reason": "Different config objects and fields; not the same bug." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex crash and list_repo_files revision forwarding are unrelated code paths." + "reason": "Tokenizer regex patch crash vs repository revision forwarding; unrelated APIs." }, { "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." + "reason": "Deepspeed OOM from Adafactor vs double optimizer.step calls; distinct issues." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized saving failure and dequantized offload loading failure are different bugs in adjacent areas." + "reason": "Quantized saving failure vs dequantized model offload loading failure." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention failure for Ministral-3 is unrelated to Kosmos2.5 OCR index errors." + "reason": "Model-specific FlashAttention bug vs OCR index error; no shared code path." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "ANSI code emission in loading_report is unrelated to variable-length position_ids in Qwen3.5." + "reason": "ANSI logging formatting issue vs variable-length position_ids bug." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "processor.save_pretrained missing files and a Chinese-reported slowdown after upgrade are not the same defect." + "reason": "Processor save_pretrained missing files vs unrelated performance regression report." }, { "left": "issue:43873", "right": "issue:47145", "accept": false, - "reason": "Both concern quantization/offloading, but one is general offloading behavior and the other is a specific FP8 checkpoint weight_scale omission." + "reason": "Both mention quantization/offload, but one is broad offloading behavior and the other is a specific missing weight_scale application." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring annotations crash is unrelated to Gemma 4 processor loading failing on ReasoningEffort import." + "reason": "Auto-docstring AttributeError vs Gemma 4 processor import error; separate components." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "CPU offload incompatibility in a rotary embedding is not the same bug as variable-length position_ids handling." + "reason": "CPU-offload rotary embedding bug vs variable-length position_ids bug; different fixes." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "MLA q_a_layernorm eps precision issue and GlmMoeDsaIndexer split-return handling are different code paths." + "reason": "LayerNorm epsilon precision bug vs torch.split return-value handling; unrelated logic." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "processor.save_pretrained file omission is unrelated to gemma-4 zero3 from_pretrained." + "reason": "Processor save_pretrained issue vs gemma-4 zero3 from_pretrained issue." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "TensorFlow backend packaging is unrelated to a Python version compatibility regression." + "reason": "Missing TensorFlow backend on install vs Python version compatibility; different root causes." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "TextClassificationPipeline docs mismatch is unrelated to slow intermittent import times." + "reason": "Docs mismatch vs import slowness; not the same bug." } ] }, @@ -13153,8 +13024,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -13237,202 +13108,202 @@ "issue:45561|issue:45563", "issue:43540|issue:46752" ], - "prepared_review_unit_hash": "07651e02d0f601fdad351045754d0c110400cda6d5e9b09968af476ce3c921ff", + "prepared_review_unit_hash": "ec1a071b0328010f570cd46191739d030c2b3f391e2f0ce76bc7c5dd8c06d843", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36042, - "estimated_input_tokens": 9011, - "estimated_eval_tokens": 18278 + "serialized_chars": 36040, + "estimated_input_tokens": 9010, + "estimated_eval_tokens": 18276 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft-edge pair looks like a true duplicate or mergeable same-change PR; the set is heterogeneous across unrelated bugs, regressions, and docs/testing issues.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue stands out: the items span unrelated model, tokenizer, processor, config, and tooling problems rather than one underlying defect.", + "summary": "This cluster is heterogeneous: most items are unrelated bug reports spanning different models, APIs, and failure modes. The soft pairs share only broad themes like imports, tokenizers, or loading, but not the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45561 is the most actionable anchor in this set: it is open, has the strongest ongoing discussion/inbound attention, and describes a concrete, reproducible failure in patched testing utilities.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for the cluster; the closest matches are only superficially similar and not the same concrete bug.", + "best_issue_reason": "Issue 45561 is the best representative issue because it is specific, currently active, and has clear downstream impact; the rest are mostly isolated model- or API-specific regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both touch repo-maintenance/generated-artifact areas, but one is about stale Sam3LiteText auto-mappings and the other about leftover dummy PT classes; different failures and fixes." + "reason": "Both affect repo hygiene, but one is an auto-mapping CI break and the other is leftover dummy PT classes; different files and different bugs." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer/model-output regressions in v5, but they concern different model families and different tokenization paths; not the same bug." + "reason": "Both are tokenizer regressions, but for different models and different failure modes: CamemBERT MLM predictions vs Deepseek BPE handling." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Both are v5 regressions, but one is GenerationMixin cache behavior during chunked prefill and the other is CLIPVisionModel hidden_states handling; distinct code paths." + "reason": "One is a GenerationMixin cache/chunked_prefill bug; the other is a CLIPVisionModel hidden_states regression. Same broad version, different code paths." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "A missing config field for Llama4 and a loading failure for glm-4v-9b are separate model-specific issues." + "reason": "These are separate loading failures for different models: Llama4Config pad_token_id missing vs glm-4v-9b loading failure." }, { "left": "issue:43575", "right": "issue:47145", "accept": false, - "reason": "One is an OOM when loading a Qwen model with tensor parallelism; the other is a checkpoint corruption bug from missing weight_scale application. Different defects." + "reason": "OOM during tensor-parallel load is unrelated to silent FP8 checkpoint corruption from missing weight_scale application." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error and Gemma4 device-mapping mismatch are unrelated." + "reason": "A notebook syntax error and a Gemma4 device-mismatch forward bug are not the same underlying issue." }, { "left": "issue:44186", "right": "issue:47000", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/padding; RTDetrLoss has an infeasible cost matrix. Different subsystems and failure modes." + "reason": "LayoutLMv2 tokenizer crashes and RTDetrLoss infeasible cost-matrix errors are distinct model-specific failures." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to ANSI output formatting in loading_report." + "reason": "One is a torch.compile attention-kernel branching bug; the other is ANSI escape codes in loading_report output." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "A model-loading regression with physical-intelligence/fast is unrelated to the TensorFlow/tensorboard backend import error." + "reason": "These are different loading problems: one is a model load regression for physical-intelligence/fast, the other is a backend-detection error from tensorboard without TensorFlow." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "ImportError for a missing Qwen2.5-VL class and a Python-version compatibility issue are not the same underlying bug." + "reason": "ImportError for a missing Qwen2.5-VL class and a Python-version compatibility problem are unrelated." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Both mention missing fields, but one is a model config attribute bug and the other is incomplete fields returned from AutoConfig with trust_remote_code; not the same issue." + "reason": "Missing pad_token_id in Llama4Config and missing fields from AutoConfig with trust_remote_code are distinct config-handling bugs." }, { "left": "issue:42796", "right": "issue:43441", "accept": false, - "reason": "Same model family, but tokenizer BPE-marker handling and FlashAttention failure are separate problems." + "reason": "Both mention Ministral-3, but one is tokenizer/BPE-marker handling and the other is a FlashAttention failure in v5 RC." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "AutoTokenizer loading in v5 and ESM2 breakage are unrelated model-loading issues." + "reason": "Tokenizer loading in v5 and ESM2 breakage are different components and different reported symptoms." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI-code emission and a wrong docstring are unrelated." + "reason": "ANSI-code emission in loading_report is unrelated to a wrong docstring for position_ids." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "A missing Float8 storage type and a Qwen chat crash do not describe the same code path." + "reason": "A missing Float8 storage type and a Qwen3.5 chat crash are different runtime failures." }, { "left": "issue:45325", "right": "issue:46851", "accept": false, - "reason": "Both involve position_ids, but they affect different Qwen model families and different logic (still-image scaling vs variable-length inputs)." + "reason": "Both involve position_ids, but one is Qwen2.5-VL still-image rope scaling and the other is Qwen3.5 variable-length input handling." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import-time slowness and an unrecognized model/config.json error are unrelated." + "reason": "Import taking too long and unrecognized model/config loading are unrelated issues." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Both mention kernels, but one is an import-time dependency/version requirement and the other is a missing decorator for a specific registration path; not mergeable as one fix." + "reason": "Kernel-version/revision import requirements and a missing decorator on apply_rotary_pos_emb are different failures in different layers." }, { "left": "issue:44871", "right": "issue:47145", "accept": false, - "reason": "Gemma eos_token_id inconsistency and FP8 weight_scale corruption are unrelated." + "reason": "Gemma-3 EOS config inconsistency and FP8 weight_scale omission are separate checkpoint/config bugs." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer class metadata mismatch and gemma-4 zero3 loading are different bugs." + "reason": "Tokenizer_config class mismatch on save and gemma-4 zero3 from_pretrained are not the same bug." }, { "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "Different Qwen3 Omni/Moe helper behavior versus Qwen3.5 variable-length position_ids; not the same defect." + "reason": "Unexpected helper output lengths in qwen3_omni_moe is unrelated to Qwen3.5 variable-length position_ids behavior." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Video padding calculation and missing-vision-backend image-processor reporting are distinct processor issues." + "reason": "SmolVLM video padding miscalculation and AutoProcessor fallback when vision backend is missing are different processor issues." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "AutoImageProcessor import failure and Python 3.9/3.10 compatibility are unrelated." + "reason": "An AutoImageProcessor import error and a Python 3.9/3.10 compatibility report are unrelated." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Sentence-transformers import NameError and TensorFlow backend detection error are separate import-time issues." + "reason": "Sentence-transformers import failing with NameError nn and undefined tf backend error are separate dependency/import issues." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "Qwen3.5 kernel registration crash and Qwen3.5 variable-length position_ids bug are different concrete failures." + "reason": "A missing decorator on kernel registration is unrelated to variable-length input position_ids handling." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and unsafe sys.modules access are unrelated." + "reason": "BeitImageProcessorFast reduce_labels behavior and unsafe sys.modules access in modeling_utils are different code paths." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "pytest-xdist captured_info race and a stale generate() warning are different behaviors in different code paths." + "reason": "One is a pytest-xdist race on captured_info.txt; the other is a stale warning in paged generate()." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError and empty-chat-template IndexError are unrelated." + "reason": "Qwen3OmniMoe video-input ValueError and empty-list apply_chat_template IndexError are distinct crashes." } ] }, @@ -13451,8 +13322,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -13533,20 +13404,20 @@ "issue:44295|issue:44749", "issue:45003|issue:45561" ], - "prepared_review_unit_hash": "baacc1cc5f30173ff5c8e9efb8e4cdf990013c597ceeaf13d02640b502215b61", + "prepared_review_unit_hash": "77b80df9ccd611f9ce6ea50f788e9e0ffaf4d2c44e382a0fd4cf8946a2726d99", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35295, + "serialized_chars": 35294, "estimated_input_tokens": 8824, "estimated_eval_tokens": 17904 }, @@ -13555,174 +13426,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers bugs and regressions, with a loose concentration around Qwen/model-loading and video-processing issues but no true duplicate pair that clearly shares the same concrete fix.", - "confidence": 0.88, - "canonical_issue_reason": "issue:44479 is the broadest, most representative report in the set: it describes a clear regression in v5.3.0 affecting multiple Qwen video/VL model families, making it a better anchor than narrower or more incidental failures.", + "summary": "This cluster is mostly heterogeneous: import/export errors, Qwen-family model regressions, video/audio processor bugs, and unrelated infra/docs issues. None of the proposed soft pairs look like the same underlying bug or change, so no merges are justified.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items are too diverse to safely consolidate under one bug report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best standalone issue to keep because it is specific enough to be actionable yet broad enough to represent a real family of related regressions.", + "best_issue_reason": "No global best issue stands out as a true duplicate hub or superset of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Both are crashes, but they hit different code paths: auto-docstring annotation handling vs Qwen3.5 rotary-kernel registration." + "reason": "Different failures: auto_docstring annotation handling vs Qwen3.5 kernel registration/decorator error." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "Both involve vision/video models, but one is a bfloat16 dtype mismatch and the other is an output-field mixup." + "reason": "Unrelated code paths: bfloat16 dtype mismatch in inference vs a VideoPrism output field mix-up." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import slowdown and eos-token config inconsistency are unrelated bugs." + "reason": "Import-time slowness is unrelated to the Gemma eos_token_id config inconsistency." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "One is a position_ids buffer access error; the other is a DeepSpeed zero3 from_pretrained problem." + "reason": "Buffer access error and ZeRO3 from_pretrained failure are distinct issues." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Different failures in different Qwen models: sliding_window behavior vs chat-loading crash." + "reason": "Both involve Qwen models, but one is sliding_window behavior and the other is chat loading failure; not the same bug." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Stale phonemizer backend state is not the same as from_pretrained behavior inside Python classes." + "reason": "Stale phonemizer language state is unrelated to from_pretrained behavior inside Python classes." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "Flash-attention sink handling and variable-length position_ids are different bugs." + "reason": "Flash-attention s_aux handling and variable-length position_ids are different failure modes." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen MoE loading, but the triggers and failure modes differ enough that they are not the same bug." + "reason": "Both are Qwen MoE-related, but they target different loading/conversion problems and versions." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI-output cleanup and GLM-5 RoPE implementation are unrelated." + "reason": "ANSI escape output in loading_report is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "Unsafe sys.modules access is not the same as a TimesFM window_size AttributeError." + "reason": "sys.modules access safety and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both concern auxiliary losses, but for different models and different gating conditions." + "reason": "Both mention missing auxiliary losses, but they are model-specific and caused by different conditions." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile/SDPA failure and CPU-vs-CUDA divergence are different code-path problems." + "reason": "torch.compile/SDPA failure and CPU-vs-CUDA output divergence are unrelated." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer correctness regression and resize_token_embeddings output sync are unrelated." + "reason": "Tokenizer correctness regression is not the same as resize_token_embeddings not updating output embeddings." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading and AttentionInterface.register behavior are not the same issue." + "reason": "Offline cache loading and AttentionInterface.register behavior do not share a concrete code-path bug." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different dependencies." + "reason": "Both are import errors, but they involve different missing symbols from different packages." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Different missing imports: Qwen2_5_VLImageProcessor vs HybridCache." + "reason": "Both are missing imports from transformers, but the symbols and underlying fixes differ." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mentioning return_all_scores and sys.modules access are unrelated." + "reason": "Docs mismatch for return_all_scores is unrelated to unsafe sys.modules access." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "DeepSpeed-related, but one is weight conversion with accelerate while the other is a ZeRO3 deque underflow." + "reason": "Qwen3 MoE weight conversion and ZeRO3 deque IndexError are different DeepSpeed-related failures." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model config and unsafe sys.modules access are different bugs." + "reason": "Model config recognition error is unrelated to sys.modules access in modeling_utils." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Both are video-related, but they affect different models and likely different processor logic." + "reason": "Different video-processing bugs affecting different models and code paths." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification processor lookup and torch fbank feature extraction are separate subsystems." + "reason": "Video-classification processor lookup and fbank feature extraction are unrelated." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling rate and import slowness are unrelated." + "reason": "Audio chat template sampling-rate behavior is unrelated to import slowness." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "Model loading failure and empty-list chat-template IndexError are different failure modes." + "reason": "Model loading failure and empty-chat-template IndexError are different issues." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both are video-input regressions, but they target different model families and different underlying processor bugs." + "reason": "Both touch video inputs, but they are model-specific regressions with different symptoms." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both touch Qwen multimodal config handling, but one drops a config field while the other fails to unwrap text_config." + "reason": "Config field dropping and text_config unwrapping are distinct multimodal config issues." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "A position_ids buffer error is not the same as a broad performance regression after version upgrade." + "reason": "Buffer registration error and major slowdown after upgrade are unrelated." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "sys.modules access in modeling_utils and a pytest-xdist file race are unrelated." + "reason": "Unsafe sys.modules access has nothing to do with the pytest-xdist captured_info race." } ] }, @@ -13741,8 +13612,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -13824,14 +13695,14 @@ "issue:44877|issue:46170", "issue:43475|issue:43540" ], - "prepared_review_unit_hash": "df406a38ebec16452e9731c37716df591091c0dffed678c71727e11d57e28367", + "prepared_review_unit_hash": "f485e580c194d8ce210754cdb3c2c9df5a29a47e869b05f488036b19449fba19", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, @@ -13846,174 +13717,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is highly heterogeneous: the issues cover unrelated bugs across different models, processors, configs, and training/runtime paths. All soft-edge pairs look like false positives rather than the same underlying defect.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "Most items are unrelated issue reports spanning different models, subsystems, and failure modes. I found one plausible duplicate pair around `resize_token_embeddings` not propagating updated embeddings; the rest should stay separate.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 45292 is the broad, model-agnostic report for the `resize_token_embeddings` propagation bug; 45335 looks like a model-specific manifestation of the same underlying problem.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If consolidating the only credible duplicate pair, 45292 is the best representative because it states the general embedding-resize failure rather than a single architecture-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "Different model families and failures: ESM2 is broadly broken, while Gemma 4 needs default mm_token_type_ids for text-only fine-tuning." + "reason": "Different models and different failures; both are training-related but not the same bug." }, { "left": "issue:45292", "right": "issue:47000", "accept": false, - "reason": "Unrelated code paths: token embedding resize propagation vs RT-DETR loss infeasible cost matrix." + "reason": "`resize_token_embeddings` mismatch is unrelated to RT-DETR loss infeasibility." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "Both involve Qwen3.5, but the bugs differ: CPU-offload rotary embedding compatibility vs a use_kernels registration/decorator crash." + "reason": "Both touch Qwen3.5 rotary code, but one is CPU offload compatibility and the other is a kernel registration/decorator crash." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque pop failure is unrelated to auto_mappings referencing removed Sam3LiteText configs." + "reason": "DeepSpeed ZeRO3 deque error and stale auto_mappings config references are unrelated." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Different regressions: processor.tokenizer/images handling vs resize_token_embeddings not updating output embeddings." + "reason": "Processor/tokenizer regression is unrelated to embedding resizing." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Completely different failures: Qwen2_5_VL import error vs DeepSpeed ZeRO3/BertModel index error." + "reason": "Importing a missing Qwen2.5-VL image processor is unrelated to the BertModel ZeRO3 indexing error." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "Same broad SAM3 area, but distinct bugs: missing fpn_position_embeddings vs memory overflow in sam3-litetext." + "reason": "Same SAM3 family, but one is a missing vision-encoder attribute and the other is memory overflow." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both touch tied/embedding weights, but one is a serialization inconsistency and the other is resize propagation in t5gemma." + "reason": "Serialization of tied weights is a different bug from resize_token_embeddings not updating decoder embeddings." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "Processor save_pretrained file omission is not the same as AutoProcessor failing when a vision backend is missing." + "reason": "Saving missing processor files and backend-dependent AutoProcessor loading are different problems." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Different subsystems: MoE router loss omission vs LwDetrImageLoss AMP/CUDA crash." + "reason": "Router load-balancing loss logic is unrelated to the RT-DETR AMP crash." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe/transformers 5.0 issue is unrelated to PPDocLayoutV3 CPU-vs-CUDA divergence." + "reason": "Qwen3-VL-Moe loading issue and PPDocLayoutV3 CPU/CUDA divergence are unrelated." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both involve config validation, but for different models and different missing-field behaviors." + "reason": "Both involve strict config handling, but they affect different model configs and different missing fields." }, { "left": "issue:43526", "right": "issue:46897", "accept": false, - "reason": "BEiT label reduction bug is unrelated to Florence2 training-loss double-shift behavior." + "reason": "BEiT label reduction bug is unrelated to the Florence2 double-shift training-loss bug." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Both are load/parse failures, but one is a model-loading regression and the other is tokenizer error masking without protobuf." + "reason": "Model loading failure and protobuf-related tokenizer error masking are unrelated." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "Unrelated issues: BART generate() decoder_attention_mask bug vs MLflow run status not being updated on training failure." + "reason": "Bart generate-time UnboundLocalError and MLflow reporting after training failure are unrelated." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Generic Flash Attention topic, but one is a model support error and the other is just the feature request/topic." + "reason": "Generic Flash Attention 2.0 topic is not the same concrete bug as NemotronHForCausalLM lacking support." }, { "left": "issue:43526", "right": "issue:46894", "accept": false, - "reason": "Same pattern of label/count bug is not established; BEiT reduce_labels and CohereASR double-shift are different model-specific failures." + "reason": "Label reduction and CohereASR double-shift are different training/data-processing bugs." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Different regressions: Qwen2_5/qwen3_vl video-input behavior vs Windows ROCm import/type errors from torch.distributed dependency." + "reason": "Video-input regression in Qwen models is unrelated to the Windows/ROCm torch.distributed dependency issue." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "DETR cardinality/background-class logic is unrelated to Qwen3.5 variable-length position_ids handling." + "reason": "DETR cardinality handling and Qwen3.5 variable-length position_ids are unrelated." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Different issues in different models: tied-weights warning in Qwen3-Next vs patchtsmixer post_init policy." + "reason": "Tied-weights warning and patchtsmixer post_init validation are unrelated." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Both mention Qwen3.5 and warnings/flash-attn, but one is tied-embeddings warnings during LoRA fine-tuning, the other is a generation regression." + "reason": "Tie-word-embeddings warning during LoRA fine-tuning is unrelated to the flash-attention generation bug." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug is unrelated to the broad ESM2 breakage report." + "reason": "BigBird tokenizer special-token registration and ESM2 breakage are unrelated." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Different DeepSpeed-related problems: Gemma-4 zero3 from_pretrained vs optimizer.step being called twice." + "reason": "ZeRO3 from_pretrained failure and optimizer step being called twice are different DeepSpeed issues." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory leak on deletion is unrelated to MaskGenerationPipeline dropping final partial batch results." + "reason": "RT-DETR GC/memory retention and MaskGenerationPipeline final-batch handling are unrelated." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "SAM3 dummy Conv2d in pixel decoder and sam3_video vs sam3_tracker warning are distinct issues." + "reason": "SAM3 pixel-decoder dummy layer and SAM3 model-type mismatch are different config/model bugs." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Config strictness bug for granite_speech is unrelated to Windows ROCm/torch.distributed import failures." + "reason": "Strict config loading and Windows ROCm import/type errors are unrelated." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Both are model-specific, but SAM3 vision encoder output missing a field is not the same as Qwen3OmniMoe video input validation errors." + "reason": "Missing SAM3 vision-encoder attribute is unrelated to Qwen3OmniMoe video-input validation." } ] }, @@ -14032,8 +13903,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -14117,214 +13988,214 @@ "issue:45375|issue:45478", "issue:42994|issue:43482" ], - "prepared_review_unit_hash": "4eea9cb64ac6a5eb432e18f3593aa51049bd2382a63d0ecc892b6aa42246fc07", + "prepared_review_unit_hash": "7aaddb3661c1ce613724f1ac20b829dc71a038e089761a5e8980a79cb9f02f19", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36552, - "estimated_input_tokens": 9138, - "estimated_eval_tokens": 18532 + "serialized_chars": 36543, + "estimated_input_tokens": 9136, + "estimated_eval_tokens": 18528 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated individual bug reports across tokenizers, model loading, training, and inference. The only clear duplicate-like pair is the Qwen3.5-Moe config/loading issue (45375/45478), where the specific missing field report appears to explain the broader from_pretrained failure.", - "confidence": 0.72, - "canonical_issue_reason": "issue:45375 is the most specific root-cause report: it names the missing `deepstack_visual_indexes` field and the `@strict` drop behavior, which plausibly explains the broader loading failure in 45478.", + "summary": "Most pairs are unrelated symptom-level issues. The only strong duplicate signal is the Qwen3.5 MoE config/loading regression, where a missing config field appears to drive the from_pretrained failure.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45375 is the most specific root-cause report: it identifies the missing `deepstack_visual_indexes` field and explains why strict config handling drops it.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45375 is the best representative issue in this cluster because it is the clearest actionable description of the underlying bug, not just the downstream symptom.", + "best_issue_reason": "issue:45375 is the best representative issue because it states the concrete config defect, which is more actionable than the broader downstream loading-error report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46170", "right": "issue:46832", "accept": false, - "reason": "Different failures: Windows/ROCm import dependency vs RT-DETR feature-level shape mismatch." + "reason": "Different subsystems and failures: Windows/ROCm import dependency issue vs RT-DETR feature-level mismatch." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Tokenizer offline cache loading and Gemma4 multi-GPU CUDA OOM are unrelated." + "reason": "Tokenizer offline cache loading and Gemma4 multi-GPU OOM are unrelated." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "Tokenizer loading regression vs model accuracy regression after upgrade; different code paths and symptoms." + "reason": "Tokenizer loading in v5 vs accuracy regression in a specific model after upgrade; not the same bug." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and a tie_word_embeddings warning are not the same bug." + "reason": "Weight-shape mismatch during model load is unrelated to a config warning about `tie_word_embeddings`." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Attention kernel divergence under torch.compile is unrelated to Gemma pipeline roundtrip behavior." + "reason": "Torch.compile attention-kernel divergence and Gemma pipeline roundtrip tokenization are different problems." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Stale cache/indexer crash and missing mm_token_type_ids default are different issues." + "reason": "Stale cache crash on second forward pass is not the same as missing `mm_token_type_ids` defaults." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Both are warnings, but they concern different settings and code paths." + "reason": "Both are warnings, but they concern different fields and behaviors; not the same underlying issue." }, { "left": "issue:46132", "right": "issue:47145", "accept": false, - "reason": "Registered attention function behavior change is unrelated to FP8 checkpoint loading corruption." + "reason": "Registered-function behavior change is unrelated to FP8 checkpoint weight_scale loading corruption." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat completions request handling and Gemma pipeline roundtrip failure are not the same underlying bug." + "reason": "API request rejection and Gemma pipeline roundtrip failure are different code paths." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as the Gemma pipeline roundtrip bug." + "reason": "An isolated reproduction of an earlier issue is not the same as the Gemma pipeline token roundtrip bug." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "torch.compile attention branching divergence and cache lazy initialization recompilation are different problems." + "reason": "Both touch compilation/caching, but one is attention-kernel divergence and the other is spurious recompilation from lazy cache init." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "A stale second-forward cache bug is unrelated to the flash-attention `s_aux=None` crash." + "reason": "Second-forward stale indexer cache is unrelated to flash_attention crashing on `s_aux=None`." }, { "left": "issue:45593", "right": "issue:47068", "accept": false, - "reason": "D-FINE auxiliary-loss behavior and a DeepSpeed Python-conditional host sync concern are unrelated." + "reason": "Auxiliary-loss behavior in D-FINE is not the same as a host-sync concern in DeepSpeed loss computation." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram implementation error and missing chat template handling are different bugs." + "reason": "MPS histogram kernel limitation and missing chat template are unrelated failures." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "Cache sequence-length return-type mismatch and LlamaConfig head_dim validation are unrelated." + "reason": "Cache length return-type bug is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError and a Transformers upgrade slowdown are not the same code-path failure." + "reason": "Tokenizer AttributeError and a performance regression after upgrade are different issues." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "auto_docstring annotation handling and static-cache sequence-length arithmetic are different issues." + "reason": "auto_docstring annotation handling and static-cache seq-length device-tensor behavior are unrelated." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Tokenizer save-pretrained metadata mismatch and processor save-pretrained missing files are related only broadly, not the same concrete bug." + "reason": "Both are save_pretrained issues, but one is wrong tokenizer_class metadata and the other is missing processor files; distinct bugs." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and MaskGenerationPipeline partial-batch dropping are unrelated." + "reason": "Dummy Conv2d in SAM decoder is unrelated to mask generation pipeline batch handling." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "Siglip2 bad outputs and missing vision-backend image-processor handling are different issues." + "reason": "Nonsensical model outputs and missing vision backend handling are not the same defect." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Performance regression after upgrade and deepspeed optimizer-step double-calling are unrelated." + "reason": "Data-filtering slowdown after upgrade is unrelated to deepspeed causing double optimizer steps." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "resume_from_checkpoint key mismatch and upgrade-related slowdown do not share a concrete failure mode." + "reason": "Checkpoint resume key mismatch is unrelated to a performance regression in filtering." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Both are broad regressions, but they affect different models and different initialization paths." + "reason": "Both mention broad v5 breakage, but they concern different models and different failure modes." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save-pretrained file emission and DeepSpeed optimizer-step duplication are unrelated." + "reason": "Processor save_pretrained file omissions are unrelated to double optimizer stepping under deepspeed." }, { "left": "issue:46752", "right": "issue:47020", "accept": false, - "reason": "Empty-list chat template crash and XLMRobertaTokenizer Unigram initialization error are different tokenizer bugs." + "reason": "Empty chat-template input crash and XLMRobertaTokenizer constructor type error are different tokenizer bugs." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id mismatch and AttentionInterface.register behavior change are unrelated." + "reason": "Gemma eos_token_id mismatch is unrelated to AttentionInterface.register behavior changes." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "Phi-4 multimodal loading error and DeepSpeed ZeRO3 deque pop crash are unrelated." }, { "left": "issue:45375", "right": "issue:45478", "accept": true, - "reason": "Both point to the same Qwen3.5-Moe v5.4+ loading problem; the missing `deepstack_visual_indexes` field and its strict-drop behavior plausibly cause the broader from_pretrained failure." + "reason": "Same Qwen3.5 MoE loading regression: one report identifies the missing config field/root cause, the other reports the resulting from_pretrained failure." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are distinct model-format problems." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are separate serialization/loading problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only plausible duplicate-like pair is 45375/45478, and the rationale is appropriately tentative. The rejected soft pairs also look cautious rather than overstated. No mergeability issue since these are issue pairs, not PRs." + "feedback": "The analysis is well grounded in the packet. The 45375/45478 pairing is the only clearly supported duplicate signal, and the reasons stay conservative and specific to the missing `deepstack_visual_indexes` config field versus the resulting `from_pretrained` error. The other soft-edge rejections are generally cautious and do not overclaim linkage from superficial similarity. Summary language is also appropriately restrained." }, "evaluator_used": true, "retried": false, @@ -14340,8 +14211,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -14425,14 +14296,14 @@ "issue:45081|issue:45103", "issue:45593|issue:46877" ], - "prepared_review_unit_hash": "2bab67524f9e95b54492585d345a98d7fc09b0dfc24a9e00f26e0b1bb2f1bd87", + "prepared_review_unit_hash": "f5d19afbea4c8a4117706ff265b9526f758ad81527fed03b863ac8c5cba2b9a3", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 47, @@ -14447,199 +14318,202 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is dominated by assorted transformers API regressions, especially missing imports/attributes, but the soft-linked items mostly describe different concrete failures. No PRs are present.", - "confidence": 0.74, - "canonical_issue_reason": "issue:41628 is the clearest representative of the cluster: a core missing-symbol import regression in transformers, and it has the strongest soft links to other import/export failures.", + "summary": "Mostly a heterogeneous mix of unrelated Transformers bugs; only one clear duplicate-like subcluster emerged around AutoProcessor failing when a required vision backend is missing. The remaining soft matches are mostly keyword/model-family similarity rather than the same concrete bug.", + "confidence": 0.68, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:41628 is the most central and broadly representative issue here, with multiple related missing-import soft links and the most generic user-facing API breakage.", + "best_issue_reason": "Issue 46726 is the best representative of the only credible duplicate subcluster: AutoProcessor/vision-backend missing handling. It describes the concrete failure clearly and is closest to 43986.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "Different problems: a SigLIP2 doc example mismatch/quantization failure vs AutoProcessor behavior when vision backend is missing." + "reason": "Different bugs: a SigLIP2 docs/example mismatch and quantization failure versus AutoProcessor backend-missing error handling." }, { "left": "issue:43475", "right": "issue:46821", "accept": false, - "reason": "Different model-specific attribute errors on unrelated code paths." + "reason": "Both are AttributeError reports, but they affect different models and different missing fields/code paths." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Sam3 vision encoder output attribute bug is unrelated to AutoConfig losing fields with trust_remote_code." + "reason": "SAM3 output attribute loss is unrelated to AutoConfig returning incomplete fields under trust_remote_code." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "Attention-kernel branching under torch.compile is unrelated to Qwen3.5 position_ids handling." + "reason": "Different runtime problems: torch.compile attention-kernel divergence versus Qwen3.5 position_ids handling." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both are generation-related, but they describe different failures: sync_gpus model-kwargs handling vs missing cache in chunked prefill." + "reason": "Both involve generation internals, but one is sync_gpus/update_model_kwargs behavior and the other is chunked_prefill cache handling." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "issue:45230 is too generic to establish identity, and the specific Gemma-4 ZeRO3 from_pretrained bug is distinct." + "reason": "Issue 45230 is too generic to establish the same bug, and the other is a specific Gemma-4 ZeRO3 loading failure." }, { "left": "issue:43986", "right": "issue:46726", - "accept": false, - "reason": "Both involve missing vision deps, but one is AutoProcessor for video models and the other is an unrecognized image processor path; not the same concrete bug." + "accept": true, + "reason": "Same underlying failure mode: AutoProcessor crashes or misreports when the required vision backend/torchvision is missing." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch-missing ImportError and Sentence Transformers loading hang are unrelated failures." + "reason": "An AutoModel PyTorch ImportError is unrelated to Sentence Transformers getting stuck while loading." }, { "left": "issue:46877", "right": "issue:47000", "accept": false, - "reason": "Doc-lint stdout noise at import time is unrelated to RTDetrLoss infeasible cost-matrix crashes." + "reason": "Completely unrelated: auto_docstring import-time diagnostics versus RTDetrLoss infeasible cost matrix." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Related Qwen3.5 family, but one is a from_pretrained error and the other is a specific missing config field being dropped; too different to treat as one bug." + "reason": "Same model family, but one is a generic from_pretrained error and the other is a specific config-field omission; not enough evidence of the same defect." }, { "left": "issue:44373", "right": "issue:46851", "accept": false, - "reason": "Wrong docstring vs an actual runtime bug in variable-length position_ids handling." + "reason": "A docstring issue about position_ids is not the same as a runtime variable-length input failure." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe incompatibility and processor.save_pretrained missing files are different issues." + "reason": "Different areas: Qwen3-VL-Moe behavior versus processor.save_pretrained missing files." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "Incorrect T5 validation error message is unrelated to doc-lint stdout diagnostics." + "reason": "Incorrect T5 validation messaging is unrelated to auto_docstring printing lint diagnostics." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but they appear to be different missing symbols in different modules, not the same underlying export bug." + "reason": "Both are import-related, but they concern different missing symbols/modules and different failure causes." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure is unrelated to Llama4Config missing pad_token_id." + "reason": "Quantized model saving and a missing pad_token_id on Llama4Config are different bugs." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decoding crash and Kimi tokenizer codec regression are different tokenizer bugs." + "reason": "Both mention tokenizer/codec behavior, but they are different models and different failure modes." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "AutoTokenizer loading issue and mistral_common continue_final_message bug are separate tokenizer paths." + "reason": "AutoTokenizer loading in v5 and continue_final_message for mistral_common tokenizers are separate issues." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 settings API guidance is unrelated to InternVL2 meta-initialization incompatibility." + "reason": "TF32 settings guidance is unrelated to InternVL2 remote-code/meta-init incompatibility." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading and pipeline-parallel output corruption are different runtime problems." + "reason": "Quantization offloading and pipeline-parallelism output corruption are different code paths." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration crash are unrelated." + "reason": "Sentence-Transformers import failure and Qwen3.5 kernel registration crash are unrelated." }, { "left": "issue:45137", "right": "issue:47000", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow and RTDetrLoss infeasible cost matrix are different crashes." + "reason": "DeepSpeed ZeRO3 deque underflow and RTDetrLoss infeasible cost matrix are unrelated." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are missing-import reports, but they concern different symbols and likely different export surfaces." + "reason": "Both are import errors from transformers, but the missing symbols are different and imply different regressions." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "AutoModel missing PyTorch and AutoImageProcessor missing import are different dependency vs export failures." + "reason": "PyTorch missing for AutoModel is unrelated to an AutoImageProcessor import failure." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline parallelism output corruption and Qwen3_5 infinite-loop-on-image are unrelated generation bugs." + "reason": "Pipeline-parallelism output errors and an image-specific infinite loop are different problems." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized saving failure is unrelated to a missing Qwen2_5_VLForConditionalGeneration export." + "reason": "Quantized model saving and missing Qwen2.5-VL import are unrelated." }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "AMP/CUDA loss crash and import-time doc-lint stdout are unrelated." + "reason": "A CUDA/AMP loss crash is unrelated to auto_docstring import-time stdout noise." }, { "left": "issue:45561", "right": "issue:47059", "accept": false, - "reason": "pytest-xdist race on captured_info.txt and CLI failure with huggingface_hub are different test/CLI issues." + "reason": "Both are test failures, but one is a pytest-xdist file race and the other is a huggingface_hub CLI API break." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen-related models, but one is a broader transformers 5.0 VL-Moe bug and the other is a specific from_pretrained error; not the same code-path problem." + "reason": "Same broad family, but the model variants and failure details differ too much to treat as one bug." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Mistral regex patch tokenizer crash and auto_docstring annotations crash are unrelated AttributeErrors." + "reason": "Tokenizer regex patching and auto_docstring future-annotations handling are unrelated." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "D-FINE auxiliary-loss behavior and doc-lint stdout diagnostics are unrelated." + "reason": "D-FINE auxiliary-loss behavior is unrelated to auto_docstring diagnostics output." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted soft edge, issue:43986 \u2194 issue:46726, is supported by both titles describing AutoProcessor failures when a required vision backend is missing. The remaining pair rejections are appropriately cautious and do not overclaim duplicate status." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14651,8 +14525,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -14739,20 +14613,20 @@ "issue:42898|issue:44779", "issue:43479|issue:44079" ], - "prepared_review_unit_hash": "2d5494f48bd40d8ddb442d92cb2e4fea2e2c21c8a7fd0049d500a5ee77936064", + "prepared_review_unit_hash": "c9d0a6216a15d2f59f552247640040b5212bdd70be084496719e4a6964224102", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37344, + "serialized_chars": 37341, "estimated_input_tokens": 9336, "estimated_eval_tokens": 18928 }, @@ -14761,210 +14635,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue cluster; the only clear duplicate pair is the Qwen3ForCausalLM VRAM leak report (#42673/#43704).", - "confidence": 0.94, - "canonical_issue_reason": "#42673 is the earliest and clearest report of the exact duplicate VRAM-leak bug, matched verbatim by #43704.", - "canonical_pr_reason": null, - "best_issue_reason": "Best issue anchor in this set: it has the strongest duplicate signal and a concrete, reproducible bug description.", + "summary": "This cluster is mostly heterogeneous, with one clear duplicate pair around the Qwen3ForCausalLM VRAM leak; the rest are separate bugs in different subsystems and should not be merged.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue fits the whole set: most items are unrelated, and only issue:42673 / issue:43704 form a true duplicate pair.", + "canonical_pr_reason": "No pull requests are present in the input.", + "best_issue_reason": "issue:42673 is the strongest anchor among the issues because it has a clear exact duplicate (issue:43704) and a concrete, reproducible bug report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Related to processor/tokenization behavior, but these are different bugs and different code paths." + "reason": "Both are Gemma-related, but one is a missing processor attribute and the other is a pipeline roundtrip/tokenization issue; different bugs." }, { "left": "issue:44661", "right": "issue:47059", "accept": false, - "reason": "Tokenizer mapping/model-addition failure vs CLI completion API break; not the same issue." + "reason": "Unrelated subsystems: model-mapping logic versus CLI completion breakage from huggingface_hub." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Both involve FP8/MoE, but one is save_pretrained and the other is from_pretrained/config loading; too different to merge." + "reason": "Both mention MoE/FP8, but one is a save_pretrained issue and the other is a from_pretrained loading regression; not the same bug." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Both touch generation/pipeline behavior, but the underlying failures are unrelated." + "reason": "Different Gemma pipeline failures with different symptoms and code paths; not mergeable as one fix." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same title and same VRAM leak in Qwen3ForCausalLM with multiple dataloader threads; clear duplicate." + "reason": "Same title, same symptom, same underlying Qwen3ForCausalLM VRAM leak in multiple dataloader threads; clear duplicate." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs/sync_gpus bug vs Janus image generation test failure; different concrete problems." + "reason": "Generation kwargs handling versus a Janus model test failure; no shared root cause." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Accuracy regression in FineGrainedFP8 is not the same as FP8 MoE save_pretrained behavior." + "reason": "Both involve FP8, but one reports accuracy degradation and the other save_pretrained behavior for MoE; different issues." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Packaging/backend omission vs nonexistent import from image_utils; unrelated." + "reason": "TensorFlow backend packaging and an image_utils import error are unrelated." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model config recognition error vs pytest-xdist file race; no shared bug." + "reason": "Model auto-loading/config resolution versus a pytest-xdist race in testing utils; unrelated." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "Dependency pin issue vs noisy doc-lint output at import time; different concerns." + "reason": "PEFT version pinning and docstring lint output are unrelated maintenance issues." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting on failed training vs an OOM in DeepSpeed Adafactor; not duplicates." + "reason": "MLFlow reporting on failed training jobs is unrelated to a DeepSpeed Adafactor OOM." }, { "left": "issue:44743", "right": "issue:47068", "accept": false, - "reason": "Recurrent-state reset in modular_qwen3_5.py vs possible host sync in deepspeed loss; different code paths." + "reason": "Recurrent-state reset in modular Qwen3.5 and a possible CUDA host sync in loss computation are different code paths and symptoms." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility vs import error from image_utils; unrelated." + "reason": "Python version support breakage versus an import error in image_utils; unrelated." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Loading hang in Sentence Transformers vs embedding reinitialization after resize; different bugs." + "reason": "Sentence Transformers loading hang and token embedding reinitialization are unrelated." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenization regressions, but one is cleanup-space behavior and the other is add_special_tokens/BOS-EOS handling." + "reason": "Both are tokenizer regressions in v5, but one is clean-up spacing behavior and the other is missing BOS/EOS insertion; different bugs." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "pytest-xdist race condition vs stale auto_mappings references; not the same issue." + "reason": "Pytest-xdist race on a generated file versus stale auto_mappings references; unrelated." }, { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Multimodal config defaults vs hidden_states assignment in image classifier output; different failures." + "reason": "Multimodal config defaults and VideoPrism output field wiring are different defects." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Missing TensorFlow backend in extras vs leftover dummy classes leaking into dir(); unrelated." + "reason": "Packaging/backend dependency issue versus leftover dummy classes leaking into exports; not the same change." }, { "left": "issue:44568", "right": "issue:47085", "accept": false, - "reason": "Special-token regression vs tokenizer thread-safety regression; same area, different bugs." + "reason": "Tokenizer special-token behavior and tokenizer thread-safety are distinct problems." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "processor.save_pretrained missing files vs Qwen3.5 MoE from_pretrained error; not the same concrete path." + "reason": "Processor save_pretrained file handling and Qwen3.5 MoE loading are unrelated." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "Same model family, but VRAM leak in dataloader threads is different from a long-context FA2 performance regression." + "reason": "VRAM leak in dataloader threads and a long-context performance regression are not the same bug." }, { "left": "issue:44186", "right": "issue:47085", "accept": false, - "reason": "LayoutLMv2 tokenizer crash on NER/padding vs Rust tokenizer thread safety; different symptoms and paths." + "reason": "LayoutLMv2 tokenizer crashes on NER inputs versus fast tokenizer thread-safety regressions; different issues." }, { "left": "issue:45600", "right": "issue:47059", "accept": false, - "reason": "CI config reference cleanup vs CLI completion regression; unrelated." + "reason": "CI break from removed configs versus CLI completion attribute error; unrelated." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Bidirectional attention mask bug vs partial-batch is_last bug in a pipeline; different code." + "reason": "Gemma4 attention mask construction and MaskGenerationPipeline final-batch handling are different pipeline bugs." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are tokenization regressions in v5, but they affect different models and behaviors." + "reason": "Both are v5 tokenizer regressions, but one concerns cleanup-space behavior and the other wrong token IDs for Granite models; not the same root cause." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading from_pretrained issue vs add_special_tokens regression; not duplicates." + "reason": "Tokenizer loading failure and special-token insertion regression are separate tokenizer issues." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Multimodal config initialization bug vs Whisper timestamp decode crash; unrelated." + "reason": "Multimodal config defaults versus Whisper timestamp decoding crash are unrelated." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error vs documentation parameter mismatch; different scope." + "reason": "Notebook syntax error and documentation parameter mismatch are different documentation problems." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "SigLIP2 example errors vs DIA documentation example breakage; not the same underlying bug." + "reason": "Both are broken docs examples, but they concern different models and different failure modes; not a duplicate pair." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Sentence-transformers import NameError vs Qwen2.5-VL import error; unrelated." + "reason": "One is a NameError importing sentence-transformers, the other is an ImportError for a missing model class; unrelated." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both involve v5 tokenizer behavior, but DeepSeek token correctness and clean_up_tokenization_spaces are distinct issues." + "reason": "Different tokenizer regressions: cleanup-space behavior versus DeepSeek tokenization correctness." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Config default initialization bug vs ModelOutput key assignment bug; different code paths." + "reason": "Multimodal config initialization and ModelOutput key assignment are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet metadata. The only accepted duplicate pair, issue:42673/issue:43704, has identical titles and clearly matches the same VRAM-leak report; the rest of the soft-edge rejections are conservative and do not overstate equivalence. No mergeability concerns apply since this is an issue cluster, not a PR pair." + "feedback": "The summary is grounded in the packet: issue:42673 and issue:43704 are an exact duplicate pair with identical titles, and the rest of the cluster is reasonably characterized as heterogeneous. The soft-edge rejections are conservative and do not overclaim shared root cause. No pull requests are present, so the PR reasoning is also consistent." }, "evaluator_used": true, "retried": false, @@ -14980,8 +14854,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -15064,208 +14938,208 @@ "issue:41628|issue:42757", "issue:44297|issue:45310" ], - "prepared_review_unit_hash": "2489a127e51753f959348b9acdfc563cbdb43878f8af513019a3938318b98da2", + "prepared_review_unit_hash": "5b96407e197a76650d9940108cd76a60f4900065ce3ed40c162c2f7dd8808c2c", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35707, - "estimated_input_tokens": 8927, - "estimated_eval_tokens": 18110 + "serialized_chars": 35704, + "estimated_input_tokens": 8926, + "estimated_eval_tokens": 18108 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are unrelated Transformers bugs that only share broad vocabulary like tokenizer, loading, v5, or model-specific regressions. None of the soft pairs look like the same concrete underlying defect or change.", - "confidence": 0.97, - "canonical_issue_reason": "If forced to pick one issue as a representative anchor, issue 47085 is the most broadly framed, current low-level runtime bug; however, the set is too mixed to have a true canonical duplicate issue.", + "summary": "The soft pairs are mostly keyword-similar but do not describe the same underlying bug or change. All candidate duplicate edges should be rejected, and there is no clear canonical issue/PR for this heterogeneous set.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items span unrelated topics (tokenizers, multimodal models, optimizers, serving, docs), and the soft similarities do not indicate one shared root cause.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47085 is the best single issue to anchor the cluster because it is open, concrete, and about core runtime behavior, but it is not a good duplicate representative for the other items.", + "best_issue_reason": "No best issue target: none of these issues is a plausible umbrella duplicate for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44843", "right": "issue:47085", "accept": false, - "reason": "Both mention tokenizer/runtime behavior, but one is offline hub lookup in AutoTokenizer and the other is tokenizers thread-safety; different code paths and bugs." + "reason": "Offline HF hub lookup in `AutoTokenizer.from_pretrained` is unrelated to tokenizer thread-safety regressions." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Unrelated issues: Flash Attention support for XLMRoberta vs MLflow reporting after failed training jobs." + "reason": "Flash Attention 2 model support and MLflow reporting on failed jobs are different subsystems and bugs." }, { "left": "issue:42673", "right": "issue:47085", "accept": false, - "reason": "One is a Qwen3ForCausalLM VRAM leak in dataloader threads; the other is tokenizer thread-safety. Similar theme, different defect." + "reason": "VRAM leakage in dataloader threads is not the same as Rust tokenizer thread-safety." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow failure reporting and Llama 3.2 Vision model loading regression are unrelated." + "reason": "MLflow reporting failure and Llama 3.2 vision model-loading regression have different causes and code paths." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Both are v5 regressions around tokenization/processor handling, but they concern different behaviors and code paths." + "reason": "Tokenization cleanup behavior changes and processor/tokenizer image-handling regression are distinct issues." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image-patch method in a processor vs remote-code checkpoint/meta-init incompatibility; not the same bug." + "reason": "Missing image patch-count method and old remote-code/meta-init incompatibility are different multimodal bugs." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaulting are distinct model-family issues." + "reason": "VitPose model breakage and Gemma 4 multimodal token type defaults are unrelated." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Position_ids buffer access error and optimizer step being called twice are unrelated." + "reason": "Reading `position_ids` after buffer registration and double optimizer stepping under deepspeed are unrelated." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serve KV-cache indexing crash vs auto_docstring crash under future annotations are unrelated." + "reason": "KV-cache tensor indexing crash in serving and auto-docstring annotation crash are unrelated failures." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both concern tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is Kimi-K2.5 codec/regex handling." + "reason": "`clean_up_tokenization_spaces` behavior and Kimi-K2.5 tokenizer codec/regex regression are not the same bug." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "MLflow job finalization and embedding reinitialization after resizing are unrelated." + "reason": "MLflow failure reporting and embedding reinitialization in `post_init` are unrelated." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Missing transformers.onnx module vs missing PyTorch dependency for AutoModel are different import failures." + "reason": "Missing `transformers.onnx` module and missing PyTorch dependency error are different import problems." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained behavior and tokenizer_class mismatch in tokenizer_config are different save_pretrained bugs." + "reason": "FP8 `save_pretrained` for MoE models and tokenizer class mismatch on save are separate save-path bugs." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer SGD arguments not used vs a docstring naming mismatch are unrelated." + "reason": "Ignored SGD optimizer args is a runtime bug; the other is only a docstring parameter-name mismatch." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Example script empty multi-label outputs vs local dataset loading failure are different example-script issues." + "reason": "Multi-label classification example returning empty results and local dataset loading failure are different scripts and issues." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "Released-version dependency pinning vs leftover dummy classes in repo checks are unrelated." + "reason": "PEFT version bump and leftover dummy classes leaking into `dir(transformers)` are unrelated maintenance issues." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save metadata mismatch and duplicate optimizer steps are unrelated." + "reason": "Tokenizer save metadata mismatch has nothing to do with deepspeed causing optimizer step calls." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Missing image_utils import and leftover dummy classes in dummy_pt_objects.py are different cleanup bugs." + "reason": "Missing import from `image_utils` and dummy class leakage are both import-surface issues but not the same root cause." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FineGrainedFP8 accuracy issue and processor.save_pretrained missing files are unrelated." + "reason": "FP8 accuracy regression and missing files from `processor.save_pretrained` are unrelated." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Pegasus v4/v5 output difference and AttentionInterface.register behavior change are different functional regressions." + "reason": "Different outputs between v4/v5 for Pegasus and `AttentionInterface.register` changing behavior are separate model/API bugs." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Wrong tied-weights warning in Qwen3-Next vs missing _tp_plan for Qwen3_5Moe are distinct model-integration problems." + "reason": "Wrong tied-weights warning in Qwen3-Next and missing `_tp_plan` in Qwen3.5 MoE are unrelated." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both involve saving, but one is FP8 MoE save_pretrained and the other is processor save_pretrained missing files; different artifacts." + "reason": "FP8 MoE `save_pretrained` and processor file omissions are different persistence bugs." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Tokenizer BPE marker handling and AutoTokenizer loading in v5 are related to tokenizers but not the same bug." + "reason": "BPE marker handling in a specific tokenizer and `AutoTokenizer.from_pretrained` loading failure in v5 are not the same issue." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Multimodal config defaults and non-persistent buffer initialization are unrelated." + "reason": "Incorrect default multimodal config initialization and junk-filled non-persistent buffers are unrelated." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category cardinality error and AttentionInterface.register behavior change are unrelated." + "reason": "Category-count runtime error and `AttentionInterface.register` behavior change are different code paths." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring correction for position_ids vs GLM-5 RoPE implementation are not the same issue." + "reason": "Wrong `position_ids` docstring and GLM-5 RoPE implementation discussion are not duplicates." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "DSA indexer missing ReLU and Minimax MSA attention numerical differences are unrelated." + "reason": "DSA indexer missing ReLU and Minimax attention numerical differences are unrelated." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Cannot import AutoImageProcessor from transformers vs cannot import is_offline_mode from huggingface_hub are separate import regressions." + "reason": "Missing `AutoImageProcessor` import and missing `is_offline_mode` import are distinct symbol-export regressions." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer config save mismatch and Qwen3.5 MoE from_pretrained failure are different bugs." + "reason": "Tokenizer config class mismatch and Qwen3.5 MoE from_pretrained failure are not the same concrete bug." } ] }, @@ -15284,8 +15158,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -15369,20 +15243,20 @@ "issue:45381|issue:46305", "issue:43408|issue:46402" ], - "prepared_review_unit_hash": "5fe9936af2dfa32c2d01c601b7aab6973ef42e843de34ac5cb21ff393217856f", + "prepared_review_unit_hash": "1cf6e4eeedba9cca3798bc4f6e7c49036ad367442c603d82621b3700a4258e8d", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36016, + "serialized_chars": 36014, "estimated_input_tokens": 9004, "estimated_eval_tokens": 18264 }, @@ -15391,198 +15265,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a loose semantic cluster rather than true duplicates. The soft pairs share broad themes like v5 regressions, save/load, or model-family names, but they describe different concrete failures and should not be merged as duplicates.", - "confidence": 0.31, - "canonical_issue_reason": "No single issue cleanly represents the whole cluster. If one must be chosen, issue:45092 is the broadest and most detailed v5 regression report, but the surrounding items are largely unrelated.", + "summary": "The cluster is highly heterogeneous: the soft pairs span unrelated loading, config, quantization, generation, vision, tokenizer, and CLI problems. None of the candidate edges look like the same underlying bug/change, so I would not merge any of them or pick a single canonical item for the whole set.", + "confidence": 0.93, + "canonical_issue_reason": "There is no single underlying issue shared by this set; the items cover many unrelated failure modes across different subsystems.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45092 is the strongest standalone report in the set, with a clear, reproducible compatibility failure and enough detail to serve as the nearest representative, though this is still a weak fit overall.", + "best_issue_reason": "No issue is a good global representative because the cluster is not coherent and does not center on one bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Both are config-related v5 regressions, but one is a generic PretrainedConfig type-checking break while the other is a specific Llama head_dim validation error." + "reason": "Both involve config handling, but one is a v5 type-checking regression and the other is a Llama head_dim validation edge case." }, { "left": "issue:43504", "right": "issue:47059", "accept": false, - "reason": "Unrelated failures: BEiT legacy-field loading vs a CLI completion compatibility error with huggingface_hub." + "reason": "Legacy preset loading for Beit is unrelated to a CLI failure caused by huggingface_hub compatibility." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "Both mention save_pretrained, but one is an FP8 MoE save bug and the other is a question about shard size defaults." + "reason": "One is an FP8 save_pretrained bug; the other asks about the default max_shard_size value." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading in v5 vs Qwen3.5 flash-attention generation failure are different code paths and symptoms." + "reason": "Tokenizer import/load failure is unrelated to a flash-attention generation problem in Qwen3.5." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenization changes across versions versus FP8 inference failure on B200 are unrelated bugs." + "reason": "Tokenization changes across versions are unrelated to FP8 inference failing on B200." }, { "left": "issue:46614", "right": "issue:46932", "accept": false, - "reason": "Stale phonemizer backend state is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "A stale phonemizer backend bug is unrelated to a Gemma4 dtype-casting fix." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split behavior and InternVL2 meta-init loading incompatibility are different failures." + "reason": "DSA indexer split semantics are unrelated to remote-code checkpoint meta-init compatibility." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference on B200 and missing chat template in a processor are unrelated." + "reason": "FP8 inference on B200 is unrelated to processor chat-template handling." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "A position_ids buffer read issue is not the same as processor.save_pretrained missing files." + "reason": "Reading position_ids after buffer registration is unrelated to missing files in processor.save_pretrained." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwarg sync behavior and cache-length handling are different bugs in adjacent areas." + "reason": "Generation kwargs sync_gpus behavior is unrelated to cache max_cache_length semantics." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs after sync_gpus and Kosmos2.5 OCR index errors do not share the same underlying defect." + "reason": "Generation kwargs handling is unrelated to Kosmos2.5 OCR index errors." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "A functional DSA indexer issue is not the same as a wrong docstring for position_ids." + "reason": "A torch.split return-value issue in DSA indexing is unrelated to a docstring correction." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading stall and SigLIP2 zero-probability outputs are distinct model issues." + "reason": "Sentence Transformers loading stalls and zero probabilities in SigLIP2 are different bugs." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + "reason": "Local dataset loading in an example script is unrelated to a LlamaConfig validation error." }, { "left": "issue:46369", "right": "issue:46909", "accept": false, - "reason": "SAM3 memory overflow and a broken DIA docs example are not the same bug." + "reason": "SAM3 LiteText memory overflow is unrelated to a broken documentation example." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM3 vision encoder attribute access and Moonshine streaming mask off-by-one are unrelated." + "reason": "SAM3 vision output attribute errors are unrelated to a MoonshineStreaming off-by-one mask bug." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Same component family, but torch.split return handling and missing ReLU are different concrete defects." + "reason": "Both mention the DSA indexer, but they describe different defects: split outputs vs missing ReLU." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Streaming window off-by-one and video processor padding math are separate bugs." + "reason": "Two padding/masking issues in different models, but they affect different processors and code paths." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy concerns do not match a Qwen3.5 MoE from_pretrained error." + "reason": "FP8 accuracy issues are unrelated to Qwen3.5 Moe from_pretrained errors." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Dequantized Ministrals/Devstrals save failure and sinq save/load breakage are different quantization paths." + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to sinq quantization round-trip breakage." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Missing transformers.onnx module and XLMRoberta Flash Attention 2 are unrelated." + "reason": "Missing transformers.onnx module import and XLMRoberta Flash Attention 2 are unrelated issues." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "A general dependency issue and a performance inefficiency in SequenceFeatureExtractor.pad are not duplicates." + "reason": "A dependency problem is unrelated to SequenceFeatureExtractor.pad inefficiency." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "InternVL2 meta-initialization incompatibility is different from Qwen3.5 save_pretrained key handling." + "reason": "Both touch Transformers v5 / Qwen-family compatibility, but one is checkpoint meta-init loading and the other is save_pretrained key mapping." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FineGrainedFP8 accuracy issues and Qwen3-VL-Moe loading bugs are different problems." + "reason": "Both are FP8-related, but one concerns accuracy and the other a specific Qwen3-VL-Moe bug." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Flash Attention 3 training degeneration and NaNs after checkout/init are not the same root cause." + "reason": "Flash Attention 3 training degeneration is unrelated to NaNs appearing in classification heads during checkout/init." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are missing imports, but they refer to different exported symbols and likely different packaging regressions." + "reason": "AutoImageProcessor import failure and Qwen2.5-VL import failure are different missing-symbol issues." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "MLA rms_norm_eps precision drift and remote-code meta-init incompatibility are unrelated." + "reason": "MLA rms_norm_eps precision error is unrelated to InternVL2 remote-code checkpoint meta initialization." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Qwen2.5-VL vision_position_ids issues and Moonshine streaming mask off-by-one affect different model code paths." + "reason": "Qwen2.5-VL video vision_position_ids mismatch is unrelated to MoonshineStreaming masking." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "A class-type warning during SAM3 instantiation is not the same as SAM3 text encoder weights not loading." - }, - { - "left": "issue:44263", - "right": "issue:44360", - "accept": false, - "reason": "Same file area does not imply same defect; split-output handling and missing activation are distinct." - }, - { - "left": "issue:46369", - "right": "issue:47059", - "accept": false, - "reason": "SAM3-LiteText memory overflow and a CLI completion API break are unrelated." + "reason": "A SAM3 tracker/model-type warning is unrelated to SAM3 model text encoder weights not being loaded." } ] }, @@ -15601,8 +15463,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -15684,202 +15546,202 @@ "issue:42371|issue:44263", "issue:43329|issue:47059" ], - "prepared_review_unit_hash": "0d86ec258facb7aac854adb1799e716191b6eb56ac96d661d1f2c08529cdddd9", + "prepared_review_unit_hash": "6fd39962edecf0261058641c87fdc86b1b7d0268a5fe157acb96a93e50a507c0", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35005, - "estimated_input_tokens": 8752, - "estimated_eval_tokens": 17760 + "serialized_chars": 35009, + "estimated_input_tokens": 8753, + "estimated_eval_tokens": 17762 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft pairs look like false positives: the titles point to different bugs, regressions, or docs/CLI issues rather than the same underlying change. No pull requests are present.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 42886 is the most self-contained and actionable report: it has a precise symptom, exact affected version (4.57.3), a clear offline-cache reproduction, and a narrow code-path scope.", + "summary": "The cluster is a loose collection of mostly unrelated issues across tokenizer behavior, model loading, multimodal inference, import regressions, and CLI/API breakages. None of the soft pairs look like the same underlying bug or change, so I reject them all as duplicates.", + "confidence": 0.47, + "canonical_issue_reason": "Issue 45278 is the broadest representative item in this set: it describes widespread import breakage after a Transformers version upgrade, which is a recurring theme among several nearby issues in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 42886 is a strong representative issue because it is concrete, reproducible, and specific to a single failure mode rather than a broad or ambiguous regression.", + "best_issue_reason": "Issue 45278 is the best single issue to anchor the cluster because it is high-scope, clearly user-facing, and closest to the repeated import/regression failures seen elsewhere in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44964", "right": "issue:47059", "accept": false, - "reason": "Model loading failure vs CLI completion AttributeError; different subsystems and root causes." + "reason": "Different failures: multimodal model loading vs a CLI completion attribute error from huggingface_hub." }, { "left": "issue:39379", "right": "issue:46172", "accept": false, - "reason": "mllama mask handling bug vs DeepSeek tensor transpose issue; unrelated code paths." + "reason": "Different code paths and symptoms: mllama mask handling vs a DeepSeek tensor transpose bug." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat/completions request rejection vs Gemma4Processor missing _tokenizer; different failures." + "reason": "One is an API request acceptance problem; the other is a serve-time processor attribute crash." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer junk vs Moonshine sliding-window off-by-one; not the same bug." + "reason": "Non-persistent buffer initialization corruption is unrelated to a streaming window off-by-one mask bug." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FP8 accuracy regression vs Qwen3_5 infinite loop on a specific image; distinct symptoms and causes." + "reason": "Accuracy loss in FineGrainedFP8 is not the same as an infinite-loop bug on a specific image." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Missing transformers.onnx module vs tokenizer adds extra space after added token; unrelated." + "reason": "Import failure for transformers.onnx is unrelated to tokenizer spacing after added tokens." }, { "left": "issue:44327", "right": "issue:47059", "accept": false, - "reason": "QA decode_spans top-k bounds error vs CLI completion attribute error; different code paths." + "reason": "QA decode_spans top-k crash and a CLI completion attribute error are unrelated." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Offset mapping bug vs BOS/EOS not added with add_special_tokens; separate tokenizer issues." + "reason": "Both are tokenizer issues, but they affect different models and different behaviors (offset mapping vs BOS/EOS insertion)." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Specific is_offline_mode import break vs broad import failures after upgrade; too different to merge." + "reason": "Both mention imports, but one is a specific missing huggingface_hub symbol while the other is a broad upgrade regression with many import errors." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Torch.compile attention-kernel divergence vs a wrong docstring; one is runtime behavior, the other documentation." + "reason": "A torch.compile attention-kernel divergence bug is unrelated to a docstring issue." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Model-type warning mismatch vs memory overflow in another SAM3 model; not the same bug." + "reason": "These involve different SAM3 model variants and different failures: type warning vs memory overflow." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline tokenizer cache loading failure vs wrong tokenizer decoder type in v5; distinct issues." + "reason": "Offline tokenizer cache loading and wrong tokenizer decoder type are different bugs." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline cache loading vs quantized model saving failure; different phases and failures." + "reason": "Tokenizer cache/offline loading is not the same as quantized model saving failure." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 support question vs loading hang in Sentence Transformers; unrelated." + "reason": "Flash Attention support for XLM-Roberta is unrelated to Sentence Transformers loading hangs." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "BPE marker handling bug vs version-to-version tokenization drift; similar domain but not the same concrete defect." + "reason": "Model-specific BPE marker handling is not the same as a broader version-to-version tokenization difference." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "Qwen2.5-VL video position_ids bug vs broken documentation example; unrelated." + "reason": "A video position_ids bug in Qwen2.5-VL is unrelated to a broken DIA documentation example." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs sync issue vs D-FINE auxiliary-loss behavior; different components." + "reason": "Generation kwargs handling after sync_gpus and D-FINE auxiliary-loss behavior are unrelated subsystems." }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe vs documentation example failure; unrelated." + "reason": "A Qwen3OmniMoe video-input ValueError is unrelated to a documentation example issue." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage vs NaNs in classification heads after init; different failure modes." + "reason": "Custom model initialization breakage and NaNs in classification heads are different initialization-time problems." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized/dequantized save regression vs incorrect output under pipeline parallelism; different code paths." + "reason": "Quantized model save failures are unrelated to incorrect outputs under pipeline parallelism." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "position_ids buffer read error vs tokenizer_class mismatch on save_pretrained; distinct tokenizer/model-save issues." + "reason": "Reading a buffer-marked position_ids tensor and tokenizer_class metadata mismatches are different serialization issues." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Loading hang vs MacOS bus error; unrelated runtime failures." + "reason": "Both are load-time failures, but for different models and different root causes (hang vs bus error)." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken `transformers env` CLI vs sentence-transformers import NameError; different areas." + "reason": "A broken transformers env CLI command is unrelated to a NameError when importing sentence-transformers." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility regression vs pipeline-parallel output corruption; not the same bug." + "reason": "Python version compatibility regressions are not the same as incorrect LLM output under pipeline parallelism." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Quantized model saving failure vs multimodal model loading failure; different operations and symptoms." + "reason": "Saving dequantized weights and loading a multimodal model are different operations and failure modes." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Missing AutoImageProcessor import vs many import errors after upgrade; broad similarity only, not a single concrete fix." + "reason": "Missing AutoImageProcessor is a specific import symbol issue; 45278 is a broad collection of import errors after upgrade, not the same concrete bug." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 settings guidance issue vs torch.split return-value bug; unrelated." + "reason": "TF32 settings guidance and a torch.split return-value bug are unrelated." }, { "left": "issue:43329", "right": "issue:47059", "accept": false, - "reason": "Multimodal token counting video-branch bug vs CLI completion attribute error; different subsystems." + "reason": "A multimodal token counting video-branch bug is unrelated to a CLI completion attribute regression." } ] }, @@ -15898,8 +15760,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -15984,214 +15846,214 @@ "issue:39379|issue:43232", "issue:43493|issue:45753" ], - "prepared_review_unit_hash": "edc2eedf0f638889d0142137168e52e74146e5c133961ed6d79985b5f520e02a", + "prepared_review_unit_hash": "3bc7e524c0629d0c67929961e95838beb341425407e67c0498893b68566aaa97", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36435, - "estimated_input_tokens": 9109, - "estimated_eval_tokens": 18474 + "serialized_chars": 36442, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are largely unrelated; the soft pairs are mostly same-subsystem but not the same underlying bug/change, so I would reject all duplicate candidates. If forced to pick one issue as the best representative, the open multimodal `apply_chat_template` report is the strongest standalone anchor.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 44521 is the most actionable open report here: it has the strongest current discussion/inbound activity and a clear, reproducible multimodal bug.", + "summary": "The pairs are mostly same-subsystem but not the same underlying bug; I would reject all soft edges. For a canonical issue, the clearest and most self-contained bug report is the Deepseek tokenizer regression.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44779 is a concrete, versioned regression report with a specific model and observable behavior, making it a strong anchor issue for triage.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the best standalone representative of the set because it is open, well-scoped, and likely to benefit from direct triage.", + "best_issue_reason": "issue:44779 is the most actionable issue here: it is narrowly scoped, reproducible, and clearly states the regression boundary (works in v4, breaks in v5).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Both are API/loading bugs, but one is tokenizer mapping resolution and the other is `AutoProcessor` kwargs plumbing; different code paths and failure modes." + "reason": "Different failure modes: tokenizer mapping fallback vs AutoProcessor not forwarding kwargs." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Different models and different bugs: Smollm3 RoPE layer handling vs Qwen3-Next tied-weights warning." + "reason": "Both touch model internals, but one is RoPE layer composition and the other is a tied-weights warning bug." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "One is a save/load regression for dequantized Ministrals/Devstrals; the other is a GLM-5 generation config validation error." + "reason": "Distinct code paths: dequantized save_pretrained vs invalid GenerationConfig on GLM-5." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Both are import-time failures, but they point to different missing symbols/config references in different code paths." + "reason": "Both are import/compatibility issues, but one is a missing nn import and the other is stale auto_mappings references." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Qwen3 tokenizer offset mapping and loading `cjvt/sleng-bert` are separate tokenizer/model issues." + "reason": "Tokenizer offset_mapping bug vs model loading failure for a specific checkpoint." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Tokenizer offset mapping for Qwen3 is unrelated to multimodal assistant-mask generation in `apply_chat_template`." + "reason": "Tokenizer offset_mapping issue and multimodal assistant_masks issue are separate bugs." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Num-label propagation in Qwen3.5 config is unrelated to flash-attention training degeneration." + "reason": "num_labels propagation and flash_attention_3 training degeneration are unrelated." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "`AutoProcessor` caching/kwargs handling is unrelated to chat-template crashes with tool-call assistant messages." + "reason": "Different API surfaces: cached_file kwargs forwarding vs apply_chat_template crash with tool calls." }, { "left": "issue:46172", "right": "issue:46762", "accept": false, - "reason": "Both are numerical/model-computation complaints, but for different models and different attention implementations." + "reason": "Both concern numerical behavior, but they refer to different models and different implementations." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer activation choice and GLM-5 RoPE implementation are unrelated subsystems." + "reason": "One is about a DSA indexer activation, the other about GLM-5 RoPE implementation." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Tokenizer-version differences and `continue_final_message` handling are different tokenizer behaviors, not the same bug." + "reason": "Both are tokenizer-related, but one is a v4-to-v5 regression and the other is continue_final_message for mistral_common tokenizers." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "One is a model-type warning/mismatch; the other is a missing attribute on `Sam3VisionEncoderOutput`." + "reason": "Same model family, but a warning about model type mismatch is not the same as a missing output attribute error." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "General tokenization drift across versions is not the same issue as multimodal assistant-mask generation." + "reason": "Tokenization regression and multimodal chat-template assistant mask bug are different behaviors." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe behavior in 5.0 and tokenizer save metadata mismatch are different bugs." + "reason": "Qwen3-VL-Moe import/breakage vs tokenizer save_pretrained metadata mismatch." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Dequantized save failures and GGUF loading failures are both serialization-related but not the same concrete bug." + "reason": "Dequantized saving problem is unrelated to gguf_file breaking model/tokenizer loading." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Missing `transformers.onnx` import and slow/fast tokenizer inconsistencies are unrelated." + "reason": "Missing transformers.onnx module import vs slow/fast tokenizer inconsistency are unrelated." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe issue and `position_ids` buffer read error affect different components." + "reason": "Qwen3-VL-Moe issue vs reading position_ids after buffer registration are different bugs." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Both mention MoE, but one is a 5.0 model bug and the other is an FP8 save-pretrained issue." + "reason": "Different failures: model import/config issue vs FP8 save_pretrained for moe." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both concern Qwen3.5 on newer transformers, but one is a save_pretrained regression and the other is a from_pretrained load error." + "reason": "Both involve Qwen3.5, but one is save_pretrained regression and the other is from_pretrained loading error." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "These are different missing imports (`Qwen2_5_VLForConditionalGeneration` vs `HybridCache`) with different causes." + "reason": "Both are import errors, but for different symbols and different failure causes." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "A multi-label classification example bug is unrelated to Gemma 4 mm token-type defaults." + "reason": "Example-script multi-label output bug vs Gemma 4 mm_token_type_ids defaulting issue." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Qwen3 offset mapping and stale phonemizer language state are separate tokenizer correctness problems." + "reason": "Different tokenizer implementations and different bugs: offset mapping vs stale phonemizer language state." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they involve different models and different failure mechanisms." + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different packages; no shared underlying bug." + "reason": "Missing huggingface_hub symbol and missing transformers symbol are separate import regressions." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training and classification-example output are unrelated." + "reason": "Tensor-parallel training bug is unrelated to the classification example returning empty results." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Training/eval dtype mismatch for embeddings is not the same as pipeline-parallel output corruption." + "reason": "Dtype drift between train/eval and pipeline-parallel output corruption are different code paths." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "One is a missing module import, the other is an error-message clarity issue in LayoutLMv3." + "reason": "Module import failure and LayoutLMv3 error-message clarity are unrelated." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Packaging backend omission and Python 3.14 import failure are different compatibility problems." + "reason": "Backend packaging omission and Python 3.14 load failure are different environment issues." }, { "left": "issue:39379", "right": "issue:43232", "accept": false, - "reason": "mllama mask handling and generation kwarg updates after `sync_gpus` are different code paths." + "reason": "mllama mask handling bug vs generation kwargs update after sync_gpus are unrelated." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 numerical divergence and Qwen3_5 image infinite loop are distinct multimodal model bugs." + "reason": "Different model-specific problems: SigLIP2 numerical mismatch vs Qwen3_5 image loop." } ] }, @@ -16210,8 +16072,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -16293,202 +16155,202 @@ "issue:43827|issue:45446", "issue:44995|issue:46697" ], - "prepared_review_unit_hash": "b1cc815f4864b5a5941ef67e6d0bf5a2a14fb7932a1c72e7140b5aa3356bd677", + "prepared_review_unit_hash": "a4ae4b367ec558c0d153283c9e5b9ce2eeaa4fdd7e0181696d9e636e03316ddc", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35241, - "estimated_input_tokens": 8811, - "estimated_eval_tokens": 17878 + "serialized_chars": 35238, + "estimated_input_tokens": 8810, + "estimated_eval_tokens": 17876 }, "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 Transformers-v5 or model-family wording. I do not see any soft pair that clearly represents the same underlying bug or change, so all soft edges are rejected.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45478 is the most concrete, actionable bug report in the set: it names the affected version range, model family, and a specific from_pretrained failure path.", + "summary": "The cluster is heterogeneous: most pairs are only loosely related by subsystem or model family, not the same underlying bug/change. I rejected all soft edges and found no safe canonical issue/PR representative.", + "confidence": 0.91, + "canonical_issue_reason": "No canonical issue: the items span unrelated regressions across tokenizers, model loading, vision/audio processors, docs, and runtime/version checks, so no single issue safely represents the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45478 is a strong anchor for triage because it is narrowly scoped and reproducible, unlike the broader regression or documentation reports nearby.", + "best_issue_reason": "No single issue is a reliable cluster representative; several candidates are superficially broad (for example, version/import regressions), but none clearly subsume the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Docs parameter-name mismatch vs import-time doc-lint output; same documentation area, but not the same bug." + "reason": "One is a docs parameter-name mismatch, the other is import-time doc-lint stdout noise; unrelated bugs." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel divergence under torch.compile vs padding performance issue; different code paths and symptoms." + "reason": "Attention-kernel branching under torch.compile is unrelated to a padding performance issue in SequenceFeatureExtractor." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GenerationConfig validation error vs RoPE implementation discussion; both GLM-5 related, but distinct problems." + "reason": "Both mention GLM-5, but one is GenerationConfig validation and the other is RoPE implementation; different concrete failures." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenization cleanup behavior change vs stale phonemizer backend state; unrelated tokenizer subsystems." + "reason": "Tokenizer cleanup behavior in v5 is unrelated to stale espeak backend state in Wav2Vec2PhonemeCTCTokenizer." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "A specific missing import vs a broad collection of import errors after upgrade; too general to be the same bug." + "reason": "45278 is a broad import-regression report, but not evidence of the same specific missing symbol/import path as 38617." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version incompatibility report vs flex_attention version-check bug; different failure causes." + "reason": "Different version-check bugs in different code paths: Python support vs PyTorch import gating." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Model loading with base_model_prefix vs NaNs in classification heads; different runtime failures." + "reason": "Model-loading/base_model_prefix regression is unrelated to NaNs in classification heads during checkout/init." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both concern Qwen/MoE loading, but they affect different model variants and failure modes; not enough to treat as one bug." + "reason": "Both involve Qwen3 Moe variants, but the model/version and failure mode differ; not the same underlying bug." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is decoder-type selection and the other is DeepSeek output correctness; separate issues." + "reason": "Both are tokenizer regressions in v5, but for different tokenizers and symptoms; too broad to merge." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM threading vs dtype mismatches in inference; unrelated." + "reason": "VRAM leakage in Qwen3ForCausalLM has nothing to do with bfloat16 dtype mismatches in other models." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python execution errors vs a docs typo; no shared underlying defect." + "reason": "Compiled Python file execution errors are unrelated to a documentation parameter-name mismatch." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Save-pretrained key regression vs from_pretrained loading error; related model family, but different code paths and bugs." + "reason": "Both are Qwen3.5-related, but one is save_pretrained key corruption and the other is from_pretrained loading failure; distinct code paths." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "Config propagation bug vs NaNs in classification heads; different symptoms and likely causes." + "reason": "num_labels propagation in Qwen3.5 is unrelated to NaNs in classification heads." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example script returning empty results vs SigLIP2 implementation discrepancy; unrelated." + "reason": "Example-script multi-label output bug is unrelated to a SigLIP2 implementation discrepancy." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "Processor size/padding mismatch vs broken docs example; one is runtime preprocessing, the other is documentation." + "reason": "Processor padding/input-size bug is unrelated to a broken documentation example." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Qwen3 Omni helper behavior vs flex_attention version check; unrelated subsystems." + "reason": "A feature-extractor length-calculation issue in qwen3_omni_moe is unrelated to an AuxRequest import version check." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API/settings change vs missing multimodal image-patch method; different features." + "reason": "TF32 behavior API guidance and a missing image-processor method are unrelated." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer argument handling vs trainer.evaluate after train; different functional areas." + "reason": "Unused SGD args and trainer.evaluate failing after train are different training/runtime issues." }, { "left": "issue:46726", "right": "issue:46981", "accept": false, - "reason": "Missing-vision-backend messaging vs retry behavior on HTTP 429; both AutoProcessor.from_pretrained, but distinct bugs." + "reason": "Missing vision backend handling in AutoProcessor is unrelated to repeated HTTP 429 retries for cached files." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Different output-field assignment bugs in different model classes; too broad to merge as duplicates." + "reason": "Both are output-field regressions, but they affect different model output classes and different fields; not enough to treat as one bug." }, { "left": "issue:46328", "right": "issue:47116", "accept": false, - "reason": "Feature-extraction padding inefficiency vs streaming pipeline regression; unrelated." + "reason": "Padding inefficiency is unrelated to a streaming pipeline regression." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing weight in UMT5Encoder load vs kwargs not forwarded in AutoProcessor; different from_pretrained problems." + "reason": "Missing embed_tokens.weight on encoder load is unrelated to AutoProcessor kwargs not being forwarded to cached_file." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Tokenizer decoder-type regression vs model accuracy regression; not the same underlying bug." + "reason": "A tokenizer decoder-type regression is not the same as an accuracy regression in DeepSeek-R1 after upgrade." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example script behavior vs pipeline error-message wording; not a duplicate." + "reason": "Example-script classification output and pipeline error-message wording are unrelated." }, { "left": "issue:28348", "right": "issue:46640", "accept": false, - "reason": "Feature request for GPT2 Flash Attention 2 support vs an unspecified Flash Attention 2 issue; too vague and not the same change." + "reason": "Flash-attention support for GPT2LMHeadModel is not clearly the same bug as a generic flash-attention issue report." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leak in model inference vs tokenizer BPE-marker handling; unrelated." + "reason": "VRAM leakage in Qwen3ForCausalLM and a tokenizer BPE-marker bug are unrelated." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Pipeline-removal docs cleanup vs flex_attention version check; unrelated." + "reason": "Docs still referencing pipeline after removals is unrelated to a PyTorch version check bug." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "Stale cache crash on second forward pass vs image over-padding; different components and failure modes." + "reason": "A stale indexer cache crash on second forward pass is unrelated to an image over-padding preprocessing bug." } ] }, @@ -16507,8 +16369,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -16594,20 +16456,20 @@ "issue:42617|issue:45341", "issue:44117|issue:45081" ], - "prepared_review_unit_hash": "bb7c97eadb7db390157fd56964eb6ed3b34eca45f477ace478f55d5b6dac7b33", + "prepared_review_unit_hash": "96385758d1edf92929f495527dff7e2ea411b9e07248fab8d9707e5c9f72ff1a", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37009, + "serialized_chars": 37012, "estimated_input_tokens": 9253, "estimated_eval_tokens": 18762 }, @@ -16616,198 +16478,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft edge looks like the same underlying bug/change. The pairs mostly share only broad subsystem keywords (tokenizers, generation, vision, training, loading) but differ in concrete failure mode, model, or code path, so all are rejected.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "The soft pairs are mostly broad subsystem similarities rather than true duplicates. I don\u2019t see any pair that clearly describes the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 44779 is the clearest canonical candidate: it describes a concrete v5 tokenizer regression with a specific model, reproducible incorrect behavior, and a stable user-facing failure mode.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 44779 is the strongest standalone issue in this set because it is specific, reproducible, and tied to a single code-path regression; the others are generally either broader, less focused, or about different subsystems.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "Different failures: v5 meta-init incompatibility vs Minimax attention numeric mismatch." + "reason": "Different failures: meta-init incompatibility for remote-code checkpoints vs numerical differences in Minimax attention." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Generic tokenizer-loading regression vs Qwen3 offset_mapping bug." + "reason": "Both are tokenizer-related, but one is a loading regression and the other is a Qwen3 offset_mapping bug; not the same defect." }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "GLM MoE indexer split semantics are unrelated to attention numerical differences." + "reason": "Unrelated code paths: GLM MoE DSA indexing split behavior vs Minimax attention numerics." }, { "left": "issue:43824", "right": "issue:46981", "accept": false, - "reason": "Missing Qwen2.5-VL import is unrelated to repeated HTTP 429 retries." + "reason": "ImportError for a missing class is unrelated to repeated HTTP 429 retry behavior in AutoProcessor." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "FSDP/PEFT optimizer-state corruption is not the same as missing GenerationMixin cache." + "reason": "Optimizer-state corruption under FSDP/PEFT is unrelated to missing GenerationMixin cache during chunked prefill." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache bug vs SequenceFeatureExtractor.pad performance issue." + "reason": "Generation cache handling and SequenceFeatureExtractor padding performance are different problems." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose breakage and Ministral FlashAttention failure are different models/code paths." + "reason": "Vitpose model breakage and Ministral FlashAttention failure affect different models and code paths." }, { "left": "issue:39379", "right": "issue:43688", "accept": false, - "reason": "mllama mask handling bug is unrelated to auxiliary-loss normalization." + "reason": "Incorrect mllama mask handling is unrelated to auxiliary-loss normalization in OLMoE/GPT Oss." }, { "left": "issue:42222", "right": "issue:47000", "accept": false, - "reason": "VitPose model breakage and RTDetr loss infeasibility are different bugs." + "reason": "All-vitpose breakage is not the same as RTDetrLoss cost-matrix infeasibility." }, { "left": "issue:42222", "right": "issue:46752", "accept": false, - "reason": "VitPose loading failure vs empty-list chat template crash." + "reason": "Model breakage in vitpose is unrelated to apply_chat_template failing on an empty list." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "Released PEFT version bump is unrelated to AuxRequest PyTorch version gating." + "reason": "Dependency-version bump policy issue is unrelated to a PyTorch version check bug in flex_attention." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid GenerationConfig vs stale paged-generate warning." + "reason": "Invalid GenerationConfig for GLM-5 is a different bug than a stale warning in paged generate()." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "GPT2 attention scaling and Gemma4 bidirectional masking are different attention bugs." + "reason": "Both involve attention settings, but GPT2 scaling being ignored is a different bug from Gemma4 building causal masks under bidirectional attention." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling is unrelated to flash-attention s_aux=None crash." + "reason": "Tokenizer mapping returning None is unrelated to a flash_attention crash on s_aux=None." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Unexpected _is_hf_initialized arg vs PretrainedConfig type-checking regression." + "reason": "Both are v5/type-related, but init_empty_weights argument handling is a different failure than PretrainedConfig type checking." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "lm_head serialization inconsistency is not the same as NaNs after checkout/init." + "reason": "Inconsistent lm_head serialization by device is unrelated to NaNs in classification heads after checkout/init." }, { "left": "issue:39379", "right": "issue:46897", "accept": false, - "reason": "mllama row-mask bug vs Florence2 double-shift training-loss bug." + "reason": "These are different bugs: mllama mask semantics vs Florence2 double-shift training loss." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing qkv/gate projections in qwen3next is distinct from Qwen3.5 MoE from_pretrained failure." + "reason": "Missing Qwen3Next projections is an architectural/model-definition issue, not the same as Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Qwen3 offset_mapping bug vs Deepseek tokenizer incorrect output." + "reason": "Both are tokenizer regressions, but they affect different models and symptoms: offset_mapping vs general incorrect tokenization." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video shape bug vs missing-torchvision AutoProcessor import crash." + "reason": "Batched video processor shape output and missing torchvision crash are distinct processor-loading issues." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Invalid GenerationConfig is not the same as Qwen3.5 flash-attention generation failure." + "reason": "GLM-5 GenerationConfig validation and Qwen3.5 flash-attention generation failure are different issues." }, { "left": "issue:44704", "right": "issue:47110", "accept": false, - "reason": "cached_file kwarg forwarding bug vs special_tokens list/dict type error." + "reason": "AutoProcessor kwargs forwarding is unrelated to special_tokens being the wrong type." }, { "left": "issue:45071", "right": "issue:47059", "accept": false, - "reason": "PretrainedConfig type-checking regression vs CLI completion API breakage." + "reason": "PretrainedConfig type checking and cli completion compatibility with huggingface_hub are unrelated." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "testing_utils bug vs numpy-padding performance regression." + "reason": "A generic testing_utils bug is not the same as a padding performance regression in SequenceFeatureExtractor." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "FlashAttention-3 training degeneration and Qwen3.5 save_pretrained corruption are unrelated." + "reason": "Degenerate training with flash_attention_3 is unrelated to Qwen3.5 save_pretrained checkpoint serialization." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "Type-checking failure vs stale model.config.dtype after from_config." + "reason": "Stale config dtype after from_config is a different config-state bug than PretrainedConfig type checking failures." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "A small testing_utils bug is not the same as the xdist captured_info.txt race." + "reason": "Both touch testing utils, but one is an unspecified bug and the other is a specific xdist race on captured_info.txt." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "sam3_video/sam3_tracker warning differs from MobileLLM KeyError on load." + "reason": "sam3_video/sam3_tracker class mismatch is unrelated to a MobileLLM loading KeyError." }, { "left": "issue:45632", "right": "issue:46981", "accept": false, - "reason": "trust_remote_code cache collision is unrelated to 429 retry behavior." + "reason": "Cache-path collision for local trust_remote_code models is unrelated to repeated 429 retries in AutoProcessor." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "3d_parallel.py runtime failure vs testing_utils bug." + "reason": "3d_parallel.py execution failure is unrelated to the testing_utils bug." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer-mapping None issue is unrelated to Mistral regex patch AttributeError." + "reason": "TOKENIZER_MAPPING_NAMES returning None is a different bug from Mistral regex patching crashing on backend_tokenizer access." } ] }, @@ -16826,8 +16688,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -16911,215 +16773,218 @@ "issue:44263|issue:46172", "issue:43012|issue:43577" ], - "prepared_review_unit_hash": "c4da3af09b7aeb34cbfdc1cf9f9fb020caef38f9fb6283b8fe4d7dccf693c111", + "prepared_review_unit_hash": "f6f4d11131fd8001848f68c82168156f8d39703c3442a0119640d22995a4ef39", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35777, - "estimated_input_tokens": 8945, - "estimated_eval_tokens": 18146 + "serialized_chars": 35776, + "estimated_input_tokens": 8944, + "estimated_eval_tokens": 18144 }, "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. A few are broadly in the same general area (v5 regressions, tokenizer/import problems), but none of the soft pairs look like the same concrete bug or change from the titles alone.", - "confidence": 0.88, - "canonical_issue_reason": "No single canonical issue stands out: the items span unrelated import errors, tokenizer regressions, model-loading failures, optimizer behavior, and API/runtime bugs.", + "summary": "The only accepted soft edge in the provided list is the Qwen3.5 streaming chat/completions regression (44483\u219445464). Separately, the packet also contains issues 45310 and 45478 with identical titles, so there is another obvious duplicate-like pair outside the soft-edge set; the packet is not limited to just one duplicate-like pair.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45464 is the strongest canonical for the Qwen3.5 streaming chat/completions failure because it is the most detailed, reproducible report in that duplicate pair. Separately, issue:45310 and issue:45478 appear to be a second duplicate-like pair because they share an identical title.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the closest umbrella candidate because it is the broadest regression report in the set (many import errors after an upgrade), but it still should not be treated as the same bug as the others.", + "best_issue_reason": "issue:45464 is the best issue candidate for the streaming chat/completions regression: it is specific, actionable, and clearly matches the same failure mode as issue:44483. The packet also contains a separate duplicate-like pair, issue:45310 and issue:45478, with identical titles.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import failures, but they concern different missing symbols and likely different code paths." + "reason": "Both are import errors, but they involve different missing symbols and different code paths." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenization regression vs noisy logging; no shared underlying bug." + "reason": "Tokenizer regression vs noisy logging; not the same underlying bug." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "VitPose model breakage and a backend-mapping error are unrelated." + "reason": "Vitpose model breakage and a backend-mapping error are unrelated failures." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict config loading and a documentation parameter mismatch are not the same bug." + "reason": "Config-loading breakage and a documentation parameter mismatch are different issues." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Tokenizer offset mapping bug vs FP8 inference failure on B200; different subsystems." + "reason": "Tokenizer offset-mapping bug and FP8 inference failure are different code paths." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 settings behavior and MLA normalization epsilon precision are different issues." + "reason": "TF32 settings/configuration issue vs MLA layernorm precision bug; not the same defect." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GenerationConfig validation for GLM-5 and unrecognized model loading for Olmo-Hybrid are unrelated." + "reason": "GenerationConfig validation error and unrecognized-model config error are different problems." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "Save-pretrained shard sizing and Qwen3.5 MoE from_pretrained failure are different problems." + "reason": "Save-pretrained shard-size question vs Qwen3.5 MoE from_pretrained loading error are unrelated." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Both mention numerical behavior, but they are different model/code-path bugs." + "reason": "Both mention numeric behavior, but they affect different models and implementations." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "One is a specific bad import, the other is a broader upgrade regression; not the same concrete failure." + "reason": "One missing import vs a broad import-error regression after upgrade are not the same bug." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 configuration and cache FileNotFoundError are unrelated." + "reason": "TF32 behavior control and trust_remote_code cache FileNotFoundError are unrelated." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different Qwen model-loading failures with different symptoms and likely different root causes." + "reason": "Qwen3Next missing projections and Qwen3.5 MoE loading failure are different model bugs." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Unused SGD args and double optimizer stepping under deepspeed are distinct optimizer bugs." + "reason": "SGD args ignored and deepspeed double optimizer steps are separate optimizer issues." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError and audio feature extraction failure are unrelated." + "reason": "Different import/attribute failures in different subsystems." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "torch.split return handling and GLM-5 RoPE implementation are different code paths." + "reason": "torch.split return handling and GLM-5 RoPE implementation are not the same defect." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer-related v5 regressions, but the titles point to different concrete symptoms and fixes." + "reason": "Both are tokenizer regressions, but the concrete symptoms and likely fixes differ." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "xLSTM training blockers and a CohereASR double-shift loss bug are unrelated." + "reason": "xLSTM training bugs and CohereASR double-shift are unrelated model-specific issues." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed tie_embeddings API and unexpected position-id keys are different regressions." + "reason": "Embedding tying removal and unexpected position-id key errors are different regressions." }, { "left": "issue:44077", "right": "issue:46981", "accept": false, - "reason": "PatchTSMixer post_init policy and HF_ENDPOINT retry behavior do not share a code-path bug." + "reason": "PatchTSMixer init policy and HTTP 429 retry behavior are unrelated." }, { "left": "issue:46752", "right": "issue:47116", "accept": false, - "reason": "Empty-list chat template crash and streaming pipeline regression are different failures." + "reason": "Empty chat-template crash and streaming pipeline regression are different problems." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Missing generation cache and a testing_utils bug are unrelated." + "reason": "Generation cache regression and a testing_utils bug are unrelated." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Both involve Qwen-family models, but one is a weight-shape mismatch and the other is missing projections; not the same bug." + "reason": "Qwen3-VL weight-shape mismatch and Qwen3Next missing projections are different loading issues." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "ImportError for AutoImageProcessor vs PreTrainedConfig type-checking regression are different issues." + "reason": "General import error and PreTrainedConfig type-checking breakage are not the same concrete bug." }, { "left": "issue:44483", "right": "issue:45464", - "accept": false, - "reason": "Both hit chat/completions, but the model scope and reported failure differ; not enough to treat as one bug." + "accept": true, + "reason": "Same model and same streaming chat/completions failure; 45464 is the richer duplicate report." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Missing image-patch count and MLA epsilon precision issues are unrelated." + "reason": "Missing image-patch helper in GLM46V is unrelated to MLA q_a_layernorm precision handling." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "save_pretrained shard-size question vs from_pretrained load error; different operations and bugs." + "reason": "Different Qwen3.5-related issues: save_pretrained shard-size question vs from_pretrained loading failure." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Flash Attention 2 support issues on different models are not the same concrete bug." + "reason": "Both mention Flash Attention 2, but they target different models and support checks." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "torch.split behavior in GlmMoeDsaIndexer and a deepseek tensor transpose/cast issue are unrelated." + "reason": "torch.split return-value handling and a DeepSeek tensor transpose issue are unrelated." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "PyTorch precision warning during compilation and Blip2 dtype propagation are different problems." + "reason": "General precision-warning behavior vs BLIP2 dtype staying float32 are similar only at a high level, not the same bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The soft-edge verdicts are mostly conservative, but the summary overstates uniqueness: the packet also contains issue:45310 and issue:45478 with identical titles ('[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error'), which looks duplicate-like. Because of that, saying the Qwen3.5 streaming chat/completions pair is 'the only clear duplicate-like pair' is not fully grounded in the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -17131,8 +16996,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -17218,220 +17083,220 @@ "issue:43012|issue:46821", "issue:44117|issue:46701" ], - "prepared_review_unit_hash": "204f4c763571ae04ff708b6a8ae1514cbd3441ef59a0b9a1740e1ef97c9923a5", + "prepared_review_unit_hash": "d5f7f5252c276887258d1abd9b53e81237239313360dd0821a6f68282a2b8f3c", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36853, - "estimated_input_tokens": 9214, - "estimated_eval_tokens": 18684 + "serialized_chars": 36848, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated Transformers regressions across different models, loaders, processors, and utilities. None of the soft pairs look like the same underlying bug, so I would not merge any of them as duplicates.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 43097 is the closest cluster anchor because it\u2019s a broad Transformers v5 regression report, but the set is too mixed for it to be a true duplicate canonical.", + "summary": "This is a noisy mixed cluster of unrelated Transformers import, model, training, and processor bugs. None of the soft edges look like true duplicates or mergeable as the same underlying fix.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43097 is the broadest representative of the cluster: a clear v5 breaking-change regression with multiple inbound refs and a general API-removal theme. It is the best cluster anchor, but it should not be treated as a duplicate of the other reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43097 is the least-specific, most central representative of the general v5 breakage theme, though it still does not match the other reports closely enough to justify deduping.", + "best_issue_reason": "issue:43097 is the strongest single issue to keep as the cluster representative because it is a concrete, widely relevant regression report tied to the v5 transition. The other issues are mostly distinct model-specific or subsystem-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "Different bugs: one is a DSA indexer activation issue, the other is a DeepSeek-v4 dtype/transpose problem." + "reason": "Different bugs: one is about the DSA indexer lacking ReLU, the other about a deepseek-v4 tensor transpose/computation issue." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both mention flash attention, but one is a Ministral-3 load failure and the other is a sequence-classification training pathology." + "reason": "Both are model/training regressions, but the concrete failures differ: Ministral flash-attention crash vs. degenerate sequence-classification training." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Different Qwen3-VL model families and different failure modes; weight-shape mismatch is not the same as the Qwen3-VL-MoE bug." + "reason": "Same family only superficially; one is a Qwen3-VL-30B weight-shape mismatch, the other is a Qwen3-VL-Moe issue with a different failure mode." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Both are v5-era regressions, but one is an API removal notice and the other is a gguf/from_pretrained loading breakage." + "reason": "One is a removed API in v5, the other is a gguf_file from_pretrained loading breakage; different code paths and fixes." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Unrelated subsystems: video-model processor loading vs a small testing utility bug." + "reason": "Unrelated subsystems: video AutoProcessor/torchvision crash vs. a testing_utils bug." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Different model internals: MLA layer norm epsilon handling vs GLM-5 RoPE implementation." + "reason": "Different model internals: MLA q_a_layernorm precision/config issue vs. GLM-5 RoPE implementation bug." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "One is unsafe sys.modules access in modeling_utils; the other is a testing_utils issue." + "reason": "Different areas and symptoms: unsafe sys.modules access vs. a testing_utils issue." }, { "left": "issue:42886", "right": "issue:46981", "accept": false, - "reason": "Both involve loading/network behavior, but offline cache handling and repeated 429 retries are distinct code paths." + "reason": "Offline cache loading failure and repeated HTTP 429 retries are distinct networking behaviors with different root causes." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Different models and symptoms: infinite-loop generation on Qwen3_5 vs memory overflow in sam3-litetext." + "reason": "Different model-specific problems: an infinite loop on a specific image vs. memory overflow in sam3-litetext." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to a testing utility bug." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing_utils bug." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Both are loading-related, but TOKENIZER_MAPPING_NAMES returning None and a specific model load failure are different defects." + "reason": "TOKENIZER_MAPPING_NAMES returning None is a different failure than loading physical-intelligence/fast in >=5.1.0." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Same broad GLM area, but one is a missing image-processor method and the other is a torch.split return-value issue." + "reason": "Different implementations: missing multimodal image-patch method vs. torch.split return handling in the DSA indexer." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Both touch flash/v5 regressions, but they affect different mechanisms: API removal versus flash_attention.py handling of s_aux=None." + "reason": "API removal in v5 and a flash_attention integration crash on s_aux=None are unrelated." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Different behaviors: missing GenerationMixin cache in chunked_prefill vs a batch bookkeeping bug in MaskGenerationPipeline." + "reason": "Cache handling during chunked_prefill and a final-partial-batch flag bug in MaskGenerationPipeline are different code paths." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Different model configs and bugs: missing attention projections vs a strict-config field being dropped." + "reason": "Different Qwen3-family issues: missing projections in a layer vs. a missing config field silently dropped by strict validation." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Same DeepSeek family, but one is remote/native implementation divergence and the other is a specific comb.transpose dtype issue." + "reason": "Different models and bugs: DeepseekV3MoE divergence vs. deepseek-v4 comb transpose behavior." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they are different missing symbols from different modules." + "reason": "Both are import errors, but they involve different missing symbols from different modules and different fixes." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Both involve Qwen3-family models, but the reported failures are different architecture/config mismatches." + "reason": "Both mention Qwen3, but one is a Qwen3-VL-Moe bug and the other is a qwen3next layer-definition issue." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Both are processor-loading crashes, but the missing torchvision dependency and the mistral_common import error are unrelated." + "reason": "Different crash surfaces: missing torchvision for video processor loading vs. a mistral_common import error affecting Gemma 4 processor loading." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "A removed API in v5 is not the same as quantized model persistence breaking after save/load." + "reason": "A removed v5 API and a sinq quantization save/load regression are not the same underlying bug." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Different training paths and symptoms: optimizer-state corruption under FSDP2/PEFT vs Liger Kernel not applying with model_init." + "reason": "Different training/integration paths: FSDP2+PEFT optimizer state corruption vs. Liger Kernel not being applied with model_init." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "Completely different models and bugs; xLSTM training blockers are unrelated to Florence2 loss shifting." + "reason": "Separate model-specific reports: xLSTM training blockers vs. Florence2 double-shift loss bug." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Same video processor area, but padding calculation and num_frames semantics are separate issues." + "reason": "Same subsystem only, but distinct bugs: incorrect padding calculation vs. inconsistent num_frames semantics." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Processor loading without torchvision has nothing to do with save_pretrained shard-size defaults." + "reason": "Video processor import failure and a save_pretrained shard-size question are unrelated." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "Noisy logging and an IndexError in apply_chat_template are unrelated." + "reason": "Noisy logging and apply_chat_template crashing on an empty list are unrelated issues." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different names and different compatibility problems." + "reason": "Both are import errors from transformers, but they concern different missing exports and different call sites." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "A flaky integration test and a logging-message bug are not the same defect." + "reason": "A test flake from missing set_seed and a noisy logging message are unrelated." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "AddedToken keyword duplication and tokenizer-mapping None handling are different tokenizer bugs." + "reason": "Tokenizer AddedToken argument duplication and TOKENIZER_MAPPING_NAMES returning None are different tokenizer internals." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Both are v5-era regressions, but one is API removal and the other is quantization/offloading behavior." + "reason": "A removed API in v5 and a quantization/offloading bug are unrelated." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "A PyTorch precision warning from bfloat16 compilation is unrelated to a window_size AttributeError." + "reason": "PyTorch precision warning for bf16 compilation is unrelated to a TimesFM window_size AttributeError." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Tokenizer mapping fallback and a DiffusionGemma pipeline failure are different code paths and failures." + "reason": "Tokenizer mapping None and a DiffusionGemmaGenerationOutput pipeline failure are different bugs in different paths." } ] }, @@ -17450,8 +17315,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -17539,232 +17404,232 @@ "issue:36683|issue:43582", "issue:43064|issue:44380" ], - "prepared_review_unit_hash": "6a23443cb31ba4c592db964535defb69823b4b7812c64b21c299eaa5f19113ed", + "prepared_review_unit_hash": "95c97b8a174d2a322e1cc3fe25314fec0d185409f64ac6a98b5f742e9987af89", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37470, - "estimated_input_tokens": 9368, - "estimated_eval_tokens": 18992 + "serialized_chars": 37473, + "estimated_input_tokens": 9369, + "estimated_eval_tokens": 18994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft pairs are false positives: they share broad Transformers/v5 or model-family wording, but each reports a different bug, model, or code path. No pull requests are present.", - "confidence": 0.88, - "canonical_issue_reason": "issue:47116 is the broadest, most recent open report and best matches the cluster\u2019s recurring v5 regression theme.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues; the soft links look like superficial keyword similarity rather than shared root causes. None of the candidate pairs are strong enough to merge, and there are no PRs here.", + "confidence": 0.44, + "canonical_issue_reason": "issue:47116 is the broadest, most central open report in the set, covering a v5 regression class rather than a narrow model-specific bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:47116 is the most general and user-facing issue here, so it is the best representative even though the set is not a true duplicate cluster.", + "best_issue_reason": "issue:47116 is the best umbrella issue because it is recent, open, and framed as a general regression rather than a one-off symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "Different problems: a tensor dtype/transpose bug vs an accuracy regression after upgrade." + "reason": "Both mention DeepSeek, but one is a dtype/transpose bug and the other is an accuracy regression; different failure modes and likely different fixes." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Unrelated code paths: offline file access vs missing encoder weights on load." + "reason": "Unrelated areas: offline/local-files-only network behavior vs missing encoder weights during model loading." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Different subsystems: AutoProcessor kwarg forwarding vs docstring parsing crash." + "reason": "AutoProcessor cached_file kwargs forwarding and auto_docstring annotation parsing are different subsystems and bugs." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Different failures: trainer evaluate-after-train vs importing Trainer being blocked by datasets." + "reason": "Training/evaluate lifecycle failure is unrelated to the import-path issue caused by datasets shadowing Trainer import." }, { "left": "issue:44451", "right": "issue:47116", "accept": false, - "reason": "Different bug classes: model loading failure vs streaming pipeline regression." + "reason": "Model-loading failure for ScandiBERT is not the same as a streaming pipeline regression in v5." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "Different issues: backend config ignored in attention vs cache lazy-init recompilation." + "reason": "GPT-2 attention scaling under SDPA/FlashAttention is a model/backend bug, not the cache-lazy-init recompilation issue." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Different causes: Python 3.14 import/load failure vs invalid backend mapping." + "reason": "Python 3.14 load failure and tensorflow_text backend validation are unrelated compatibility problems." }, { "left": "issue:43986", "right": "issue:44016", "accept": false, - "reason": "Different areas: AutoProcessor/video model crash vs a notebook syntax error." + "reason": "AutoProcessor/video-model torchvision dependency issue is unrelated to a notebook syntax error." }, { "left": "issue:43064", "right": "issue:47116", "accept": false, - "reason": "Different problems: FSDP2/PEFT optimizer state bug vs streaming pipeline regression." + "reason": "Distributed optimizer-state corruption under FSDP2/PEFT is not the same as a streaming pipeline regression." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Different model-specific bugs: xLSTM training issues vs Qwen3_5 image infinite loop." + "reason": "Saving dequantized Ministral/Devstral models and a Qwen3.5 image infinite loop are different model-path failures." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Training xLSTM bugs are unrelated to Pipeline save_pretrained behavior." + "reason": "Save-pretrained failure for dequantized models is not the same as inability to save Pipeline objects." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "Both mention compile/precision, but they are different model/backend-specific warnings." + "reason": "Both involve compilation/backends, but one is a bfloat16 warning and the other is a Bamba SDPA compile failure; not the same bug." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Left is dummy-class cleanup/repo hygiene; right is a noisy logging message." + "reason": "Left is repo hygiene/dummy class leakage; right is a noisy logging message." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Different warnings: bfloat16 compile precision vs tie_word_embeddings config warning." + "reason": "A PyTorch precision warning is not the same as a tie_word_embeddings warning from LoRA fine-tuning." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Different serialization issues: missing state dict weight vs shard-size default question." + "reason": "Missing embed tokens on load and a max_shard_size question are unrelated save/load concerns." }, { "left": "issue:43827", "right": "issue:47116", "accept": false, - "reason": "Docs referencing pipeline after removals is not the same as a runtime streaming regression." + "reason": "Documentation still referencing pipeline() is not the same underlying problem as the runtime streaming pipeline regression." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "Different model families and symptoms: xLSTM training blockers vs Bamba SDPA compile failure." + "reason": "xLSTM training blockers and Bamba SDPA compile failure are different model-specific issues." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Different failures: unsupported Flash Attention vs Python version compatibility." + "reason": "Nemotron flash-attn support and Python version compatibility are unrelated." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Unsupported attention backend vs ignored attention scaling are distinct issues." + "reason": "Flash Attention support gating for Nemotron and GPT-2 attention scaling under SDPA/FlashAttention are distinct code paths." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Different pipeline-related bugs: wrong error message vs inability to save Pipeline objects." + "reason": "Pipeline translation error messaging and saving Pipeline objects are different pipeline-related problems, not one bug." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Tokenizer decoder type bug is unrelated to an isolated reproduction of a different issue." + "reason": "Tokenizer decoder type mismatch and an isolated reproduction of another issue are not evidenced as the same underlying defect." }, { "left": "issue:44734", "right": "issue:47116", "accept": false, - "reason": "Serve/KV-cache tensor indexing crash is a different code path from streaming pipeline regression." + "reason": "Server KV-cache continuation indexing failure is not the same as a generic streaming pipeline regression." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Removed API warning is unrelated to a noisy logging message." + "reason": "Removed API warning/removal notice and a noisy logging message are unrelated." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper generation bug is unrelated to importing Trainer." + "reason": "Whisper empty transcription failure has no relation to the Trainer import conflict." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "GPT2 attention backend behavior is unrelated to AttentionInterface.register semantics." + "reason": "Attention scaling under backend selection and AttentionInterface.register behavior change are different attention bugs." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage is unrelated to the deepseek dtype/transpose bug." + "reason": "ESM2 breakage and a DeepSeek tensor operation issue are unrelated model failures." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "PatchTSMixer post_init policy and Trainer import failure are unrelated." + "reason": "patchtsmixer post_init validation is unrelated to the Trainer import problem." }, { "left": "issue:42890", "right": "issue:47059", "accept": false, - "reason": "Seed-related integration-test flakiness is unrelated to the huggingface_hub CLI attribute error." + "reason": "Seed-related flaky tests and a huggingface_hub CLI API break are different classes of failures." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both concern MoE/FP8, but one is save_pretrained and the other is from_pretrained; not the same bug." + "reason": "Both mention MoE/FP8/Qwen3.5, but one is save_pretrained in FP8 and the other is from_pretrained loading; insufficient evidence of one root cause." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Different import failures from different packages and symbols." + "reason": "huggingface_hub import break and a missing Transformers class import are separate import errors from different packages." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention-scaling backend behavior is unrelated to degenerate zero loss in sequence classification." + "reason": "Attention backend scaling and a degenerate zero-loss classification bug are unrelated model behaviors." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3 config attribute error is unrelated to an Apple Silicon allocator TypeError." + "reason": "Gemma3Config missing vocab_size and Apple Silicon allocator warmup TypeError are unrelated." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Trainer/FSDP optimizer-state corruption is unrelated to GPT2 attention scaling." + "reason": "Distributed optimizer-state corruption and GPT-2 attention scaling are unrelated code paths." } ] }, @@ -17783,8 +17648,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -17869,230 +17734,227 @@ "issue:29870|issue:36296", "issue:43064|issue:44492" ], - "prepared_review_unit_hash": "6ec74e778f6a050430a8f008d782729e0565874d2878a805e022cd73275a2cdf", + "prepared_review_unit_hash": "74b1fd1c1a371ae732a688116631c1154e66912715f49c3ae1611d6203a73e1f", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36105, - "estimated_input_tokens": 9027, - "estimated_eval_tokens": 18310 + "serialized_chars": 36110, + "estimated_input_tokens": 9028, + "estimated_eval_tokens": 18312 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue set with only one plausible duplicate edge: two CLIP v5 regression reports about missing optional outputs. The rest are superficial overlaps (imports, save/load, config attrs, backend/model-family mentions) but different concrete bugs.", - "confidence": 0.63, - "canonical_issue_reason": "Issue 43761 is the clearest, most specific report in the only plausible duplicate pair: it names the exact model path (CLIPVisionModel.forward), the regression framing, and the missing output field behavior.", + "summary": "These are mostly false-positive similarities: the items span unrelated import errors, model/config regressions, backend issues, and feature-specific bugs, with no pair clearly showing the same root cause.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue; the cluster is dominated by unrelated false-positive similarities across different components and failure modes.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43761 is the best representative because it is concrete, scoped to one code path, and most likely to map cleanly to a fix/test in a duplicate-triage workflow.", + "best_issue_reason": "No single issue is a strong representative because the items do not share one underlying bug or change.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Both are import/dependency complaints, but they concern different failures and different package relationships (backend extras vs Trainer import shadowing)." + "reason": "Different problems: one is missing TensorFlow in the torch extra, the other is an import failure for Trainer likely tied to datasets interaction." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "A warning about bfloat16 precision is not the same bug as a compiled flex_attention failure on torch >= 2.9." + "reason": "Unrelated failures: bfloat16 compile warning versus compiled flex_attention failing on torch >= 2.9." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Both involve chat-related APIs, but one is request acceptance in the server endpoint and the other is a tokenizer/chat-template crash on batched input." + "reason": "Different request paths: chat/completions API rejection versus batched chat template crash with padding=False." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "One is a missing import symbol, the other is unwanted network access despite local_files_only=True; different code paths and fixes." + "reason": "Both are import/network-related only at a high level, but one is a missing symbol import and the other is unwanted hub requests despite local_files_only=True." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "Both mention attention/backends, but CLIP attentions missing and GPT2 attention scaling ignored are distinct model-specific regressions." + "reason": "Different model behaviors: CLIP attentions missing versus GPT2 attention scaling ignored in SDPA/FlashAttention." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both mention RoPE, but they are different models and different problems (Smollm3 layer count vs GLM-5 implementation discussion)." + "reason": "Different model-specific issues: Smollm3 RoPE layer handling versus GLM-5 RoPE implementation discussion." }, { "left": "issue:43618", "right": "issue:43761", - "accept": true, - "reason": "Both are CLIP v5 regressions about optional outputs not being populated in the forward/output path, and a single fix could plausibly address both attentions and hidden_states." + "accept": false, + "reason": "Both involve CLIP vision outputs, but one is attentions not assigned and the other is hidden_states missing; not the same bug." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Gemma4 embedding resize propagation and Gemma4 attention-mask construction are unrelated bugs." + "reason": "Different Gemma4 bugs: token embedding resize propagation versus bidirectional attention mask construction." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "Completely different models and failures; xLSTM training bugs vs BeitImageProcessorFast label reduction." + "reason": "xLSTM training bugs are unrelated to BeitImageProcessorFast reduce_labels returning only one label." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different symbols and dependencies, so they are not the same underlying issue." + "reason": "Both are import errors, but for different missing symbols from different packages and release breakages." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Same model family, but one is a general transformers/Qwen3-VL-Moe bug while the other is an fp8 inference support request." + "reason": "Related Qwen3-VL-Moe family, but one is a generic loading bug and the other is fp8 inference support; not the same change." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Both relate to saving, but quantized model save failure and pipeline save_pretrained failure are different objects and failure modes." + "reason": "Different save/load problems: quantized model saving versus saving Pipeline objects with save_pretrained." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both are loading failures, but one is a base_model_prefix regression and the other is a state_dict sorting issue." + "reason": "Different loading regressions: Qwen3VL MoE model loading versus model loading failure when state_dict is sorted." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Both are chat-related, but one is request validation and the other is assistant-message tool-call tokenization; different bugs." + "reason": "Different chat/completions vs tokenizer chat template bugs; not the same code path." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Trainer import resolution are unrelated." + "reason": "Qwen3.5 config propagation bug is unrelated to a Trainer import problem involving datasets." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Different models and failure types: FlashAttention 2 support gap vs invalid GenerationConfig." + "reason": "Nemotron FlashAttention support error is unrelated to GLM-5 generation config validation." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Different Gemma4/Qwen3.5 configuration problems with no shared concrete code path." + "reason": "Different config propagation issues in different models; one is num_labels, the other is attention masking." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "One is about compiled Python file runtime errors; the other is noisy doc-lint output at import time." + "reason": "Compiled Python file execution errors are unrelated to auto_docstring emitting lint diagnostics at import time." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Loading models with base_model_prefix and saving Pipeline objects are different serialization problems." + "reason": "Transformers 5.0 base_model_prefix loading regression is unrelated to Pipeline save_pretrained serialization." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Both mention missing attributes, but they are different model families and different missing fields." + "reason": "Different model families and symptoms: Gemma3Config missing vocab_size versus SAM 3 Video missing fpn_position_embeddings." }, { "left": "issue:44655", "right": "issue:46050", "accept": false, - "reason": "Pipeline save_pretrained failure and quantized-model save/from_pretrained breakage are different save paths and bugs." + "reason": "Both involve saving, but Pipeline save_pretrained and sinq quantized save/load failures are distinct code paths." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Different Python-version compatibility reports; the failing versions and symptoms are not the same." + "reason": "Python version compatibility issue for 5.1.0 is not the same as Transformers failing to load in Python 3.14." }, { "left": "issue:44938", "right": "issue:47059", "accept": false, - "reason": "Python 3.14 loading failure and CLI tests breaking with a huggingface_hub change are unrelated." + "reason": "Both are environment/version breakages, but one is Python 3.14 loading and the other is a CLI incompatibility with huggingface_hub 1.22.0." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init validation are unrelated." + "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init validation are unrelated configuration bugs." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both concern model serialization/loading, but one is a load error tied to state_dict ordering and the other is a Qwen3.5 save_pretrained regression." + "reason": "Model loading failure from sorted state_dict is unrelated to Qwen3.5 save_pretrained regression." }, { "left": "issue:36683", "right": "issue:47110", "accept": false, - "reason": "Missing Gemma3Config vocab_size and a special_tokens list/dict type error are unrelated." + "reason": "Gemma3Config vocab_size missing is unrelated to special_tokens being a list instead of a dict-like object." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Gemma4 attention-mask behavior and LlamaConfig head_dim validation are different configuration issues." + "reason": "Gemma4 attention-mask construction and LlamaConfig head_dim validation are different model/config issues." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP output regression and Qwen3.5 checkpoint corruption are unrelated." + "reason": "CLIP attentions regression is unrelated to Qwen3.5 checkpoint saving correctness." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Both are missing config attributes, but they affect different configs and different fields." + "reason": "Gemma3Config missing vocab_size and Llama4Config missing pad_token_id are separate configuration attributes on different models." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "Bart generate() decoder_attention_mask bug and tensor-parallel training bug are different failures." + "reason": "Bart generate() decoder_attention_mask bug is unrelated to a tensor parallel training bug." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to a typo in cache strategies." + "reason": "FSDP2/PEFT optimizer-state mismatch is unrelated to a typo in cache strategies." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is mostly grounded and conservative. The single accepted pair, issue:43618 with issue:43761, is a plausible same-bug match because both concern CLIP optional outputs not being populated. The other pairwise rejections are also cautious. Minor tightening: avoid calling issue:43618 explicitly a v5 regression unless the issue body supports that, since the title alone does not." - }, - "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 }, @@ -18104,8 +17966,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -18190,209 +18052,224 @@ "issue:43010|issue:43065", "issue:43874|issue:46617" ], - "prepared_review_unit_hash": "01cbbe9eda0a06715c99374ed7d1df2a5fc67970dcf87d5139ecb7c20734f865", + "prepared_review_unit_hash": "bf6f3bae02d52265be5afa40531896629b37d5b869b13dd13b5cbb52f2d218b1", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36306, - "estimated_input_tokens": 9077, - "estimated_eval_tokens": 18410 + "serialized_chars": 36303, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous cluster of mostly unrelated issues: import-time regressions, model-loading failures, generation bugs, tensor-parallel memory problems, tokenizer behavior changes, and test flakiness. I do not see a single underlying bug/change that ties these together, so the soft edges should all be rejected.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella among the set because it describes a version-upgrade regression with multiple import failures. That said, the cluster is not actually cohesive, so this is only a loose representative, not a true duplicate anchor.", + "summary": "The cluster is mostly noisy and mixes unrelated transformer bugs; one clear subcluster is import-time regression/slow import complaints. I\u2019d use the broad import-regression report as the canonical issue, and there are no PRs here.", + "confidence": 0.46, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella report in the set: it describes widespread import failures after a version upgrade, which best matches the cluster\u2019s import/regression subset and can absorb narrower import-related reports better than model-specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the best overall representative by breadth, but the issues are too diverse for a strong canonical choice.", + "best_issue_reason": "Issue 45278 is the most representative user-facing report with the widest scope among the listed issues; it is concrete enough to anchor the cluster while still covering the general import regression theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache update no-grad decoration and broad import failures are different problems with different code paths." + "reason": "Different problems: cache/layer no_grad decoration vs general import failures after upgrade." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Both are from_pretrained/loading issues, but they involve different models and different missing-key failures." + "reason": "Different model families and failures: missing UMT5 encoder weights vs Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "SGD args being ignored is unrelated to Trainer import failures caused by datasets." + "reason": "Optimizer argument handling and Trainer import failure are unrelated." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwargs propagation and Qwen3.5 variable-length position_ids are unrelated." + "reason": "Scheduler kwargs bug and Qwen3.5 variable-length position_ids bug are unrelated." }, { "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "Bart generate decoder_attention_mask bug and tokenizer loading regression are separate issues." + "reason": "BART generate decoder mask bug is not the same as tokenizer loading regression." }, { "left": "issue:44393", "right": "issue:47000", "accept": false, - "reason": "Qwen3-VL bounding-box output behavior and RTDetrLoss infeasible cost matrix are different vision failures." + "reason": "Both are vision/detection-related, but they are different failures in different code paths." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "State-dict sorting load failure is unrelated to Gemma pipeline roundtrip tokenization on \u2581." + "reason": "State-dict loading order issue and Gemma pipeline roundtrip issue are different bugs." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled-file import errors and the DebertaV2Model Python 3.13 decorator parsing issue are distinct causes." + "reason": "Both involve imports/compilation, but the root causes differ: compiled Python files vs a JIT parsing indentation error." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "A cache update decorator change does not match a broad \"many models break\" report." + "reason": "General 'too many models break' complaint does not match cache update/no_grad decoration." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug and Qwen2-57B-A14B-Instruct OOM are not the same concrete failure." + "reason": "Tensor-parallel training bug and Qwen2 load-time OOM are not the same underlying issue." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "State-dict ordering and missing Qwen3.5MoeVisionConfig field are unrelated loading/config bugs." + "reason": "Missing state-dict key and missing config field are different model-loading regressions." }, { "left": "issue:41669", "right": "issue:44246", - "accept": false, - "reason": "Import-star removal/perf regression is not the same as intermittent slow import of transformers." + "accept": true, + "reason": "Both are about slow transformers import; one reports the symptom, the other identifies a concrete import-time cause." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Missing seeding in a model integration test and xdist race on captured_info.txt are different flaky-test issues." + "reason": "Seed-related flaky integration test and xdist captured_info race are different test failures." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIPOutput attentions assignment and patchtsmixer post_init policy are unrelated." + "reason": "CLIPOutput attentions assignment and patchtsmixer post_init constraints are unrelated model issues." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "no_grad decoration for caches/layers is unrelated to the Python-version compatibility regression." + "reason": "No_grad decoration for caches is unrelated to Python-version load failures." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "State-dict loading order and incorrect visual encoder keys in save_pretrained are different serialization bugs." + "reason": "Different Qwen3.5 regressions: sorted state_dict loading vs incorrect visual encoder save keys." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Same general area (Qwen3.5 loading), but the reported failures are different and not clearly the same bug." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Missing PyTorch dependency error and tokenizer loading regression are not the same issue." + "reason": "PyTorch missing dependency error is unrelated to tokenizer loading regression." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Missing attentions assignment in CLIPOutput is unrelated to the CLIP text-model structure change." + "reason": "CLIP attentions assignment and CLIP text-model structure mismatch are different regressions." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "A DSA indexer activation mismatch and DeepseekV3MoE divergence are different implementation issues." + "reason": "A DSA indexer/ReLU discussion is unrelated to DeepSeekV3MoE implementation divergence." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Seed-related test flakiness does not match a Phi-4 multimodal model loading failure." + "reason": "SAM HQ test seeding flake is unrelated to Phi-4 multimodal model loading." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Seed omissions in integration tests are unrelated to the GraniteSpeech device-override CI failure." + "reason": "Different CI/test issues with different symptoms and scope." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "local_files_only API calls and AddedToken special-argument duplication are unrelated tokenizer/loading bugs." + "reason": "Local-files-only API requests and AddedToken keyword collision are unrelated tokenizer/loading bugs." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenizer cleanup behavior changes and SmolVLM video num_frames semantics are unrelated." + "reason": "Tokenization cleanup behavior change is unrelated to SmolVLM video processor frame semantics." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV-cache continuation tensor indexing and trust_remote_code cache FileNotFoundError are different runtime failures." + "reason": "KV-cache continuation crash and cache FileNotFoundError are different runtime failures." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained MoE behavior and missing _tp_plan for tensor parallelism are not the same bug." + "reason": "FP8 save_pretrained issue and missing tensor-parallel plan are different MoE/tensor-parallel problems." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading regression and checkpoint reload incompatibility after upgrade are related only broadly, not the same concrete failure." + "reason": "Both involve loading regressions after v5, but one is tokenizer loading and the other is checkpoint reload; too broad to treat as the same bug." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "local_files_only network leakage and GLM-5 RoPE implementation are unrelated." + "reason": "local_files_only bug is unrelated to GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/layer no_grad issue and dummy Conv2d in Sam3PixelDecoder are unrelated." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Missing get_number_of_image_patches in GLM46V is unrelated to cache FileNotFoundError when loading trust_remote_code models." + "reason": "Missing image-patch API and cache FileNotFoundError are different loading/runtime issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The chosen canonical issue, 45278, is a reasonable umbrella for the import-regression/import-error subset, and the one accepted soft pair (41669 \u2194 44246) is plausibly the same import-slowness theme. No PR pairings are present, and the rejected pairs are generally conservative rather than overstated." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18404,8 +18281,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -18498,20 +18375,20 @@ "issue:43867|issue:47110", "issue:44315|issue:46209" ], - "prepared_review_unit_hash": "0d9a30fbe88ab9732dedacf285f60ad32c100af7fbf435c27f0835dfb5bac699", + "prepared_review_unit_hash": "d289179a48b73d824aaea99b26317d6d7a73c5f83a245440a022a07d2c0188e1", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 38, - "serialized_chars": 38509, + "serialized_chars": 38511, "estimated_input_tokens": 9628, "estimated_eval_tokens": 19512 }, @@ -18520,247 +18397,250 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy: it mixes broad v5 regression reports, import/load failures, docs issues, and model-specific bugs. None of the soft edges look like true duplicates of the same underlying fix.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 43576 is the closest thing to a hub: it is broad, v5-related, and appears in several soft matches, so it is the best representative even though the cluster is not truly duplicate-heavy.", + "summary": "This cluster is mostly heterogeneous transformer issues. The only clear duplicate-looking pair is the RoFormer bug around kwargs/attention-interface forwarding; the rest are separate bugs, regressions, or docs/import issues.", + "confidence": 0.91, + "canonical_issue_reason": "issue:46144 is the most concrete and code-path-specific RoFormer report, and it is open; it best represents the shared RoFormer forwarding/attention-interface problem with issue:46143.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43576 is the most central umbrella-style report among the candidates, but it still only loosely groups nearby v5 breakage complaints rather than one concrete bug.", + "best_issue_reason": "issue:46144 is the best issue to anchor this cluster because it is the clearest, most actionable statement of the shared RoFormer bug and is still open.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45850", "right": "issue:47110", "accept": false, - "reason": "Both are vague breakage reports, but one is a generic v5 complaint and the other is a specific special_tokens error; not the same bug." + "reason": "Both mention broad breakage, but one is a generic v5 regression and the other is a specific special_tokens type error; different failure modes." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Different failure modes: missing Qwen2.5-VL export vs FileNotFoundError loading from cache." + "reason": "Different problems: missing exported Qwen2_5_VL class vs cache loading FileNotFoundError for trust_remote_code." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "CLI env command breakage is unrelated to AttentionInterface.register behavior changes." + "reason": "One is the transformers env CLI, the other is AttentionInterface.register behavior; different surfaces and root causes." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "One is int4 quantization OOM from higher reserved memory; the other is checkpoint reload incompatibility after upgrade." + "reason": "Both are version regressions, but one is int4 memory/OOM and the other is checkpoint reload incompatibility; not the same bug." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different export/regression causes." + "reason": "Both are import errors, but for different symbols and likely unrelated packaging/export paths." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5-Moe, but one is tensor-parallel support and the other is from_pretrained loading regression." + "reason": "Both involve Qwen3.5 MoE, but one is missing tensor-parallel plan and the other is a from_pretrained regression; not clearly the same issue." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLFlow reporting on failed training jobs is unrelated to tokenizer loading regressions." + "reason": "Unrelated: MLflow reporting on failed training vs tokenizer loading regression." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors are not the same as the data filtering slowdown regression." + "reason": "Completely different symptoms: compiled Python file errors vs slower filtering after upgrade." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence Transformers loading hang and docs confusion about forward args are unrelated." + "reason": "Sentence-Transformers loading hang vs documentation confusion about forward args; no shared code bug." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Both mention Qwen3.5-Moe, but one is tensor-parallel support while the other is missing a config field silently dropped by strict parsing." + "reason": "Different Qwen3.5 MoE config/model issues: tensor-parallel metadata vs missing vision config field." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Local-files-only network requests and FP8 moe save_pretrained are different code paths." + "reason": "Local-files-only network leak vs FP8 moe save_pretrained issue; unrelated." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "No shared underlying bug; local_files_only network leakage is unrelated to the placeholder title." + "reason": "Local-files-only API requests vs an unrelated issue titled 'racoon'." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still mentioning pipeline() and the unrelated placeholder issue are not duplicates." + "reason": "Docs mentioning pipeline() after v5 removals vs unrelated 'racoon' issue." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Video frame count semantics and AutoProcessor backend-missing messaging are separate processor issues." + "reason": "Video processor num_frames semantics vs AutoProcessor backend-missing image processor error; different layers." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Both concern generation/cache behavior, but one is a no_grad decoration request and the other is a sync_gpus ordering bug." + "reason": "Both touch generation/caching, but one asks for no_grad on cache updates and the other is a sync_gpus generation bug." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow failure reporting and tensor-parallel training are unrelated." + "reason": "Unrelated training/reporting issue vs tensor parallel training bug." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Qwen3VL MoE loading regression and reload-after-upgrade failure are not the same concrete defect." + "reason": "Both are loading regressions after version changes, but for different models and failure points." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "A BART generate() UnboundLocalError is unrelated to documentation confusion about forward inputs." + "reason": "BART generate() UnboundLocalError vs forward-doc confusion; no shared underlying bug." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 90B Vision model loading failure are different model/load bugs." + "reason": "Tokenizer loading regression vs Llama 3.2 Vision model loading breakage; different artifacts and code paths." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file errors and PretrainedConfig type-checking regression do not share the same underlying cause." + "reason": "Compiled Python file errors vs PretrainedConfig type-checking breakage; unrelated." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "huggingface_hub import failure is a dependency/export issue, not the transformers env command bug." + "reason": "huggingface_hub import failure vs transformers env CLI breakage; different packages/features." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI env command breakage and PretrainedConfig type checking are unrelated regressions." + "reason": "CLI command breakage vs type-checking regression; unrelated." }, { "left": "issue:43576", "right": "issue:47059", "accept": false, - "reason": "CLI env command regression is not the same as the _add_completion attribute error in tests/cli." + "reason": "Both are CLI-related, but one is env command breakage and the other is a hub 1.22.0 completion API mismatch; not the same bug." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Docs confusion about forward parameters is unrelated to the missing layer_type_validation import." + "reason": "Documentation confusion in a model forward method vs an import error for layer_type_validation." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "A broken env CLI command and a missing model export are separate issues." + "reason": "Env CLI bug vs model import error; different domains." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel not applied with model_init and a DSA indexer ReLU discussion are unrelated." + "reason": "Liger Kernel not applied with model_init vs DSA indexer missing ReLU; unrelated." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "The placeholder title and Gemma-4 audio positional encoding bug are clearly unrelated." + "reason": "Unrelated issue titled 'racoon' vs Gemma-4 audio positional encoding bug." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation discussion does not match the placeholder issue." + "reason": "GLM-5 RoPE implementation discussion vs unrelated 'racoon' issue." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Missing HybridCache export and cache FileNotFoundError are different import vs filesystem failures." + "reason": "Importing HybridCache vs FileNotFoundError when loading trust_remote_code from cache; different failure modes." }, { "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Flash Attention support error for NemotronH is unrelated to the placeholder issue." + "reason": "Flash Attention 2 support gap for Nemotron vs unrelated 'racoon' issue." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor parallel training bug and TextClassificationPipeline docs mismatch are unrelated." + "reason": "Tensor parallel training bug vs docs mentioning return_all_scores; no shared bug." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM 3 Video missing attribute and trust_remote_code cache loading failure are different bugs." + "reason": "SAM 3 Video missing attribute vs trust_remote_code cache file missing; unrelated." }, { "left": "issue:46143", "right": "issue:46144", - "accept": false, - "reason": "Missing kwargs passthrough in RoFormer methods and not using the attention interface are related thematically but not the same concrete bug." + "accept": true, + "reason": "Both report the same RoFormer implementation problem: kwargs/attention-interface forwarding is not respected in model methods and attention code." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "AutoImageProcessor and PreTrainedModel import errors are separate missing-export regressions." + "reason": "Different import errors for different public symbols; not the same missing-export bug." }, { "left": "issue:45375", "right": "issue:47110", "accept": false, - "reason": "Missing config field in Qwen3.5MoeVisionConfig is unrelated to the special_tokens list/dict error." + "reason": "Qwen3_5MoeVisionConfig strict-field omission vs special_tokens list type error; unrelated." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained moe and FP8 inference support for Qwen3 VL/Qwen3.5 Moe are different phases and likely different bugs." + "reason": "Both mention FP8/MoE, but one is save_pretrained behavior and the other is inference support; not mergeable as one fix." }, { "left": "issue:43867", "right": "issue:47110", "accept": false, - "reason": "State_dict sorting load error is unrelated to the special_tokens attribute error." + "reason": "State-dict sorting load error vs special_tokens type error; different loading paths." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Applying Liger Kernel in model_init and FP8 inference on B200 are different execution paths and problems." + "reason": "Liger Kernel/model_init issue vs FP8 inference on B200; unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the one accepted soft-edge pair is reasonably conservative based on the RoFormer titles. The other rejected pairs are also appropriately cautious." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18772,8 +18652,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -18868,238 +18748,214 @@ "issue:44360|issue:45468", "issue:44315|issue:44829" ], - "prepared_review_unit_hash": "28a93d0526d13cea73e65a226533419ea33b50ed7eccedbba3d3ef32ef65322f", + "prepared_review_unit_hash": "1fb00566925ccaec44695c9f1d15f43b644d6e1b72c978ac75dd7208b94a6058", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 40, - "serialized_chars": 39119, - "estimated_input_tokens": 9780, - "estimated_eval_tokens": 19816 + "serialized_chars": 39113, + "estimated_input_tokens": 9779, + "estimated_eval_tokens": 19814 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a heterogeneous set of unrelated issues. None of the soft pairs look like the same underlying bug or change, so all soft edges are rejected and there is no clear canonical representative.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These items are mostly unrelated issue reports. Several are superficially similar around v5 regressions, import/lazy-loading, or model-specific failures, but they do not share a concrete enough code path to treat as duplicates. I would not merge any of the soft edges.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45850 is the broadest umbrella among the v5-regression reports, but it is too vague and high-level to safely absorb the others as duplicates.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45850 is the best global representative only because it captures the broadest symptom class ('v5 breaks too many models'), but it is still too generic to be a strong canonical target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43525", "right": "issue:47110", "accept": false, - "reason": "Different failures: missing config attribute vs. special_tokens being a list instead of a mapping." + "reason": "Different failures: missing pad_token_id on Llama4Config vs special_tokens being a list without keys()." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "One is a specific Qwen3.5 chat crash; the other is a broad complaint about many models breaking in v5." + "reason": "One is a specific Qwen3.5 chat crash; the other is a broad v5 breakage complaint with no shared code path." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Generation cache missing in chunked prefill is unrelated to a typo in cache strategy docs/code." + "reason": "Different subsystems: chunked_prefill cache handling vs a typo in cache strategy docs/code." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "RoPE implementation discussion and video num_frames semantics are different model/component bugs." + "reason": "GLM-5 RoPE implementation discussion is unrelated to SmolVLM video num_frames semantics." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading problems are unrelated to the TensorFlow backend error from tensorboard-only installs." + "reason": "Lazy loading issues and a TensorBoard-without-TF backend error are not the same bug." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Missing processor save files is not the same as a vague generic bug report." + "reason": "Processor save_pretrained missing files is not the same as a generic bug report." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Qwen3-VL-Moe issue vs missing tensor-parallel plan for Qwen3.5-Moe are different concrete problems." + "reason": "Different model-specific problems: Qwen3-VL-Moe bug vs missing tensor-parallel plan support." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading/import behavior is not the same as unsafe sys.modules access." + "reason": "Both touch import behavior, but lazy loading failure and unsafe sys.modules access are distinct code paths." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to video frame count semantics." + "reason": "DSA indexer ReLU discussion is unrelated to a video processor num_frames mismatch." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star performance issue is unrelated to generation cache handling." + "reason": "Import-star performance regression and missing GenerationMixin cache are different bugs." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bbox hallucination is unrelated to PretrainedConfig type-checking regressions." + "reason": "Qwen3-VL 2D bbox output bug is unrelated to PretrainedConfig type checking." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both mention Qwen3/VL image behavior, but one is bbox output errors and the other is an infinite loop on a specific image." + "reason": "Same model family, but hallucination/error in bbox output and an infinite-loop image case are not clearly the same defect." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken transformers env CLI and checkpoint reload incompatibility are different failure modes." + "reason": "Transformers env command breakage and checkpoint reload incompatibility after upgrade are different failures." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "A specific pad_token_id attribute error is not the same as a broad v5 compatibility complaint." + "reason": "A specific Llama4Config attribute error is not the same as a generic statement that v5 breaks many models." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both involve v5 upgrade incompatibilities, but they concern different loading paths and model families." + "reason": "Both are upgrade incompatibilities, but they affect different models and likely different initialization paths." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLm pad_token index regression is not the same as a generic 'many models break' report." + "reason": "Missing pad_token_idx in StableLmConfig is a specific config bug, not the broad v5 regression umbrella." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support for Qwen models is unrelated to DeepSeek weight conversion tooling." + "reason": "fp8 support for Qwen models and a deepseekv4 weight-conversion question are unrelated feature requests." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A cache-strategy typo is not the same as a broad compatibility complaint." + "reason": "A typo in cache strategies is too specific to be the same as a broad v5 breakage report." }, { "left": "issue:45850", "right": "issue:47059", "accept": false, - "reason": "General v5 model breakage is unrelated to the CLI completion attribute error from huggingface_hub 1.22.0." + "reason": "General v5 breakage and a huggingface_hub CLI compatibility failure are different issues." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API migration guidance is unrelated to cache strategy typos." + "reason": "TF32 API guidance and cache strategy typo are unrelated." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-star performance regression is not the same as a missing Qwen3_5 module import." + "reason": "Import-star slowdown and failure to import Qwen3_5ForCausalLM are both import-related, but not the same concrete bug." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model type mismatch warning and Liger kernel application under model_init are different issues." + "reason": "sam3_video/sam3_tracker warning and Liger Kernel not applied with model_init are unrelated subsystems." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Slow import sometimes and lazy loading not working properly overlap conceptually, but they are not the same concrete bug." + "reason": "Both mention import/lazy-loading behavior, but one is intermittent import slowness and the other is a lazy-loading correctness issue." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Missing set_seed in tests is unrelated to inverse_sqrt scheduler kwargs being ignored." + "reason": "Missing set_seed calls in tests and inverse_sqrt scheduler kwargs handling are unrelated." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "CLI env breakage does not match a scheduler configuration bug." - }, - { - "left": "issue:43352", - "right": "issue:44861", - "accept": false, - "reason": "Flash Attention support gating is unrelated to tied-weight key handling crashing on list input." - }, - { - "left": "issue:43976", - "right": "issue:44393", - "accept": false, - "reason": "Python version compatibility failure is unrelated to Qwen3-VL bbox hallucination." - }, - { - "left": "issue:44295", - "right": "issue:45230", - "accept": false, - "reason": "Position_ids buffer access error is not the same as a generic bug report." - }, - { - "left": "issue:44297", - "right": "issue:45230", - "accept": false, - "reason": "Tokenizer save_pretrained class mismatch is unrelated to a generic bug report." + "reason": "transformers env CLI breakage is unrelated to scheduler keyword propagation." }, { - "left": "issue:44908", - "right": "issue:45071", + "left": "issue:41669", + "right": "issue:44351", "accept": false, - "reason": "Scheduler kwarg handling and config type checking are unrelated bugs." + "reason": "Wildcard imports causing slow import and missing HybridCache export are different API/export problems." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor cached_file kwargs forwarding is unrelated to scheduler timescale handling." + "reason": "AutoProcessor cached_file kwargs forwarding and scheduler kwargs handling are unrelated." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-star performance issue is unrelated to a testing_utils bug." + "reason": "Import-time slowdown and a testing_utils bug do not share the same underlying change." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python compatibility issues are unrelated to a missing model import." + "reason": "Python version compatibility breakage and a model import failure are not the same issue." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init enforcement is unrelated to tied-weight key list handling." + "reason": "Optional post_init policy and _get_tied_weight_keys crashing on list input are distinct code-path bugs." }, { "left": "issue:31795", @@ -19111,19 +18967,19 @@ "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken CLI env command and lazy loading problems are different subsystems and symptoms." + "reason": "CLI env command breakage and lazy loading malfunction are both v5-era issues, but not the same bug." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to Gemma-4 audio positional encoding." + "reason": "DSA indexer discussion is unrelated to Gemma4AudioRelPositionalEncoding." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger kernel application under model_init is unrelated to flash_attention_3 degenerate training." + "reason": "Liger Kernel application with model_init and flash_attention_3 training degeneration are different acceleration/training problems." } ] }, @@ -19142,8 +18998,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -19241,214 +19097,214 @@ "issue:43298|issue:44230", "issue:43717|issue:46144" ], - "prepared_review_unit_hash": "41be1038d8425153f8b06b185a78b6dfffdce240552829048c3f41958ac4e442", + "prepared_review_unit_hash": "60b72ff4910b5a0192435d667ed106d96bce315ca33fd918b0f8ff8717ddd7e9", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 43, - "serialized_chars": 39697, - "estimated_input_tokens": 9925, - "estimated_eval_tokens": 20106 + "serialized_chars": 39689, + "estimated_input_tokens": 9923, + "estimated_eval_tokens": 20102 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose, similarity-driven cluster of mostly unrelated Transformers issues around v5 regressions, model support, loading, and docs. None of the suggested soft pairs look like safe duplicates under a strict triage standard.", - "confidence": 0.91, - "canonical_issue_reason": "No clear duplicate canonical exists; the items are too heterogeneous. If a representative is needed, issue:45850 is the broadest v5-breakage umbrella, but it is too generic to be a true canonical.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers issue reports with only superficial keyword overlap (loading, tokenizer, model-specific bugs, Flash Attention, v5 regressions). I did not find any pair that clearly describes the same underlying bug/change, so no soft duplicates are accepted.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43519 is the strongest canonical issue candidate because it is concrete, well-scoped, and actionable, with a clear failing code path in a specific processor/model rather than a vague or generic report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best cluster representative because it is the broadest cross-cutting complaint about v5 regressions, but it should not be treated as a precise duplicate target.", + "best_issue_reason": "issue:43519 is also the best global issue choice: it has a precise title and a specific repro target, making it the cleanest representative issue in an otherwise noisy set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Different processors and different bugs: timestamp math vs padding calculation." + "reason": "Different multimodal processor bugs: timestamp calculation vs video padding." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Unrelated areas: lazy loading vs scheduler kwargs handling." + "reason": "Unrelated topics: lazy loading vs scheduler kwargs handling." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Too generic vs specific model-load failure; no shared code-path shown." + "reason": "One is a generic bug report, the other a specific Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Different model components and bug types: processor timestamping vs RoPE implementation." + "reason": "Both are model-specific correctness bugs, but they affect different code paths: Qwen3VL timestamps vs GLM-5 RoPE." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Different models and symptoms; not the same loss/precision bug." + "reason": "Both are audio-related, but they describe different models and different bugs." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Both touch save paths, but one is pipeline serialization and the other tied-weight key handling." + "reason": "Serialization/save_pretrained failure is not the same as _tied_weight_keys attribute handling." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken env command vs import failure for a specific model module." + "reason": "Both are import/bootstrap problems, but they involve different commands and different missing symbols/modules." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp bug and LR scheduler bug are unrelated." + "reason": "Timestamp calculation bug and scheduler kwargs bug are unrelated." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup vs VRAM leak in threaded inference are different changes." + "reason": "Import-* cleanup/perf issue is unrelated to a VRAM leak in Qwen3." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion vs model loading regression." + "reason": "Documentation confusion about forward args is unrelated to a model loading regression." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Both mention positional encoding, but they are different models and concrete defects." + "reason": "Different model families and different numerical/architectural bugs." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in multithreading is unrelated to RoPE implementation." + "reason": "VRAM leak in Qwen3 is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Same model family, but shared expert gating and tensor conversion are different bugs." + "reason": "Both mention DeepSeek-V4, but one is a gating logic bug and the other is a tensor conversion/transpose issue." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Offline-download behavior vs processor timestamp calculation." + "reason": "Local-files-only network behavior is unrelated to Qwen3VL timestamp math." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API guidance issue is unrelated to VRAM leakage." + "reason": "TF32 configuration guidance is unrelated to a VRAM leak bug." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Broad v5 complaint vs a specific module import failure." + "reason": "A broad v5 breakage complaint is not the same as a specific module import failure." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor computation bug vs missing save_pretrained artifacts." + "reason": "Processor timestamp math and processor save_pretrained file omissions are different bugs." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "Different model internals and different failure modes." + "reason": "Different models and different code paths: GlmMoeDsaIndexer split values vs Gemma audio positional encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "RMS norm epsilon precision issue is unrelated to Gemma-4 positional encoding." + "reason": "RMS norm epsilon precision issue is unrelated to Gemma audio positional encoding." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are unrelated." + "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are unrelated concerns." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Processor timestamp bug vs VRAM leak; no shared underlying defect." + "reason": "Different subsystems: processor timestamp bug vs multi-thread VRAM leak." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention support request and import error are different issues." + "reason": "Flash Attention 2 support in one model is unrelated to a module import error in another model." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Different missing symbols/modules; not the same import regression." + "reason": "Both are import errors, but they are for different symbols and likely different breakages." }, { "left": "issue:44861", "right": "issue:47110", "accept": false, - "reason": "Tied-weight key handling is unrelated to special_tokens list shape." + "reason": "Tied-weight key handling and special_tokens list-key access are unrelated errors." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both tokenizer-v5 related, but one is general behavior drift and the other is decoder-type mismatch; not enough to treat as the same bug." + "reason": "Both are tokenizer v5 regressions, but one is a vague behavior change and the other is a specific decoder-type bug." }, { "left": "issue:44861", "right": "issue:47059", "accept": false, - "reason": "Save helper AttributeError vs CLI completion failure from huggingface_hub." + "reason": "Tied-weight metadata handling is unrelated to the CLI completion attribute error." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "Specific GPT2 flash-attention support vs broad feature request; not the same concrete change." + "reason": "Both mention Flash Attention 2.0, but one is a GPT2 support request and the other is an unspecific standalone issue." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug is unrelated to the placeholder issue." + "reason": "Scheduler kwargs bug and the unrelated 'Unemployment' issue do not match." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache typo issue is unrelated to the placeholder issue." + "reason": "Typo in cache strategies is unrelated to the unrelated placeholder issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "Generic placeholder issue and broad v5 complaint do not describe the same bug." + "reason": "A generic '5.0 breaks models' complaint is not the same as an unrelated placeholder issue." }, { "left": "issue:43618", @@ -19466,67 +19322,67 @@ "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weights crash is unrelated to chat-template tool-call handling." + "reason": "Tied-weight key crash and chat template tool-call crash are different failure modes." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained loading and missing import symbol are different problems." + "reason": "Checkpoint loading slowness is not the same as an import error for layer_type_validation." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support and processor save_pretrained missing files are unrelated." + "reason": "FP8 inference support request is unrelated to processor save_pretrained file omissions." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2.0, but they are different models and different support requests." + "reason": "Both are Flash Attention 2.0 feature gaps, but they target different models and are not the same change." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "Generation mask crash vs checkpoint loading slowness are unrelated." + "reason": "BART generate mask initialization bug and from_pretrained slowness are unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Loading slowness vs tensor-parallel training bug are different code paths." + "reason": "Checkpoint loading performance and tensor-parallel training correctness are unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting on failed jobs is unrelated to loading performance." + "reason": "MLflow reporting on failed jobs is unrelated to checkpoint loading speed." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Performance issue and documentation issue are not duplicates." + "reason": "Loading performance issue and documentation confusion are unrelated." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both involve Qwen3.5/MoE, but one is FP8 inference support and the other is a from_pretrained error." + "reason": "FP8 inference support request and Qwen3.5 MoE from_pretrained failure are different issues." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous batching and Qwen3-VL FP8 support are unrelated." + "reason": "Continuous batching audio support and FP8 support are different feature areas." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Init-weights behavior in Mamba vs RoFormer attention interface are unrelated." + "reason": "Init-weights usage in Mamba is unrelated to RoFormer attention interface usage." } ] }, @@ -19545,8 +19401,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-514", "nodes": [ @@ -19572,100 +19428,100 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "16ac7e6b8b3d3365a208685ace08810752de3ea96c587e4c9f3bf6c8a841ca22", + "prepared_review_unit_hash": "96617343b4b632324a1949ecefeb3ab9ccefd32e7f588bcf87e285a6b7e29469", "component_budget": { "node_count": 514, "item_count": 514, "soft_pair_count": 1891, - "serialized_chars": 980935, - "estimated_input_tokens": 245234, - "estimated_eval_tokens": 490724 + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 11, - "serialized_chars": 7770, - "estimated_input_tokens": 1943, - "estimated_eval_tokens": 4142 + "serialized_chars": 7777, + "estimated_input_tokens": 1945, + "estimated_eval_tokens": 4146 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are unrelated issue reports across different models/components (normalization, Mask2Former loss handling, ModernBERT config typing, tokenizer warning, DeepSeek gating, RoFormer attention, etc.). I don\u2019t see a true duplicate cluster here.", - "confidence": 0.94, - "canonical_issue_reason": "No single issue stands out as a canonical duplicate target because the reports describe different bugs in different code paths and subsystems.", + "summary": "These issues are not duplicates; they span unrelated models and bug classes (normalization, loss plumbing, tokenizer warnings, quantization typo, DeepSeek gating, RoFormer attention). The cluster should be split rather than merged around a single canonical item.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits this cluster because the items describe different underlying bugs in different components, with no shared target or code path.", "canonical_pr_reason": null, - "best_issue_reason": "None of these is a clear duplicate hub; if one must be retained as the most substantive standalone report, issue 43240 is the most concrete and actionable, but it is not a duplicate match for the others.", + "best_issue_reason": "No best issue for the whole cluster; the safest triage is to keep these as separate issues rather than selecting one representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Different models and failures: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating." + "reason": "Mask2former ignore_value handling and DeepSeek-V4 shared expert gating are unrelated bugs in different models/code paths." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Unrelated bug types: a config type-hint mistake vs a tokenizer regex warning regression." + "reason": "An incorrect type hint in ModernBERTConfig is unrelated to the tokenizer regex warning regression." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Both concern loss-related code only at a very broad level, but one is a specific Mask2Former ignore_value bug and the other is a missing kwargs passthrough." + "reason": "Mask2former ignore_value usage is a model-specific loss/config bug; passing kwargs to a loss function is a separate API-plumbing issue." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Different subsystems and symptoms: loss-function kwargs forwarding vs RoFormer attention interface usage." + "reason": "Missing kwargs in loss calculation and RoFormer attention not using the attention interface affect different subsystems and code paths." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former loss ignore_value issue is unrelated to tokenizer warning behavior." + "reason": "Mask2former ignore_value behavior has nothing to do with tokenizer regex warnings after 4.57.3." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Different architectures and bug classes; no shared concrete code path." + "reason": "These are different model bugs: one concerns Mask2former ignore_value, the other RoFormer attention implementation." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Loss-parameter usage bug vs a typo in a quantization attribute name." + "reason": "Mask2former loss/config behavior and a quantization-operation typo are unrelated." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Both are small correctness issues, but one is ModernBERT config typing and the other is a spelling/attribute-name error in a different area." + "reason": "ModernBERT norm_eps type hint and the orig_conversion.quantization_operation typo are distinct, non-overlapping issues." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Missing kwargs forwarding in loss computation is not the same as an incorrect type hint on a config field." + "reason": "Loss-function kwargs plumbing and a config type-hint mistake are different kinds of defects in separate areas." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4TextL2Norm normalization semantics vs ModernBERTConfig type annotation are different problems." + "reason": "Llama4TextL2Norm possibly being RMSNorm is a model-implementation question, not the ModernBERT norm_eps type-hint issue." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "These do not appear to share a concrete implementation bug beyond both involving model configuration/behavior." + "reason": "Mask2former ignore_value usage and ModernBERT config typing are unrelated and do not share a code path." } ] }, @@ -19684,8 +19540,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -19698,12 +19554,12 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "88726b9a5a684cad1c203669db0da2fe728675adb1b583e05f4a40676c4139b9", + "prepared_review_unit_hash": "f9bf23e21e81cb859796c7fdb4eda32de5db1c928691118c0603ae3b84785381", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2878, + "serialized_chars": 2877, "estimated_input_tokens": 720, "estimated_eval_tokens": 1696 }, @@ -19711,7 +19567,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2878, + "serialized_chars": 2877, "estimated_input_tokens": 720, "estimated_eval_tokens": 1696 }, @@ -19720,30 +19576,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are about different features in different parts of the library, so I do not see a duplicate cluster here.", + "summary": "These three issues are about different topics: tokenizer truncation behavior, ReduceLROnPlateau-like scheduling functionality, and Wav2Vec2 word-level time offsets. They do not describe the same underlying bug or feature request, so none should be clustered as duplicates.", "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue fits this cluster because the items are unrelated feature requests rather than duplicates of the same bug or change.", + "canonical_issue_reason": "No canonical issue: the issues are unrelated and should remain separate.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 10519 is the most concrete and well-scoped request, but it is still distinct from the other two topics.", + "best_issue_reason": "Issue 10519 is the most concrete, narrowly scoped feature request, but it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different topics: token truncation behavior vs. Wav2Vec2 word time offsets." + "reason": "Different domains and requests: truncation strategy vs. Wav2Vec2 word boundary offsets." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Different subsystems and requests: tokenizer truncation option vs. ReduceLROnPlateau-like scheduler behavior." + "reason": "Unrelated features: truncation from the beginning vs. a ReduceLROnPlateau-like scheduler." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Unrelated feature requests in separate areas: learning-rate scheduling vs. speech model word alignment offsets." + "reason": "No shared underlying bug/change; one is learning-rate scheduling, the other is speech model time offsets." } ] }, @@ -19762,8 +19618,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -19775,7 +19631,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "e8a61c0b2275e65fde6d72b74522855747d848e14caf8a4ad6cebbaa05bb30b5", + "prepared_review_unit_hash": "6dcbbf1c75b46fa40685a43adc6a013348be127d51c7371972d165ec68605e0d", "component_budget": { "node_count": 3, "item_count": 3, @@ -19797,24 +19653,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster looks heterogeneous rather than duplicate-heavy: one issue is about Tapas tokenization, one about an unauthenticated private-model download error message, and one about a general model-loading failure for bert-base-uncased. They do not appear to be the same underlying bug.", - "confidence": 0.86, - "canonical_issue_reason": "Issue #16618 is the broadest and most central-looking model-loading report in the set, so it is the best single representative if one must be chosen.", + "summary": "The cluster does not contain a clear duplicate set. Issue 13244 is unrelated. Issue 15980 is a narrow login/authentication error-message problem, while 16618 is a broader model-loading failure but not clearly the same bug, so both soft links should be rejected.", + "confidence": 0.78, + "canonical_issue_reason": "If one issue must represent the cluster, issue 16618 is the broadest and most central model-loading report; however, the evidence is weak and it is not a confirmed duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the strongest candidate for the cluster\u2019s main thread because it concerns the core symptom of failing to load a model, whereas the others are about unrelated tokenization or a different auth/error-message scenario.", + "best_issue_reason": "Issue 16618 is the best issue to surface because it is the most general user-facing failure around model loading and has the strongest discussion signal among the three.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different problem domains: Tapas tokenization vs. a model load failure for bert-base-uncased. No evidence they describe the same bug." + "reason": "Tapas tokenization mismatch is a different problem than failing to load bert-base-uncased; no shared underlying bug is apparent." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "#15980 is specifically about the error message when downloading a private model without login, while #16618 is a generic cannot-load-bert-base-uncased report. Similar area, but not the same concrete issue." + "reason": "Private-model unauthenticated download errors are a specific auth/error-message issue, not the same as a generic inability to load a public model." } ] }, @@ -19833,8 +19689,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -19844,12 +19700,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "1520105c39a9d92474498f76f0bf6641cce5907180f74540fe4f6da69af30e62", + "prepared_review_unit_hash": "a1d23823acba9cee165e0849f82f9cae4f00acc98082530a259e736b058c597f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -19857,7 +19713,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -19866,18 +19722,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate community-contribution feature requests: one for Flash Attention 2 support on more architectures, the other for GGUF support on more architectures. They share a generic wording pattern but target different subsystems and changes.", + "summary": "These are not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures. They share a loose pattern (\u201ccommunity contribution\u201d support expansion) but target different features and code paths.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single canonical issue: these are distinct feature requests with different underlying code paths and implementation goals.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Both are architecture-support requests, but for different features (Flash Attention 2 vs GGUF). They are not the same underlying bug or change." + "reason": "Different underlying requests and implementation areas: Flash Attention 2 architecture support vs GGUF support. Similar framing is not enough to treat them as the same bug/change." } ] }, @@ -19896,8 +19752,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-9", "nodes": [ @@ -19942,215 +19798,218 @@ "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "6aa28ce7826d74121c68559c71df0576dfd70881da17fff7d8ac51b7c2033ad8", + "prepared_review_unit_hash": "9d351f1a5a3ba4e0578066adae0c03a05c25102b7b4bebb1c7c75c62d87c8801", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15980, - "estimated_input_tokens": 3995, - "estimated_eval_tokens": 8246 + "serialized_chars": 15986, + "estimated_input_tokens": 3997, + "estimated_eval_tokens": 8250 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15980, - "estimated_input_tokens": 3995, - "estimated_eval_tokens": 8246 + "serialized_chars": 15986, + "estimated_input_tokens": 3997, + "estimated_eval_tokens": 8250 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of i18n translation-request issues, not a true duplicate set. The high similarity appears to come from repeated template text rather than the same underlying issue. I\u2019d treat 43834 as the best representative of the recurring template-style issues, but keep the language-specific requests separate.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43834 is the cleanest representative of the repeated generic i18n translation template and is the earliest of the near-identical placeholder-style issues in this cluster.", + "summary": "This cluster is mostly a false-positive mix of separate translation-request issues for different languages, plus two small true-duplicate subgroups: the generic placeholder translation issue trio and the Thai pair.", + "confidence": 0.81, + "canonical_issue_reason": "43834 is the best representative of the true duplicate subgroup: it is the earliest of the near-identical placeholder translation issues, and 44365/44370 look like copies of the same templated request.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 best represents the recurring template-like translation-request subgroup, but the cluster as a whole should not be collapsed into one duplicate issue.", + "best_issue_reason": "43834 is the strongest issue candidate overall because it anchors the clearest duplicate subcluster and has the broadest exact/near-exact overlap with the other placeholder issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language translation requests; similar boilerplate does not make them the same issue." + "reason": "Different language request; similar translation-template wording is not enough to treat Turkish and the placeholder issue as the same underlying issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different language translation requests; no evidence they describe the same underlying task." + "reason": "Turkish vs. a generic placeholder translation request are distinct issue targets, not the same bug/change." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish-specific request vs a generic/template-like translation issue; not the same concrete issue." + "reason": "Different concrete translation request; only the template is shared." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different languages (Turkish vs Romanian); these are separate translation requests." + "reason": "Turkish and Romanian translation requests are separate issues." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different languages (Turkish vs Spanish); similar wording is just the shared i18n template." + "reason": "Different language targets (Turkish vs Spanish), so not duplicates." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request is distinct from the generic/template-style issue." + "reason": "Spanish translation request is distinct from the placeholder templated issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish translation request vs a template-like generic issue; not the same underlying issue." + "reason": "Different language target; shared i18n wording is too broad to merge." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different languages (Spanish vs Romanian); these should not be merged." + "reason": "Spanish vs Romanian translation requests are separate." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Different language request; similarity is only from shared boilerplate." + "reason": "Spanish translation issue and placeholder issue are not the same underlying request." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request and generic/template issue are not the same concrete bug/change." + "reason": "Romanian request is separate from the generic placeholder translation issue." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian request vs generic/template issue; no evidence of duplication." + "reason": "Different concrete translation target; not a duplicate." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian translation request is distinct from the placeholder-style issue title." + "reason": "Romanian translation request is not the same as the placeholder templated request." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different language/request content; similarity is not enough to establish a duplicate." + "reason": "Different language/request context; shared template similarity is insufficient." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different language/request content; not enough evidence of the same underlying issue." + "reason": "Different language/request context; do not merge." }, { "left": "issue:43834", "right": "issue:44370", - "accept": false, - "reason": "These look like repeated template-form issues, but there is no concrete evidence they are the same actionable issue." + "accept": true, + "reason": "Near-identical placeholder translation issue; looks like the same templated request duplicated." }, { "left": "issue:43834", "right": "issue:44365", - "accept": false, - "reason": "High textual similarity comes from boilerplate/template text, not a shared underlying bug or change." + "accept": true, + "reason": "Same generic placeholder title/body pattern; plausibly one duplicated issue." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Similar generic phrasing, but the actual issue content is unclear and not demonstrably the same." + "reason": "The titles/content do not indicate the same concrete request; this looks like a different issue despite template similarity." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Template-level similarity only; insufficient evidence these are the same issue." + "reason": "Same as above: too little evidence of the same underlying issue." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Different titles/content; the similarity score appears driven by shared template structure." + "reason": "Different title/content; not clearly the same request." }, { "left": "issue:44365", "right": "issue:44370", - "accept": false, - "reason": "Near-identical template text is not enough to prove a single underlying issue." + "accept": true, + "reason": "These are near-identical copies of the same placeholder translation issue." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Similar boilerplate, but not enough evidence they refer to the same concrete change." + "reason": "Only template similarity; not enough to conclude the same issue." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Template similarity only; do not merge without clearer duplicate evidence." + "reason": "Not clearly the same concrete issue; reject." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Different issue content; similarity is likely from the shared template." + "reason": "Different issue content and title." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Looks like the same issue template, but not the same underlying request." + "reason": "Shared i18n template language is too broad; the issues do not clearly describe the same request." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Template similarity only; no concrete evidence of duplication." + "reason": "Not the same concrete issue; reject." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Different issue content; similarity appears superficial." + "reason": "Different issue content; no strong duplicate evidence." }, { "left": "issue:46222", "right": "issue:46226", - "accept": false, - "reason": "Identical titles suggest possible duplication, but the issue content is too unclear to confirm the same underlying actionable request." + "accept": true, + "reason": "Exact duplicate subgroup: same Thai title and highly similar issue content indicate the same underlying issue." }, { "left": "issue:46222", "right": "issue:46931", "accept": false, - "reason": "Similar language-like text, but not enough evidence these are the same issue." + "reason": "Thai-titled issues are not clearly the same underlying request." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Similar language-like text, but not enough evidence these are the same issue." + "reason": "Different title/content; insufficient evidence of a true duplicate." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: the three placeholder issues have identical titles and near-identical bodies, the Thai pair has identical titles and exact similarity, and the Turkish/Spanish/Romanian items are distinct by title. The soft-edge verdicts are conservative overall, with rejections based on clear language/title differences and accepts limited to the strongest duplicate evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -20162,8 +20021,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36718-21", "nodes": [ @@ -20239,304 +20098,286 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "d6a7819405bf5c6224358cbc0652663bb53bf3dbdd16321fcc4afc7bf5d873cb", + "prepared_review_unit_hash": "e4eb40d2a080bb871845218a18d9148f6a23bb20ec50b3147f6cee0d42a4eb46", "component_budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28616, - "estimated_input_tokens": 7154, - "estimated_eval_tokens": 14564 + "serialized_chars": 28611, + "estimated_input_tokens": 7153, + "estimated_eval_tokens": 14562 }, "budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28616, - "estimated_input_tokens": 7154, - "estimated_eval_tokens": 14564 + "serialized_chars": 28611, + "estimated_input_tokens": 7153, + "estimated_eval_tokens": 14562 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is a loose thematic cluster of distinct model-request issues. The titles mostly share generic wording like \"Add\"/\"Support\"/\"Proposal,\" but the underlying artifacts span unrelated models, architectures, and modalities, so I found no true duplicates to merge.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: the items are separate requests for different models/features, and the similarity is mostly in generic request phrasing rather than the same underlying change.", + "summary": "This cluster is a loose semantic group of model-request issues, not a duplicate set: the items span unrelated architectures, tasks, and modalities (keypoint matching, BERT variants, detection, audio ASR/TTS, vision-language, etc.).", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: the cluster mixes distinct model requests that do not share the same underlying change.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42503 is the cleanest representative of the broad \"add a model\" pattern, but it is still not a duplicate anchor for the rest of the set.", + "best_issue_reason": "No single issue is a good global representative; the overlap is only broad topical similarity around \"add model support\".", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "Both are keypoint-related, but RoMa matcher vs LoMa detector/matcher are different requested components, not the same underlying change." + "reason": "Similar keypoint terminology, but RoMa matcher and LoMa detector+matcher are different model requests." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "RoMa keypoint matching and MiniCPM3 architecture support are unrelated requests." + "reason": "Keypoint matcher request vs MiniCPM3 model support; unrelated code paths." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config support and DEIMv2 are different model additions." + "reason": "Different model families: EuroBert config addition vs DEIMv2 support." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config and Qwen3-TTS support are unrelated features." + "reason": "Different tasks and models: EuroBert vs Qwen3-TTS." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "Different model families and different integration work; not the same change." + "reason": "Both are model additions, but EuroBert and RF-DETR are unrelated changes." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBert and XiaoMi MiMo are separate model requests." + "reason": "EuroBert and XiaoMi MiMo are separate model families." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct model additions." + "reason": "Two distinct detection-model requests; not the same underlying change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR object detection and LFM2.5 Audio support are different code paths." + "reason": "RF-DETR detection support and LFM2.5 Audio support are unrelated." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and weight-sparse transformer requests are unrelated." + "reason": "Different model families and implementation paths." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different model/support requests." + "reason": "RF-DETR and Qwen3-ASR are different models/tasks." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are unrelated additions." + "reason": "RF-DETR detection support is unrelated to Qwen3-TTS." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model requests." + "reason": "NeoBERT model addition vs Qwen3-ASR support; unrelated." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and the OpenAI weight-sparse transformer are unrelated." + "reason": "NeoBERT and OpenAI weight-sparse transformer are different model requests." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio target different model types and code paths." + "reason": "BERT model support vs audio model support; different changes." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are separate model additions." + "reason": "RF-DETR and NeoBERT are distinct model integrations." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT models are different requests, not one concrete change." + "reason": "NeoBERT and ModernVBERT are different model families." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are unrelated." + "reason": "MiniCPM3 support and Qwen3-ASR support are unrelated." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the weight-sparse transformer request are different features." + "reason": "MiniCPM3 vs weight-sparse transformer; different model work." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 architecture and ModernVBERT models are not the same underlying change." + "reason": "MiniCPM3 and ModernVBERT are separate model additions." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture support and Voxtral TTS support are different model integrations." + "reason": "MiniCPM3 support and Voxtral TTS support are different tasks." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model additions." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models and Qwen3-ASR support are distinct requests." + "reason": "ModernVBERT models and Qwen3-ASR are different model families." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are different model families/capabilities." + "reason": "ModernVBERT models and Qwen3-TTS are unrelated." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT models and XiaoMi MiMo are unrelated requests." - }, - { - "left": "issue:42503", - "right": "issue:46653", - "accept": false, - "reason": "A model request and a person-named issue are clearly not the same underlying change." + "reason": "ModernVBERT and XiaoMi MiMo are different model additions." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE and Voxtral TTS support are unrelated changes." + "reason": "BERT-like RoPE support is not the same change as Voxtral TTS support." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "Both mention BERT-like model families, but they request different model support and are not the same change." + "reason": "Both are transformer-related, but ModernVBERT models and BERT-like RoPE support are distinct requests." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "BERT-like models with RoPE and XiaoMi MiMo are different requests." + "reason": "BERT-like RoPE models and XiaoMi MiMo are unrelated model support requests." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like model support and a person-named issue are unrelated." + "reason": "Model-architecture request vs a non-model issue; no duplicate relation." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "XiaoMi MiMo and SAM3-LiteText are distinct model requests." + "reason": "XiaoMi MiMo and SAM3-LiteText are different model families/modalities." }, { "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "MiMo and Qwen3-TTS are different model capabilities." + "reason": "MiMo and Qwen3-TTS are separate model requests." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "MiMo and DeepSeek-OCR2 are unrelated model requests." + "reason": "MiMo and DeepSeek-OCR2 target different models." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "MiMo and a person-named issue are not the same underlying change." + "reason": "Model request vs unrelated issue." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related by family, but they are different task-specific support requests." - }, - { - "left": "issue:43671", - "right": "issue:45027", - "accept": false, - "reason": "Both are TTS-related, but they request support for different model families and code paths." - }, - { - "left": "issue:43671", - "right": "issue:45177", - "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated." + "reason": "Qwen3-TTS and Qwen3-ASR are close in family, but they are different modalities and code paths." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and the sparse transformer request are different changes." + "reason": "Qwen3-TTS support and weight-sparse transformer support are unrelated." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "ASR support and LFM2.5 Audio support overlap only at a broad audio level, not the same concrete change." + "reason": "Both are audio-related requests, but Qwen3-ASR and LFM2.5 Audio are different model integrations." }, { - "left": "issue:43837", + "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are unrelated model requests." + "reason": "Weight-sparse transformer request vs EUPE vision encoder request; unrelated." }, { "left": "issue:43837", - "right": "issue:44121", - "accept": false, - "reason": "Qwen3-ASR support and the sparse transformer request are different code paths." - }, - { - "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model additions." + "reason": "ASR and TTS support for different model families are not the same underlying change." }, { - "left": "issue:43837", + "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different support requests." + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated changes." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and model families." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are distinct vision-language model requests." + "reason": "EUPE and TIPSv2 are separate vision-language model requests." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and an unrelated issue are not duplicates." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and a person-named issue are not duplicates." + "reason": "Voxtral TTS support and an unrelated issue are not duplicates." } ] }, @@ -20555,8 +20396,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-38740-2", "nodes": [ @@ -20566,7 +20407,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "aec52a746e5d4fa28f519c8e1f88b70f6fd9640ff91534f0718941808ff016b9", + "prepared_review_unit_hash": "fedd33d170c1a59ab7a077d5482dd31b1af36249575d953d63bf931945e69da4", "component_budget": { "node_count": 2, "item_count": 2, @@ -20588,18 +20429,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is a docs request about adding Pruna as an optimization framework, and the other is a Vision RoPE refactor. The soft link should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": "No canonical issue across the pair; the items describe different topics and different kinds of work.", + "summary": "The two issues are unrelated: one is a closed docs request to add Pruna as an optimization framework, and the other is an open Vision RoPE refactor. There is no shared code path, target, or substantive overlap indicating duplication.", + "confidence": 0.97, + "canonical_issue_reason": "issue:46443 is the more substantive technical item and remains open; issue:38740 is a separate closed documentation request and does not describe the same work.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46443 is the more substantive technical issue, but it is not a duplicate of the docs request.", + "best_issue_reason": "issue:46443 is the better representative issue because it reflects the actual implementation refactor work, whereas issue:38740 is a docs-only request in a different area.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Docs request vs. Vision RoPE refactor; no shared bug, code path, or concrete change target." + "reason": "Reject: these are different topics entirely (docs request for an optimization framework vs. a Vision RoPE refactor) with no shared target, filenames, or code-path overlap." } ] }, @@ -20618,8 +20459,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -20629,12 +20470,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "bc18442f93c8bfc41c9dc559d43026305e89c95088297e3ece60f009be17714e", + "prepared_review_unit_hash": "9c4b1d05ba749489449dd0dbe705a8dc29cfd8f02106ab0e6a72f0197b390dc4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -20642,7 +20483,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -20651,18 +20492,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one asks for Block Decoding support, the other asks for DeepSeek v3.2 support. There is no duplicate or same underlying bug signal here.", - "confidence": 0.97, + "summary": "The two issues are unrelated: one is about block decoding behavior, the other is a DeepSeek v3.2 support request. This is not a duplicate cluster.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If one issue must be kept as the most representative, issue 43037 is clearer and more specific; issue 41084 is more ambiguous and terse. That said, they are not duplicates.", + "best_issue_reason": "Neither issue is a clear duplicate of the other; if forced to pick a representative, issue 43037 is slightly more specific, but the cluster should not be merged.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different requests with no shared code path or explicit linkage: Block Decoding vs DeepSeek v3.2 support." + "reason": "Different underlying topics and no shared targets/files; a vague decoding issue is not the same as adding model-version support." } ] }, @@ -20681,8 +20522,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41306-2", "nodes": [ @@ -20692,40 +20533,40 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "f61a0fedafd1e8cec20d956a8e98dbb4702e0dc60f041cdf3b0b2370be143f40", + "prepared_review_unit_hash": "edf802d892c21285ff6bba2fa77dbd6af2179aa4a7b6a8cc2330735555118e28", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are about different features in different model components: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, the other for integrating TiledMLP to reduce memory footprint. They are not duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue here: the requests target different code paths and different functionality.", + "summary": "These are both Tiled-related feature requests, but they describe different changes: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, while the other requests integrating TiledMLP for lower memory use. They are not the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 41306 is the more concrete and narrowly scoped request; 41826 is a separate architecture/integration feature request.", "canonical_pr_reason": null, - "best_issue_reason": "41306 is the more concrete and narrowly scoped request, with a specific API change (`from_pretrained()` flag) and named target component.", + "best_issue_reason": "41306 is the best representative issue because it is specific, actionable, and centered on a single API change.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different underlying feature requests: FLCE/TiledFusedLogitsLoss configuration vs TiledMLP integration for memory reduction." + "reason": "Different requested changes and code paths: one concerns enabling FLCE via `from_pretrained()`, the other concerns adding TiledMLP for memory reduction. Similar theme, but not the same fix or mergeable duplicate." } ] }, @@ -20744,8 +20585,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -20755,7 +20596,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "ac421878a2842b710a6318cd2be8f63a079a48d5608e15e9b6477872c70694d2", + "prepared_review_unit_hash": "88e66d4d4cf5e287f8cfcf9b7bc0fe1bad76daeffd77d040ea8b8ceeb275d5e5", "component_budget": { "node_count": 2, "item_count": 2, @@ -20777,18 +20618,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related thematically around Trainer customization, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. I would not treat them as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 43598 is the cleaner representative because it states a specific Trainer customization bug with a concrete knob (`remove_unused_column`) and a focused expected behavior.", + "summary": "These are related only at the broad Trainer/customization level, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. Not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43598 is the clearer canonical issue because it is more specific and actionable around `remove_unused_column` and Trainer customizability.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43598 is the best representative issue for the cluster since it is more concrete and actionable, while 43600 is a separate FLOPS-accounting concern.", + "best_issue_reason": "Issue 43598 is the better representative of the cluster only because it is more narrowly scoped; however, the two issues do not appear to describe the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They concern different code paths and outcomes: column-pruning customizability vs FLOPS estimation for custom trainers. Shared subject matter is not enough to call them the same underlying bug." + "reason": "Different underlying concerns: one changes how Trainer drops unused columns, the other adjusts FLOPS estimation for custom trainers. Shared Trainer context is too broad to treat as the same issue." } ] }, @@ -20807,8 +20648,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -20818,12 +20659,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "639c400077ad65303e42332ab318898a9879007022440bde6dfc914de471a175", + "prepared_review_unit_hash": "04a866c3963ce37d1bc3dee4f8ae78bac35f2f790dadbff6f7b9b4157694be50", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -20831,7 +20672,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -20840,18 +20681,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a very high level (both concern adding AutoModel support for Qwen variants), but they target different model families and different auto classes, so they are not duplicates.", + "summary": "These are separate feature requests: one for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, the other for Qwen3.5 sequence-classification support. They target different model families and different auto-model entry points, so they should not be deduplicated.", "confidence": 0.95, - "canonical_issue_reason": "Issue #43684 is the broader, more foundational request: registering Qwen3-Omni with AutoModel and AutoModelForConditionalGeneration.", + "canonical_issue_reason": "If one issue must represent the cluster, issue 44405 is the more specific and actionable request (a concrete AutoModelForSequenceClassification gap for Qwen3.5).", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43684 is the best representative for the cluster because it covers the general model-registration gap rather than a narrower task-specific head.", + "best_issue_reason": "Issue 44405 is the clearest standalone request because it names the exact missing task head and config, making it easier to implement and track.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying requests: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs. Qwen3.5 sequence-classification support for Qwen3_5Config. Same ecosystem, but not the same bug/change." + "reason": "Different underlying changes: Qwen3-Omni model registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 AutoModelForSequenceClassification support. Different model variants and different code paths." } ] }, @@ -20870,8 +20711,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -20888,70 +20729,70 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "9d0608a492736c6549cdaf340bcd9ac9afadd50ba6996d5f741da0af4ed22bfb", + "prepared_review_unit_hash": "447a03a4de289d4a1e6e579fe3f36b6d41353a525cf8cb4c9e934e8ad01521da", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster looks like a set of very sparse, low-signal issues: three near-identical \"huggingface\" reports and one unrelated \"Fett\" issue. There isn\u2019t enough concrete bug detail to safely merge any pair.", - "confidence": 0.44, - "canonical_issue_reason": "issue:43845 is the best canonical issue because it is one of the repeated \"huggingface\" reports, is the earliest among that repeated set, and has the most representative title for the cluster.", + "summary": "The cluster looks like one unrelated issue ('Fett') plus three very sparse issues with the same title ('huggingface '). There isn\u2019t enough substantive content to confidently merge any pair; the repeated titles are suggestive but not sufficient on their own.", + "confidence": 0.71, + "canonical_issue_reason": "issue #43845 is the earliest of the repeated 'huggingface ' issues and is a reasonable representative if these turn out to be duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43845 is the most suitable overall issue because it best matches the repeated title pattern and is the earliest of the near-duplicates; however, the cluster content is too thin to be strongly informative.", + "best_issue_reason": "issue #43845 is the best issue representative because it is the earliest matching title in the apparent mini-cluster and has at least as much signal as the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no substantive description or target overlap; soft similarity alone is not enough to treat these as the same issue." + "reason": "Different titles and no concrete body/diff evidence tying them to the same underlying problem." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no concrete evidence of the same underlying bug or request." + "reason": "Different titles and no concrete body/diff evidence tying them to the same underlying problem." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "The only evidence is vague similarity; there is no actionable detail tying this to issue:43835." + "reason": "Different titles and no concrete body/diff evidence tying them to the same underlying problem." }, { "left": "issue:43845", "right": "issue:43846", "accept": false, - "reason": "Both are titled \"huggingface\", but there is no description-level evidence that they report the same specific problem, so this is too weak to merge." + "reason": "Same short title, but there is no substantive description or explicit linkage proving the same bug." }, { "left": "issue:43845", "right": "issue:43859", "accept": false, - "reason": "Same broad title, but no concrete bug/change details, targets, or references to confirm a true duplicate." + "reason": "Same short title, but the issues are too underspecified to confirm they describe the same underlying bug." }, { "left": "issue:43846", "right": "issue:43859", "accept": false, - "reason": "Same as above: matching generic titles are not enough without a shared underlying failure mode or change request." + "reason": "Same short title, but the issues are too underspecified to confirm they describe the same underlying bug." } ] }, @@ -20970,8 +20811,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-6", "nodes": [ @@ -20996,106 +20837,106 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "b82a91cac411854796e8c6d6be4ae72158862a36bc2370506161377ff7d3cb35", + "prepared_review_unit_hash": "16f6e753b07a5b907229b399434874de3dbf830fc85bffd5a0bbff41ae74eb82", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7352, - "estimated_input_tokens": 1838, - "estimated_eval_tokens": 3932 + "serialized_chars": 7346, + "estimated_input_tokens": 1837, + "estimated_eval_tokens": 3930 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7352, - "estimated_input_tokens": 1838, - "estimated_eval_tokens": 3932 + "serialized_chars": 7346, + "estimated_input_tokens": 1837, + "estimated_eval_tokens": 3930 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are low-signal closed issues with generic or spammy titles; there is no evidence they describe the same underlying bug or request, so none of the soft links should be merged.", - "confidence": 0.97, + "summary": "This cluster is dominated by spammy or generic issues with no shared concrete bug/change. The only mildly descriptive items are unrelated to each other, so there is no true duplicate set here.", + "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong canonical representative. If forced to pick a single item as the least-spammy standalone record, issue 44418 is the only one with a somewhat meaningful title, but it still appears unrelated to the others.", + "best_issue_reason": "issue:44418 is the least spam-like and has a real topical title, but it still does not appear related to the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are just '' placeholders; no concrete shared bug or request is visible." + "reason": "Both are just '' placeholders; no concrete underlying bug or change is described." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are spam-placeholder issues with no description to indicate the same underlying problem." + "reason": "Both are spam placeholders with no actionable content to indicate the same issue." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "A spam placeholder and a documentation-suggestion title are not the same issue." + "reason": "A spam placeholder and a generic documentation suggestion are not the same underlying issue." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "A spam placeholder and 'Community benchmark tip' do not appear to describe the same request." + "reason": "A spam placeholder does not match the unrelated 'Community benchmark tip' issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "A spam placeholder and 'Check out \"Google LLC\"' are unrelated on face value." + "reason": "A spam placeholder and 'Check out \"Google LLC\"' are unrelated." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement request vs. spam placeholder; no shared concrete topic." + "reason": "Generic documentation enhancement and spam placeholder do not describe the same problem." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation enhancement request vs. spam placeholder; not the same underlying issue." + "reason": "Generic documentation suggestion vs. spam placeholder: no shared underlying issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but there is no evidence they refer to the same specific bug or change." + "reason": "Both are spam placeholders, but there is no evidence they refer to the same bug/change." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder and benchmark-tip title are unrelated." + "reason": "Spam placeholder and community benchmark tip are unrelated." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and the Google LLC title do not indicate the same issue." + "reason": "Spam placeholder and 'Check out \"Google LLC\"' are unrelated." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder and benchmark-tip title are unrelated." + "reason": "Spam placeholder and community benchmark tip are unrelated." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and the Google LLC title do not describe the same underlying problem." + "reason": "Spam placeholder and 'Check out \"Google LLC\"' are unrelated." } ] }, @@ -21114,8 +20955,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -21125,7 +20966,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "b2c679f1be725fc7d7f9f86445864a482dc392972573339c94fc45f150089d1e", + "prepared_review_unit_hash": "ac8a41dd98c89a155f78991cca4fef97c780cbfdb2a937615cc43f2955a01c6b", "component_budget": { "node_count": 2, "item_count": 2, @@ -21147,27 +20988,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are highly similar closed issues with the same title and close body lengths, so they likely duplicate the same energy-reduction topic. #45145 is the best canonical thread because it was created first and already has an inbound reference.", - "confidence": 0.89, - "canonical_issue_reason": "#45145 is the better canonical issue because it was created earlier and already has an inbound reference, making it the more established duplicate target.", + "summary": "The two issues have identical titles, highly similar bodies, and no distinguishing links/files, so they appear to be duplicates of the same energy-optimization proposal.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #45145 is the better canonical candidate because it was created earlier and already has an inbound reference, while #45151 adds no unique identifying information.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the strongest representative issue for the cluster for the same reasons: earliest creation and more thread signal than #45151.", + "best_issue_reason": "#45145 is the strongest single issue representative since it is the earliest instance of the duplicate pair and has slightly more reference activity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "The issues share an identical title, similar body size, and both are closed, which is enough to treat them as highly similar issues that likely duplicate the same topic." + "reason": "Same title and very similar body content with no conflicting details or unique scope; they look like duplicate reports of the same underlying issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The canonical-choice reasoning is grounded, but the soft-edge summary is a bit too strong for the evidence in the packet. We only have identical titles, similar body lengths, and closed state\u2014not the bodies themselves\u2014so phrases like \"near-identical\" and \"same underlying request/report\" overstate certainty. A more conservative phrasing would be \"highly similar issues that likely duplicate the same topic.\"" + "accept": true, + "feedback": "The conclusion is grounded in the packet: the issues share an identical title, very similar body lengths, no files or explicit links, and a soft-similarity signal supports duplication. The canonical choice is also conservative and well-supported by earlier creation plus inbound reference. The wording is appropriately cautious overall, though the confidence is somewhat high for a soft-only match." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21234,8 +21075,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -21245,30 +21086,30 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "71ed701a24b2bac69d0a77b0551dbda4b6d71ae6feab348a0ddeb16bd3949dfe", + "prepared_review_unit_hash": "10dd56511b12c8c968e005d9da0bb607ea30b817009b376d7d3902c72c6474bb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues with only personal-name titles and no bodies, links, or shared technical context. They do not appear to describe the same bug or feature and should not be clustered as duplicates.", - "confidence": 0.97, + "summary": "The two issues are unrelated closed items with different personal-name/date titles and no shared targets, files, or discussion, so they should not be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -21278,7 +21119,7 @@ "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "The titles are different person/date strings with no evidence of a shared underlying bug, request, or code path; soft text similarity alone is not enough." + "reason": "Only weak title similarity; no shared code, target, or discussion evidence, and they do not appear to describe the same underlying bug or request." } ] }, @@ -21297,8 +21138,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -21308,7 +21149,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "3d17492d02b82588cce7ee6879158c0ec217054e25e67701ba66ee8012b33c8f", + "prepared_review_unit_hash": "6853cc498a77a549f65c2927d2d67cc6c3de0ddd59d1c4f0012ac0c44344a5b3", "component_budget": { "node_count": 2, "item_count": 2, @@ -21330,18 +21171,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are just personal-name/date titles with no body content or shared issue context. They do not appear to describe the same bug, task, or change, so they should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "The two closed issues are just unrelated personal-name/date titles with no body or linking evidence, so they do not look like duplicates of the same underlying bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative for a duplicate cluster; if one must be chosen, issue 45764 is only marginally cleaner because the title is slightly more complete, but there is no substantive triage basis.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "The titles refer to different people and different dates, with no body text or linked context indicating a shared underlying issue." + "reason": "The titles refer to different people and different dates, with no shared bug report, code path, or change description; this is not the same underlying issue." } ] }, @@ -21360,8 +21201,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -21371,12 +21212,12 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "8b7b358d68ce1f9b36b7b165b1021a07d7b62fe49d929a7c3d8e6c5aa142b3fb", + "prepared_review_unit_hash": "d58777eb237bad2a02f476ad037e5901ad7638bf94665ea3b488727fb56addb6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1542, + "serialized_chars": 1541, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -21384,7 +21225,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1542, + "serialized_chars": 1541, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -21393,8 +21234,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one requests a new Qwen3_5 token-classification/value-model class, while the other requests FP8 training support. They concern different features and different code paths.", - "confidence": 0.97, + "summary": "The two issues are unrelated and should not be clustered as duplicates: one asks for a new Qwen token-classification class, the other requests FP8 training support.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -21404,7 +21245,7 @@ "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different requests with no shared concrete bug or change target: model-class support for token classification vs FP8 training support." + "reason": "Different problem domains and code paths: model-head support for a specific architecture vs. training/runtime support for FP8. They do not describe the same underlying bug or change." } ] }, @@ -21423,8 +21264,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -21444,12 +21285,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "52ceabfe956e7b03b1d8275b0af81c307030b158ef749ef20c8785221d7200a6", + "prepared_review_unit_hash": "1fc5304a5052cf625466dce86ac61aef138ccb296d0846c170870543889c01cf", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5724, + "serialized_chars": 5722, "estimated_input_tokens": 1431, "estimated_eval_tokens": 3118 }, @@ -21457,7 +21298,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5724, + "serialized_chars": 5722, "estimated_input_tokens": 1431, "estimated_eval_tokens": 3118 }, @@ -21466,69 +21307,69 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster splits into two exact duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is a separate, similar-looking dataset-promotion issue, but the packet does not show enough to treat it as a duplicate of the DataForge example requests.", - "confidence": 0.92, - "canonical_issue_reason": "issue:45870 is a clear representative of the exact duplicate pair with issue:45871.", + "summary": "There are two exact duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a separate dataset/sample post, and the two financial example topics differ enough to keep separate.", + "confidence": 0.94, + "canonical_issue_reason": "45870 is the cleanest representative of the exact duplicate 'Example: Financial time series prediction with DataForge' pair and is a better canonical label than the longer variants.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45870 is a good representative for the 'Example: Financial time series prediction with DataForge' duplicate pair, but it should not be treated as the canonical representative of the entire cluster because 45872/45873 form a separate exact duplicate pair.", + "best_issue_reason": "45870 is the strongest single issue to anchor the cluster because it is an exact duplicate target with a concise, neutral title; the others are either redundant copies or a different topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Only moderate textual similarity and no shared targets/files; this looks like a different request, not the same underlying issue." + "reason": "Financial dataset bundle promotion and a time-series example request are related to the same domain but not the same underlying issue/change." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Only moderate textual similarity and no shared targets/files; this looks like a different request, not the same underlying issue." + "reason": "The dataset listing and the example request are distinct; no evidence they describe one identical task or bug." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact same title and matching body length; these are the same issue." + "reason": "Exact same title and apparent same example request; these are duplicates." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention DataForge, but the requests differ: a plain example request versus an example plus scraping service." + "reason": "Both mention financial DataForge examples, but one is a basic prediction example and the other adds a scraping service, so they are not clearly the same underlying request." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Both mention DataForge, but the requests differ: a plain example request versus an example plus scraping service." + "reason": "Same as the 45870/45872 pair: related theme, but different concrete scope and not safe to merge as duplicates." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "The titles indicate different requests, so they are not the same underlying issue." + "reason": "The titles overlap in broad subject matter, but the requested example scopes differ enough to treat them as separate issues." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "The titles indicate different requests, so they are not the same underlying issue." + "reason": "Not the same concrete issue; the scraping-service variant is broader and distinct from the plain prediction example." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact same title and matching body length; these are the same issue." + "reason": "Exact same title and scope; these are duplicates." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate-pair summary is mostly grounded, but the canonical_issue_reason overstates what the packet supports: from titles/body lengths alone, 45870 and 45871 look like exact duplicates, but there is no evidence that 45870 is the \"cleaner, broader version\". I\u2019d also soften any claims of full unrelatedness for 45869; the packet only shows it is a different title with moderate similarity, not definitively unrelated." + "accept": true, + "feedback": "The conclusions are conservative and grounded in the packet. The duplicate calls for 45870/45871 and 45872/45873 are supported by identical titles and matching body lengths, and the rejections for the other pairs avoid overclaiming beyond the available evidence. The summary is appropriately cautious about 45869 and about the different scope of the remaining financial example issue." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21541,8 +21382,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46439-2", "nodes": [ @@ -21552,7 +21393,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "8d9640e74a1f73ebff9121180323ca2a4b7053840baa762c267229793e68a27d", + "prepared_review_unit_hash": "8f3c9a6e3f283ee7d9175bd36bc49762daf8903f8255b55a3bf77e12a6e8fdaa", "component_budget": { "node_count": 2, "item_count": 2, @@ -21574,27 +21415,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are related static-cache/linear-attention crashes, but the packet does not prove they are the same underlying bug. Issue 46439 is the broader report; 46441 is a more specific Qwen3.5 symptom. The evidence is enough for clustering, not for a duplicate merge.", - "confidence": 0.68, - "canonical_issue_reason": "46439 is the better canonical issue because its title describes the broader static-cache/linear-attention failure mode, while 46441 is a narrower model-specific crash report.", + "summary": "Both issues concern static cache behavior with linear-attention/Qwen3.5, but they describe different failure modes: one is a shape corruption RuntimeError during early initialization, the other is a KeyError for `linear_attention`. They look related in subsystem, not clearly the same underlying bug.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the more general bug in `static` cache `early_initialization` affecting linear-attention layers, with a concrete mechanism and symptom.", "canonical_pr_reason": null, - "best_issue_reason": "46439 is the best representative for the cluster because it is more general and likely to subsume related reports about static-cache and linear-attention breakage.", + "best_issue_reason": "Issue 46439 is the best representative of the cluster since it captures the broader root-cause description rather than a model-specific crash symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Related, but the packet only confirms overlap on `cache_implementation=\"static\"` and `linear_attention`. There is not enough evidence here to conclude both reports describe the same root cause." + "reason": "Related subsystem and likely overlapping fix area, but the reported failures are not the same concrete bug: one is wrong-shape corruption in `early_initialization`, the other is a `KeyError: 'linear_attention'`. Too little evidence they would be merged into one fix." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The pairing is plausible, but the analyst overstates the evidence. From the packet we only know both issues involve `cache_implementation=\"static\"` and `linear_attention`; we do not have body text, shared files, or explicit cross-links proving the same root cause. The summary and canonical reasons go beyond the packet by asserting a specific mechanism (`early_initialization` corrupting state / `KeyError` as a manifestation of the same bug). A more conservative read is that these are related static-cache/linear-attention crashes, but not yet confirmed to be the same underlying issue." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -21607,8 +21445,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46551-2", "nodes": [ @@ -21618,12 +21456,12 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "25d55738087b1a5a8a313dfe9a1dedaa4e3be03a9318401517cfb47be18927d5", + "prepared_review_unit_hash": "e8c558a40f5a28fe12fd2fdf7a8ad3df38642a8efe19c7aff943ec525089307a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, + "serialized_chars": 1706, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -21631,7 +21469,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, + "serialized_chars": 1706, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -21640,24 +21478,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are near-perfect duplicates: identical title/body about Wav2Vec2CTCTokenizer v5 incorrectly treating the word delimiter as a special token. The open issue is the better canonical record.", + "summary": "The two issues are effectively duplicates: same title, same described tokenizer bug, and one is just a closed twin of the other. Keep the open issue as the canonical tracker.", "confidence": 0.99, - "canonical_issue_reason": "Issue #46552 is open and has inbound references, so it is the better living tracker for the same bug reported in #46551.", + "canonical_issue_reason": "Issue 46552 is the open instance and already has inbound references, so it is the better long-lived tracker; 46551 is closed and redundant.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46552 is the best issue candidate because it is active/open and already linked from other discussions, making it the more useful canonical duplicate target.", + "best_issue_reason": "46552 is the best issue to surface because it remains open and appears to be the active discussion thread for the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title and same described bug; this is a clear duplicate pair." + "reason": "Same title and same underlying Wav2Vec2CTCTokenizer v5 bug; the issues are duplicates rather than merely related." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusion is well grounded: both issues have the same title and matching body length, and the packet shows a perfect soft-similarity signal (jaccard 1.0). Choosing the open issue with inbound references as the canonical tracker is conservative and supported by the evidence." + "feedback": "The decision is well grounded in the packet: the issues have identical titles, identical body length, and the open issue 46552 has inbound references while 46551 is closed. Treating 46551 as a duplicate and 46552 as the canonical tracker is conservative and supported." }, "evaluator_used": true, "retried": false, @@ -21673,8 +21511,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46657-2", "nodes": [ @@ -21684,7 +21522,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "2bed8ad3d8ab0024142723701f69b934fbde84e5cbbf1adf635966984d9845d1", + "prepared_review_unit_hash": "3b7774f6885f3f25976bdcebaccdfd7ae0d4d456b96e01ce17af6159656a1962", "component_budget": { "node_count": 2, "item_count": 2, @@ -21706,18 +21544,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues describe different training failures: one is a tensor-size mismatch during object detection training, the other is an out-of-memory condition that appears after several epochs in RT-DETR v2. They do not look like the same underlying bug, so the soft link should be rejected.", + "summary": "The two issues both involve training-time problems in object detection, but they describe different failure modes: one is a tensor shape mismatch, the other is an out-of-memory condition after several epochs. They do not look like duplicates.", "confidence": 0.94, - "canonical_issue_reason": "No clear canonical issue for a duplicate cluster here; the reports point to different failure modes and should remain separate.", + "canonical_issue_reason": "Neither issue is a clear duplicate of the other; if one had to be picked as the more general training bug report, #46657 is the cleaner canonical candidate because it describes a concrete error rather than a later-training resource failure.", "canonical_pr_reason": null, - "best_issue_reason": "If one had to be kept as the more concrete issue, #46657 is more specific and actionable, but it still should not be treated as a duplicate of #46692.", + "best_issue_reason": "#46657 is the better standalone issue because it names a specific reproducible failure mode (tensor size mismatch) and is more likely to be actionable for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different symptom and likely different root cause: tensor shape mismatch versus progressive memory exhaustion/OOM. No evidence they are the same bug or a single fixable code-path issue." + "reason": "Different underlying problems: a tensor dimension mismatch versus GPU memory exhaustion after epochs. They share a broad training context only, not the same bug." } ] }, @@ -21736,8 +21574,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46822-2", "nodes": [ @@ -21747,12 +21585,12 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "fd8a7c6da3d2e622f81fddf017b1f4c7e6cd08b2c73bc23142b92ca47d03084d", + "prepared_review_unit_hash": "f4a733d3e07670a4731d47df737745ec45428646f5ad34b5e78651858cf6eee0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1671, + "serialized_chars": 1672, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -21760,7 +21598,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1671, + "serialized_chars": 1672, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -21769,18 +21607,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different bug reports: one about ZeRO-3 zero.Init failing to partition a composite model submodule and causing OOM, the other about 4-bit loading with device_map='auto' and max_memory incorrectly offloading to CPU and erroring. They do not look like the same underlying defect.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 46822 is the more concrete representative bug report, with a specific ZeRO-3 zero.Init partitioning failure and a clear OOM symptom during multi-GPU load.", + "summary": "These two issues describe different bugs in different subsystems: ZeRO-3 model partitioning during load vs. 4-bit quantized loading with device_map/max_memory dispatch. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 46822 is the stronger standalone issue to keep as the representative item because it names the exact code path and failure mode more precisely than the 4-bit dispatch report.", + "best_issue_reason": "No single canonical issue fits because the reports are unrelated; if one must be picked for prominence, issue 46823 has more inbound references and a clearer reproduction path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different loading paths and failure modes: ZeRO-3 zero.Init partitioning/OOM versus 4-bit device_map/max_memory CPU dispatch ValueError. They share only a broad theme of model loading bugs, not the same underlying issue." + "reason": "Reject: the titles and described failure modes point to different code paths and different root causes, so they are not the same underlying bug." } ] }, @@ -21799,8 +21637,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46906-12", "nodes": [ @@ -21853,17 +21691,17 @@ "issue:46985|issue:47102", "issue:47049|issue:47102", "issue:47102|issue:47120", - "issue:47091|issue:47120", - "issue:47037|issue:47120", "issue:47053|issue:47120", - "issue:46998|issue:47120" + "issue:47049|issue:47120", + "issue:46998|issue:47120", + "issue:47091|issue:47120" ], - "prepared_review_unit_hash": "7f0332ccdde14bd65c9b8189d011407407a0a4e2df8678654c024f6de38d8979", + "prepared_review_unit_hash": "c9414c5ca6b278c708d5b48523a4c367af8ecde7870b4cd0f407b8536186b112", "component_budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 39, - "serialized_chars": 20777, + "serialized_chars": 20780, "estimated_input_tokens": 5195, "estimated_eval_tokens": 10646 }, @@ -21871,7 +21709,7 @@ "node_count": 12, "item_count": 12, "soft_pair_count": 39, - "serialized_chars": 20777, + "serialized_chars": 20780, "estimated_input_tokens": 5195, "estimated_eval_tokens": 10646 }, @@ -21880,246 +21718,246 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a run of date-stamped daily integration-triage issues, not a single duplicate bug report. The latest open issue is the best representative for the current thread.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 47120 is the latest open triage thread and likely the current active entry; the earlier issues are closed, date-stamped daily reports.", + "summary": "These look like a dated series of repetitive integration-failure triage issues for the same project, but each item is a separate daily report rather than a duplicate bug report. The open 2026-07-07 issue is the best current representative.", + "confidence": 0.97, + "canonical_issue_reason": "issue:47120 is the latest open triage report and already has inbound references, so it is the most useful cluster representative.", "canonical_pr_reason": null, - "best_issue_reason": "47120 is the only open item and has the most recent inbound references, making it the best cluster representative.", + "best_issue_reason": "Same reason: it is the current open daily triage issue and best matches the active tracking role for this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same triage-series title, but different days; these are separate daily reports rather than one underlying bug." + "reason": "Same triage template and project, but different dates indicate separate daily reports, not the same issue." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Different daily triage entries with no concrete shared defect evidence." + "reason": "Highly similar wording, but these are distinct day-stamped triage issues." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "Date-stamped triage reports for different days; not the same issue instance." + "reason": "Different report dates; similarity comes from the recurring triage format, not a shared underlying bug." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "They look like successive daily triage threads, not duplicates of one bug." + "reason": "Separate daily integration triage entries, not one duplicate issue." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "Separate day-specific triage issues; same template/title only." + "reason": "Same series of daily triage reports, but each date corresponds to a different issue." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Both are daily triage logs, but on different dates and likely different failure snapshots." + "reason": "Consecutive daily reports with templated content; not the same underlying report." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "No evidence they report the same underlying failure; only the same triage series." + "reason": "Different dates and likely different run data; do not collapse these into one issue." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "Distinct date-stamped triage issues, not one bug report duplicated." + "reason": "These are recurring triage tickets, not duplicates of one bug report." }, { "left": "issue:46940", "right": "issue:47049", "accept": false, - "reason": "Different daily integration triage entries; insufficient evidence of a shared concrete defect." + "reason": "Same subsystem and template, but distinct daily triage issues." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Same broad topic, but these are separate daily triage issues from different days." + "reason": "Similar triage text is expected here; the day-specific titles show separate reports." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "No sign of a single underlying bug; these are day-specific triage threads." + "reason": "Recurring daily triage items, not a single issue repeated verbatim." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "Different date markers indicate separate reports, not duplicates." + "reason": "Different dates mean different triage reports, despite strong textual overlap." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Sequential triage issues, but each appears to be a distinct daily instance." + "reason": "Adjacent daily triage issues, but not the same underlying problem statement." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "Same series title only; different dates and likely different failing jobs." + "reason": "The similarity is from the shared template; the report date makes them distinct." }, { "left": "issue:46969", "right": "issue:47091", "accept": false, - "reason": "No concrete same-bug evidence beyond the shared triage label." + "reason": "These are separate daily integration-failure triage reports." }, { "left": "issue:46985", "right": "issue:46998", "accept": false, - "reason": "Separate daily triage reports with no explicit common failure target." + "reason": "Templated daily triage entries with different dates; not duplicates." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "Different day reports; too little evidence they describe the exact same defect." + "reason": "Same recurring triage series, but a different day/run." }, { "left": "issue:46985", "right": "issue:47049", "accept": false, - "reason": "Same triage series, but not the same underlying bug/change." + "reason": "Different daily report, not the same issue instance." }, { "left": "issue:46985", "right": "issue:47091", "accept": false, - "reason": "Daily triage entries should not be merged absent a shared concrete failure." + "reason": "These appear to be day-by-day tracking issues rather than duplicate bug reports." }, { "left": "issue:46985", "right": "issue:47102", "accept": false, - "reason": "Distinct date-stamped integration triage issues, not duplicates." + "reason": "The date-stamped titles indicate separate daily triage tickets." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "These appear to be different daily snapshots of integration triage." + "reason": "High textual overlap is due to the triage template, not a shared unique bug." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "No evidence of the same code-path problem; only similar titles." + "reason": "Distinct day-stamped integration triage issue." }, { "left": "issue:46998", "right": "issue:47053", "accept": false, - "reason": "Separate daily triage issues; not enough to call them duplicates." + "reason": "Different daily report; should not be merged as duplicates." }, { "left": "issue:46998", "right": "issue:47091", "accept": false, - "reason": "Same triage series, but different day and likely different failures." + "reason": "Separate issue in the same recurring series." }, { "left": "issue:46998", "right": "issue:47120", "accept": false, - "reason": "Current open triage thread vs prior dated report; different issue instances." + "reason": "Same recurring triage pattern, but each dated issue stands alone." }, { "left": "issue:47037", "right": "issue:47049", "accept": false, - "reason": "Different date-stamped integration triage issues, not one bug report." + "reason": "Consecutive daily triage reports, not one underlying issue." }, { "left": "issue:47037", "right": "issue:47053", "accept": false, - "reason": "Same subsystem/series, but no concrete evidence of the same underlying failure." + "reason": "Different date and likely different integration run; not a duplicate." }, { "left": "issue:47037", "right": "issue:47091", "accept": false, - "reason": "These look like successive daily triage logs rather than duplicates." + "reason": "Same template, different daily report." }, { "left": "issue:47037", "right": "issue:47102", "accept": false, - "reason": "Different dates and likely different integration failure snapshots." - }, - { - "left": "issue:47037", - "right": "issue:47120", - "accept": false, - "reason": "Open current triage thread versus prior dated report; not the same artifact." + "reason": "These are separate day-specific triage issues." }, { "left": "issue:47049", "right": "issue:47053", "accept": false, - "reason": "Adjacent daily triage issues, but still separate reports." + "reason": "Different daily integration failure triage tickets." }, { "left": "issue:47049", "right": "issue:47091", "accept": false, - "reason": "No shared concrete bug/change evidence; only the same triage label." + "reason": "The overlap is from the recurring report format, not the same bug." }, { "left": "issue:47049", "right": "issue:47102", "accept": false, - "reason": "Different daily integration failure reports; should remain separate." + "reason": "Separate day-stamped triage issue." }, { - "left": "issue:47053", + "left": "issue:47049", + "right": "issue:47120", + "accept": false, + "reason": "Different dates mean different reports, even if the content is similar." + }, + { + "left": "issue:47053", "right": "issue:47091", "accept": false, - "reason": "Date-stamped triage entries for different days, not duplicates." + "reason": "Recurring triage template; not a duplicate issue." }, { "left": "issue:47053", "right": "issue:47102", "accept": false, - "reason": "Same broad theme, but no indication they describe the same failure." + "reason": "Separate daily report, not the same underlying report." }, { "left": "issue:47053", "right": "issue:47120", "accept": false, - "reason": "Current day triage thread should not be merged with prior day reports." + "reason": "Different day and separate integration triage entry." }, { "left": "issue:47091", "right": "issue:47102", "accept": false, - "reason": "Different daily triage issues; no concrete same-bug evidence." + "reason": "Distinct daily integration-failure triage issues." }, { "left": "issue:47091", "right": "issue:47120", "accept": false, - "reason": "Separate date-specific triage reports, not one underlying bug." + "reason": "Same family of reports, but not the same issue." }, { "left": "issue:47102", "right": "issue:47120", "accept": false, - "reason": "Prior-day triage report vs current open thread; distinct issue instances." + "reason": "Different dates and separate triage instances; keep both." } ] }, @@ -22138,8 +21976,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46983-2", "nodes": [ @@ -22149,7 +21987,7 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "3d68debd24140fd073e4f1666033ae42e79d46137045e8cd9a6bb0808361d886", + "prepared_review_unit_hash": "e928b9596ab5739ef97ef3f231fc3c6ca7e36f8ef7160f8df5923e5a98c5066b", "component_budget": { "node_count": 2, "item_count": 2, @@ -22171,24 +22009,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are highly similar and likely track the same RWKV7 model support request, but the evidence is limited to identical titles and strong textual overlap. I would treat #46984 as the probable canonical issue because it is open and likely the current active discussion, while #46983 is a probable duplicate rather than a proven one.", - "confidence": 0.87, - "canonical_issue_reason": "Issue #46984 is the probable canonical issue: it is open, has the same title as #46983, and appears to be the currently active report for this request. The evidence supports treating #46983 as likely redundant, though not conclusively duplicate.", + "summary": "The two issues are highly similar RWKV7 support requests with identical titles, close creation times, and strong textual overlap, but there is no explicit linking evidence, so they should be treated as likely related/duplicate rather than confirmed identical. The open issue is the better live tracker.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 46984 is open and is the better live tracker for this likely duplicate RWKV7 support request.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46984 is the best issue to keep as the primary tracker because it is open and likely represents the latest active discussion for the same RWKV7 support request.", + "best_issue_reason": "Issue 46984 is the best representative because it is open and appears to cover the same RWKV7 model support request as 46983.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Likely the same underlying request: identical titles and very high textual similarity strongly suggest duplication, though the evidence is not definitive beyond text overlap." + "reason": "Identical title, near-identical timing, and very high textual similarity make these likely the same feature request, though the packet does not explicitly confirm it." } ] }, "evaluator_result": { "accept": false, - "feedback": "The conclusion is plausible, but a bit too definitive for the evidence provided. The packet only shows identical titles plus a high soft-similarity score; it does not prove the two issues are duplicates or the same underlying request. Please hedge the duplicate/canonical language (e.g., \"likely duplicate\" / \"probable canonical issue\") and avoid stating that redundancy is established as fact." + "feedback": "The packet supports treating these as highly similar reports with the same title and close creation times, and choosing the open issue as the better live tracker is reasonable. However, the analyst overstates the evidence by asserting they are definitively the same issue report and that the closed one is likely a duplicate/superseded report. There is no explicit link or stronger evidence in the packet, so the conclusion should stay conservative: likely related/duplicate, not confirmed identical." }, "evaluator_used": true, "retried": true, @@ -22204,8 +22042,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-47007-2", "nodes": [ @@ -22215,7 +22053,7 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "c47e6b966b001d9bc6ef256be84565e43f43bf60be8af5a6b2dfdfd89c3fa046", + "prepared_review_unit_hash": "b972d39eab70cc3213ffe9eba75b260d565c3c231d44e6c900bc57064f14c450", "component_budget": { "node_count": 2, "item_count": 2, @@ -22237,18 +22075,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are thematically similar AI/cybersecurity writeups, but there\u2019s no evidence they describe the same concrete bug, feature request, or fixable change. They read more like separate article-style submissions than duplicates of one underlying issue.", - "confidence": 0.63, - "canonical_issue_reason": "Issue #47015 is the better representative because its title is broader and more succinct, making it the cleaner cluster anchor if these are grouped as related content.", + "summary": "The two issues are topically related but do not look like the same underlying bug/change; they read more like separate article/proposal-style submissions about AI-driven vulnerability discovery.", + "confidence": 0.92, + "canonical_issue_reason": "No canonical duplicate: the titles and descriptions suggest two different writeups/proposals rather than the same underlying issue.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #47015 is slightly more suitable as the cluster\u2019s best issue because it is the most general and least tied to a specific framing, but the evidence is weak for treating either item as a true duplicate.", + "best_issue_reason": "Issue 47007 is the more specific and polished of the two, but only as a representative item; it is not a true duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "The overlap is only topical: both mention AI-assisted vulnerability discovery and cybersecurity, but the titles suggest different writeups and there is no concrete shared bug, target, or fix path." + "reason": "They are only loosely similar at a thematic level. No shared code path, filenames, explicit targets, or concrete bug/change indicate the same underlying issue." } ] }, @@ -22267,8 +22105,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-47138-2", "nodes": [ @@ -22278,7 +22116,7 @@ "soft_pairs": [ "issue:47138|issue:47139" ], - "prepared_review_unit_hash": "ac613b5fe6be9567e99d03792efcedee6a5af0d4f70ec05120efb06e6f5ac2f1", + "prepared_review_unit_hash": "01aaf023f332a5f24a6696a0c1b9aae4fe34dc99f9b9c24cf18e2a9d04c6b5bb", "component_budget": { "node_count": 2, "item_count": 2, @@ -22300,24 +22138,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues appear to be duplicates: they have identical titles and matching body lengths, and issue 47139 has inbound references, making it the better canonical thread.", - "confidence": 0.96, - "canonical_issue_reason": "issue:47139 is the better canonical issue because it has inbound references, which suggests it is the more established thread for this same report.", + "summary": "These two issues are highly likely duplicates: they have the same title, identical body length, and were opened minutes apart, with issue 47139 already attracting inbound references. The packet does not prove the bodies are identical, so a cautious duplicate judgment is more appropriate than calling them exact duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "issue:47139 is the better canonical candidate because it already has inbound references, suggesting others are pointing to it as the main report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:47139 is the best representative issue since it matches issue 47138 exactly in title and has the stronger thread metadata.", + "best_issue_reason": "issue:47139 is the best representative issue since it appears slightly more established and likely serves as the duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47138", "right": "issue:47139", "accept": true, - "reason": "Identical titles and matching report shape strongly indicate the same issue; the inbound references on 47139 make it the more canonical thread." + "reason": "Strong duplicate signal: identical title, matching body length, and near-simultaneous creation indicate the same underlying bug report, though the bodies are not explicitly confirmed identical." } ] }, "evaluator_result": { "accept": false, - "feedback": "The match is strongly supported by the identical titles and the inbound-reference difference, but some wording goes beyond the packet. In particular, \"more conversation around it\" is not evidenced here, and \"same underlying bug with no distinguishing details\" is stronger than what we can verify from titles/body lengths alone. A more conservative explanation would note that the issues appear duplicate based on identical titles and similar metadata, with 47139 having inbound references that make it the better canonical thread." + "feedback": "The duplicate judgment is plausible, but the summary overstates the evidence by calling them \"exact duplicates.\" The packet only shows identical titles, identical body lengths, close timestamps, and one issue with inbound references; it does not confirm the bodies are the same. A more conservative phrasing like \"highly likely duplicates\" would be better." }, "evaluator_used": true, "retried": true, @@ -22328,7 +22166,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -22336,7 +22174,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-44", + "cluster_id": "cluster-40546-46", "nodes": [ "pull_request:43451", "pull_request:44517", @@ -22377,15 +22215,19 @@ "pull_request:47142", "pull_request:47143", "pull_request:47148", - "pull_request:47149" + "pull_request:47149", + "pull_request:47156", + "pull_request:47157" ], "soft_pairs": [ "pull_request:46696|pull_request:47134", "pull_request:46903|pull_request:47090", "pull_request:46903|pull_request:46958", + "pull_request:47156|pull_request:47157", "pull_request:46954|pull_request:46958", "pull_request:46958|pull_request:46974", "pull_request:47072|pull_request:47089", + "pull_request:47077|pull_request:47157", "pull_request:47077|pull_request:47078", "pull_request:47072|pull_request:47148", "pull_request:46266|pull_request:46957", @@ -22408,18 +22250,20 @@ "pull_request:47082|pull_request:47108", "pull_request:47114|pull_request:47149", "pull_request:47108|pull_request:47114", + "pull_request:47078|pull_request:47156", "pull_request:47077|pull_request:47114", "pull_request:46912|pull_request:47025", "pull_request:47093|pull_request:47143", "pull_request:47134|pull_request:47135", "pull_request:46658|pull_request:47114", - "pull_request:46196|pull_request:47148", + "pull_request:47108|pull_request:47148", "pull_request:46707|pull_request:47082", "pull_request:46266|pull_request:47114", "pull_request:47069|pull_request:47136", + "pull_request:47114|pull_request:47156", + "pull_request:46912|pull_request:47078", "pull_request:46912|pull_request:47082", "pull_request:47082|pull_request:47148", - "pull_request:46912|pull_request:47078", "pull_request:47114|pull_request:47136", "pull_request:47035|pull_request:47089", "pull_request:46895|pull_request:47134", @@ -22430,369 +22274,323 @@ "pull_request:46895|pull_request:47137", "pull_request:46836|pull_request:46995", "pull_request:46707|pull_request:47025", - "pull_request:47108|pull_request:47148", "pull_request:46266|pull_request:47034", - "pull_request:47034|pull_request:47108", + "pull_request:47100|pull_request:47113", + "pull_request:47035|pull_request:47113", "pull_request:47035|pull_request:47069", + "pull_request:47034|pull_request:47108", "pull_request:46836|pull_request:47135", - "pull_request:47035|pull_request:47113", - "pull_request:47100|pull_request:47113", "pull_request:46995|pull_request:47096", "pull_request:47142|pull_request:47149", - "pull_request:47069|pull_request:47113", "pull_request:47025|pull_request:47114", + "pull_request:47069|pull_request:47113", "pull_request:46912|pull_request:47136", - "pull_request:46912|pull_request:47077", "pull_request:47069|pull_request:47082", + "pull_request:46196|pull_request:47148", "pull_request:47089|pull_request:47134", - "pull_request:47135|pull_request:47137", - "pull_request:43451|pull_request:47078", - "pull_request:47078|pull_request:47096", - "pull_request:43451|pull_request:47136", - "pull_request:47096|pull_request:47136", "pull_request:46707|pull_request:46957", - "pull_request:47100|pull_request:47149" + "pull_request:47100|pull_request:47149", + "pull_request:43451|pull_request:47078", + "pull_request:47078|pull_request:47096" ], - "prepared_review_unit_hash": "447aa0f8b1af9136370bf1c82818957af07c341e6fae39b81e53a9ac9d616cc4", + "prepared_review_unit_hash": "5bbed105a4360f045f1ffa0d024b4299ae695c8096e7e141810ec02f0c7bd84a", "component_budget": { - "node_count": 44, - "item_count": 44, - "soft_pair_count": 130, - "serialized_chars": 154587, - "estimated_input_tokens": 38647, - "estimated_eval_tokens": 77550 + "node_count": 46, + "item_count": 46, + "soft_pair_count": 133, + "serialized_chars": 159768, + "estimated_input_tokens": 39942, + "estimated_eval_tokens": 80140 }, "budget": { - "node_count": 40, - "item_count": 40, + "node_count": 42, + "item_count": 42, "soft_pair_count": 72, - "serialized_chars": 114038, - "estimated_input_tokens": 28510, - "estimated_eval_tokens": 57276 + "serialized_chars": 118056, + "estimated_input_tokens": 29514, + "estimated_eval_tokens": 59284 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: model additions, documentation-only updates, and a variety of unrelated bugfixes. None of the soft edges look like true duplicates or mergeable into one PR.", - "confidence": 0.96, + "summary": "This cluster is mostly a grab-bag of unrelated PRs. The closest-looking pairs are still different bug fixes or different docs/localization updates, so there is no safe duplicate canonical here.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: the cluster spans unrelated model additions, documentation edits, and distinct bug fixes; the nearest pairs are not the same concrete change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No global best PR stands out as a duplicate representative; the items do not share one underlying bug/change.", "soft_edge_verdicts": [ { "left": "pull_request:46696", "right": "pull_request:47134", "accept": false, - "reason": "Same file, but different bugs: 46696 fixes tracing/eager int handling for FA2 decode, while 47134 fixes a separate max_seqlen .item() performance regression." + "reason": "Same FlashAttention file and issue target, but one fixes tracing behavior and the other fixes unpadding performance; different bugs." }, { "left": "pull_request:46903", "right": "pull_request:47090", "accept": false, - "reason": "Both touch CohereASR, but 46903 is a broader multi-model loss-shift change that also affects PPFormulaNet; 47090 is a CohereASR-only fix with different implementation details." + "reason": "Both touch CohereASR loss, but 46903 also spans PPFormulaNet and the fixes are not the same concrete change." }, { "left": "pull_request:46903", "right": "pull_request:46958", "accept": false, - "reason": "Same subsystem, but not the same standalone change: 46903 bundles CohereASR with PPFormulaNet, while 46958 is a separate CohereASR loss fix with a different implementation." + "reason": "Related loss-shift symptom, but 46903 is a broader multi-model PR and 46958 is a separate CohereASR-only implementation." + }, + { + "left": "pull_request:47156", + "right": "pull_request:47157", + "accept": false, + "reason": "Different Japanese doc pages and different translation changes; not the same underlying change." }, { "left": "pull_request:46954", "right": "pull_request:46958", "accept": false, - "reason": "Unrelated fixes: Pytest-v9 strict FP32-module handling in GlmASR vs CohereASR training-loss double shift." + "reason": "Unrelated GLM ASR Pytest fix vs CohereASR training-loss fix." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "Different models and code paths: CohereASR loss computation vs MusicGen generate cache-length typo." + "reason": "Different models and bugs: CohereASR loss shift vs MusicGen generation typo." }, { "left": "pull_request:47072", "right": "pull_request:47089", "accept": false, - "reason": "Different issues in different utilities: chat-schema enum parsing vs AqlmConfig type-error messages." + "reason": "Chat-template schema parsing vs AqlmConfig validation messages are unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47157", + "accept": false, + "reason": "Different Japanese documentation updates; only superficial localization similarity." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Both are Japanese docs edits, but they cover different documentation topics and wording changes, not the same change." + "reason": "Both are Japanese doc edits, but they translate different pages and are not one change." }, { "left": "pull_request:47072", "right": "pull_request:47148", "accept": false, - "reason": "Different areas: schema enum extraction vs auto-mapping registration for string keys." + "reason": "Different subsystems: chat template schema parsing vs auto-mapping registration typing." }, { "left": "pull_request:46266", "right": "pull_request:46957", "accept": false, - "reason": "Different modernizations in unrelated code paths: DINOv2 conversion mapping vs generation decode switching for finegrained FP8." + "reason": "Different model families and fixes; only broad infra similarity." }, { "left": "pull_request:47114", "right": "pull_request:47148", "accept": false, - "reason": "Both relate to conversion/auto-mapping docs or mechanics, but one is documentation and the other is an auto-factory API fix; not the same bug/change." - }, - { - "left": "pull_request:47072", - "right": "pull_request:47134", - "accept": false, - "reason": "Unrelated: JSON schema enum parsing vs flash-attention performance fix." - }, - { - "left": "pull_request:47114", - "right": "pull_request:47135", - "accept": false, - "reason": "Different docs/utilities: custom-code conversion mapping docs vs quote rendering in the attention interface docs." - }, - { - "left": "pull_request:44517", - "right": "pull_request:47082", - "accept": false, - "reason": "Different model additions in different domains: Qwen3 TTS vs RoMa keypoint matcher." - }, - { - "left": "pull_request:47034", - "right": "pull_request:47035", - "accept": false, - "reason": "Related platform, but not the same change: a Neuron finetuning experiment vs torch.compile backend default selection." - }, - { - "left": "pull_request:47069", - "right": "pull_request:47089", - "accept": false, - "reason": "Completely different fixes: num_labels returning None vs AqlmConfig error-message text." + "reason": "Docs about conversion mapping vs auto-factory typing; related area, but not the same fix." }, { "left": "pull_request:46196", "right": "pull_request:46995", "accept": false, - "reason": "Different attention-related capabilities: wav2vec2 SDPA dispatch vs MLU support for flash-linear-attention availability." + "reason": "Different attention backend changes on different code paths and hardware support." }, { "left": "pull_request:46266", "right": "pull_request:47148", "accept": false, - "reason": "Different scope: DINO modernization/conversion work vs a LazyAutoMapping string-key registration fix." + "reason": "DINO conversion mapping work vs lazy auto-mapping registration typing; not mergeable as one PR." }, { "left": "pull_request:47093", "right": "pull_request:47114", "accept": false, - "reason": "Unrelated: OpenPangu-V2 model addition vs docs about custom-code conversion mapping." + "reason": "OpenPangu model addition vs conversion-mapping docs; different scope and code path." }, { "left": "pull_request:46707", "right": "pull_request:47108", "accept": false, - "reason": "Different classes of change: native FSDP2 support vs a documentation comment tweak in doc-builder workflow pins." + "reason": "Native FSDP2 migration vs doc-builder pin comment cleanup; unrelated." }, { - "left": "pull_request:46707", - "right": "pull_request:47114", + "left": "pull_request:47114", + "right": "pull_request:47149", "accept": false, - "reason": "Unrelated: FSDP2 runtime migration vs conversion-mapping documentation." + "reason": "Conversion-mapping docs vs MoE decode switching docs; same broad docs area only." }, { "left": "pull_request:46707", "right": "pull_request:47148", "accept": false, - "reason": "Unrelated: native FSDP2 migration vs auto-factory string-key handling." + "reason": "FSDP2 migration and auto-factory typing are unrelated changes." }, { "left": "pull_request:47089", "right": "pull_request:47113", "accept": false, - "reason": "Different issues: AqlmConfig validation messages vs audio feature/processor backend requirements." + "reason": "Quantization config error-message cleanup vs audio feature/processor requirements; unrelated." }, { - "left": "pull_request:46707", - "right": "pull_request:46957", + "left": "pull_request:47035", + "right": "pull_request:47089", "accept": false, - "reason": "Different subsystems: distributed FSDP2 migration vs MoE decode-switching/FP8 generation changes." + "reason": "Torch compile backend default vs AqlmConfig validation messages; different bug classes." }, { - "left": "pull_request:47096", - "right": "pull_request:47136", + "left": "pull_request:47034", + "right": "pull_request:47108", "accept": false, - "reason": "Different changes: export support for Kimi vs a Quicktour inference wording clarification." + "reason": "Neuron training experiment vs doc-builder pin comment; unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47025", + "left": "pull_request:46895", + "right": "pull_request:47134", "accept": false, - "reason": "Different goals: broader RoPE testing vs Diffusion Gemma test adjustments." + "reason": "CohereASR loss fix vs flash-attention performance fix; different code paths." }, { - "left": "pull_request:47093", - "right": "pull_request:47143", + "left": "pull_request:47100", + "right": "pull_request:47134", "accept": false, - "reason": "OpenPangu-V2 model support vs NeuCodec model support; distinct model additions." + "reason": "Kernel repo error handling vs flash-attention performance regression; unrelated." }, { - "left": "pull_request:47134", - "right": "pull_request:47135", + "left": "pull_request:46196", + "right": "pull_request:47148", "accept": false, - "reason": "Different fixes in different docs/utilities: flash-attention performance regression vs quote rendering in docs." + "reason": "SDPA dispatch support vs auto-factory str-key support; different functionality." }, { "left": "pull_request:43451", "right": "pull_request:47078", "accept": false, - "reason": "Molmo2 model addition vs Japanese documentation wording cleanup; unrelated." + "reason": "Molmo2 model addition vs Japanese DistilBERT docs; unrelated." }, { "left": "pull_request:47078", "right": "pull_request:47096", "accept": false, - "reason": "Different content: Japanese docs wording vs exportability changes for Kimi." + "reason": "Japanese doc translation vs exportable Kimi code export changes; unrelated." }, { - "left": "pull_request:46707", - "right": "pull_request:47136", + "left": "pull_request:47077", + "right": "pull_request:47114", "accept": false, - "reason": "Distributed/FSDP2 migration vs Quicktour docs wording; unrelated." + "reason": "Japanese DistilBERT docs vs conversion-mapping docs; not the same change." }, { - "left": "pull_request:47069", - "right": "pull_request:47113", + "left": "pull_request:46658", + "right": "pull_request:47114", "accept": false, - "reason": "Num_labels API tweak vs audio backend requirements; unrelated." + "reason": "Step 3.7 Flash model work vs conversion-mapping docs; unrelated." }, { - "left": "pull_request:47025", - "right": "pull_request:47114", + "left": "pull_request:47069", + "right": "pull_request:47136", "accept": false, - "reason": "Diffusion Gemma test cleanup vs conversion-mapping docs; unrelated." + "reason": "Config property typing change vs quicktour wording cleanup; unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47136", + "left": "pull_request:46707", + "right": "pull_request:47082", "accept": false, - "reason": "RoPE testing changes vs Quicktour documentation wording; unrelated." + "reason": "FSDP2 migration vs RoMa model addition; unrelated." }, { "left": "pull_request:46912", - "right": "pull_request:47077", + "right": "pull_request:47078", "accept": false, - "reason": "RoPE test coverage vs Japanese DistilBERT docs translation; unrelated." + "reason": "RoPE test/model changes vs Japanese docs; unrelated." }, { - "left": "pull_request:47069", + "left": "pull_request:46912", "right": "pull_request:47082", "accept": false, - "reason": "Num_labels property fix vs RoMa model addition; unrelated." + "reason": "RoPE test/model changes vs RoMa model addition; unrelated." }, { - "left": "pull_request:47089", - "right": "pull_request:47134", + "left": "pull_request:47082", + "right": "pull_request:47148", "accept": false, - "reason": "AqlmConfig error-text cleanup vs flash-attention performance fix; unrelated." + "reason": "RoMa model addition vs auto-factory string-key typing; unrelated." }, { - "left": "pull_request:47135", - "right": "pull_request:47137", + "left": "pull_request:47069", + "right": "pull_request:47113", "accept": false, - "reason": "Different fixes: documentation quote rendering vs tokenizer legacy special-token handling." + "reason": "Configuration typing vs audio requirement decorators; unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47078", + "left": "pull_request:46912", + "right": "pull_request:47136", "accept": false, - "reason": "Molmo2 model addition vs Japanese documentation wording cleanup; unrelated." + "reason": "RoPE changes vs quicktour wording cleanup; unrelated." }, { - "left": "pull_request:47078", - "right": "pull_request:47096", + "left": "pull_request:47069", + "right": "pull_request:47082", "accept": false, - "reason": "Different content: Japanese docs wording vs exportability changes for Kimi." + "reason": "Configuration property typing vs model addition; unrelated." }, { - "left": "pull_request:46707", - "right": "pull_request:46957", + "left": "pull_request:46196", + "right": "pull_request:47108", "accept": false, - "reason": "Distributed/FSDP2 migration vs generation expert-kernel switching; unrelated." + "reason": "SDPA dispatch support vs doc-builder pin comment cleanup; unrelated." }, { - "left": "pull_request:47142", - "right": "pull_request:47149", + "left": "pull_request:47089", + "right": "pull_request:47134", "accept": false, - "reason": "Pipelines generator handling cleanup vs MoE decode switching docs; unrelated." + "reason": "AqlmConfig message wording vs flash-attention regression fix; unrelated." }, { - "left": "pull_request:47069", - "right": "pull_request:47113", + "left": "pull_request:46707", + "right": "pull_request:46957", "accept": false, - "reason": "Num_labels API tweak vs audio backend requirements; unrelated." + "reason": "FSDP2 migration vs finegrained FP8 decode optimization; unrelated." }, { "left": "pull_request:47025", - "right": "pull_request:47114", + "right": "pull_request:47149", "accept": false, - "reason": "Diffusion Gemma test cleanup vs conversion-mapping docs; unrelated." + "reason": "Diffusion Gemma test cleanup vs MoE decode-switch docs; unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47136", + "left": "pull_request:47142", + "right": "pull_request:47149", "accept": false, - "reason": "RoPE testing changes vs Quicktour documentation wording; unrelated." + "reason": "Pipeline generator cleanup vs MoE decode-switch docs; unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47077", + "left": "pull_request:47025", + "right": "pull_request:47114", "accept": false, - "reason": "RoPE test coverage vs Japanese DistilBERT docs translation; unrelated." + "reason": "Diffusion Gemma tests vs conversion-mapping docs; unrelated." }, { "left": "pull_request:47069", "right": "pull_request:47082", "accept": false, - "reason": "Num_labels property fix vs RoMa model addition; unrelated." - }, - { - "left": "pull_request:47089", - "right": "pull_request:47134", - "accept": false, - "reason": "AqlmConfig error-text cleanup vs flash-attention performance fix; unrelated." - }, - { - "left": "pull_request:47135", - "right": "pull_request:47137", - "accept": false, - "reason": "Different fixes: documentation quote rendering vs tokenizer legacy special-token handling." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47078", - "accept": false, - "reason": "Molmo2 model addition vs Japanese documentation wording cleanup; unrelated." + "reason": "Config typing fix vs RoMa model addition; unrelated." }, { - "left": "pull_request:47078", - "right": "pull_request:47096", - "accept": false, - "reason": "Different content: Japanese docs wording vs exportability changes for Kimi." - }, - { - "left": "pull_request:46707", - "right": "pull_request:46957", + "left": "pull_request:44517", + "right": "pull_request:47082", "accept": false, - "reason": "Distributed/FSDP2 migration vs generation expert-kernel switching; unrelated." + "reason": "Qwen3-TTS model addition vs RoMa keypoint matcher; unrelated model additions." }, { - "left": "pull_request:47142", - "right": "pull_request:47149", + "left": "pull_request:47034", + "right": "pull_request:47035", "accept": false, - "reason": "Pipelines generator handling cleanup vs MoE decode switching docs; unrelated." + "reason": "Neuron finetuning experiment vs torch-compile backend default; related platform, but different changes." } ] }, @@ -22806,7 +22604,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 34, + "component_count": 33, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -22814,7 +22612,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-44", + "cluster_id": "cluster-40546-46", "nodes": [ "pull_request:40546", "pull_request:43451", @@ -22833,7 +22631,6 @@ "pull_request:47034", "pull_request:47035", "pull_request:47077", - "pull_request:47078", "pull_request:47090", "pull_request:47092", "pull_request:47096", @@ -22841,28 +22638,33 @@ "pull_request:47113", "pull_request:47134", "pull_request:47135", + "pull_request:47136", "pull_request:47137", "pull_request:47142", "pull_request:47143", "pull_request:47148", - "pull_request:47149" + "pull_request:47149", + "pull_request:47156" ], "soft_pairs": [ - "pull_request:47003|pull_request:47078", - "pull_request:43451|pull_request:47135", - "pull_request:43451|pull_request:44517", + "pull_request:43451|pull_request:47136", + "pull_request:47096|pull_request:47136", + "pull_request:47135|pull_request:47137", "pull_request:47100|pull_request:47143", "pull_request:46912|pull_request:47113", + "pull_request:43451|pull_request:44517", + "pull_request:43451|pull_request:47135", "pull_request:46912|pull_request:47142", "pull_request:44517|pull_request:47143", - "pull_request:47113|pull_request:47137", "pull_request:44517|pull_request:46836", "pull_request:44517|pull_request:47096", + "pull_request:47137|pull_request:47156", "pull_request:43451|pull_request:46957", "pull_request:46957|pull_request:47096", - "pull_request:46957|pull_request:47003", - "pull_request:47134|pull_request:47137", "pull_request:47148|pull_request:47149", + "pull_request:46912|pull_request:47077", + "pull_request:47134|pull_request:47137", + "pull_request:46957|pull_request:47003", "pull_request:46658|pull_request:46895", "pull_request:43451|pull_request:47142", "pull_request:47096|pull_request:47142", @@ -22870,6 +22672,7 @@ "pull_request:46895|pull_request:47090", "pull_request:46958|pull_request:47090", "pull_request:46895|pull_request:46958", + "pull_request:47077|pull_request:47156", "pull_request:47025|pull_request:47092", "pull_request:46707|pull_request:47034", "pull_request:46658|pull_request:46836", @@ -22878,7 +22681,6 @@ "pull_request:46836|pull_request:47143", "pull_request:46196|pull_request:47143", "pull_request:46836|pull_request:47092", - "pull_request:43451|pull_request:47077", "pull_request:46836|pull_request:47096", "pull_request:43451|pull_request:46196", "pull_request:46196|pull_request:47096", @@ -22907,370 +22709,382 @@ "pull_request:46836|pull_request:47003", "pull_request:46836|pull_request:47137" ], - "prepared_review_unit_hash": "cdc3b4ba341ef626a5fa4f4dfcca6bbf516c8660900b12bc9605af44b385fa74", + "prepared_review_unit_hash": "d222be9d90fc16dc68cfd9a1e74f314fdc34016aaf27af0560b09f1e25860dc4", "component_budget": { - "node_count": 44, - "item_count": 44, - "soft_pair_count": 130, - "serialized_chars": 154587, - "estimated_input_tokens": 38647, - "estimated_eval_tokens": 77550 + "node_count": 46, + "item_count": 46, + "soft_pair_count": 133, + "serialized_chars": 159768, + "estimated_input_tokens": 39942, + "estimated_eval_tokens": 80140 }, "budget": { - "node_count": 30, - "item_count": 30, - "soft_pair_count": 58, - "serialized_chars": 93214, - "estimated_input_tokens": 23304, - "estimated_eval_tokens": 46864 + "node_count": 31, + "item_count": 31, + "soft_pair_count": 61, + "serialized_chars": 94054, + "estimated_input_tokens": 23514, + "estimated_eval_tokens": 47284 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a mix of unrelated model additions, docs changes, backend plumbing, and test tweaks. The only clear duplicate cluster is the CohereASR training-loss double-shift fixes (46895, 46958, 47090), all targeting the same issue and code path.", - "confidence": 0.96, + "summary": "This cluster is mostly unrelated PRs spanning new model adds, docs, exporter tweaks, and test-only fixes. The only true duplicate set is the CohereASR training-loss double-shift fix, where three PRs target the same bug and code path.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47090 is the clearest and most complete fix for the CohereASR double-shift bug, with an explicit explanation and correct loss-call wiring; 46895 and 46958 are earlier variants of the same change.", + "canonical_pr_reason": "PR 47090 is the clearest representative of the real duplicate cluster: it directly targets the CohereASR double-shift loss bug, has the most explicit explanation, and links the shared issue.", "best_issue_reason": null, - "best_pr_reason": "PR 47090 is the best representative because it directly fixes the underlying CohereASR training-loss bug without the earlier ambiguity, and it cleanly subsumes the previous variants.", + "best_pr_reason": "PR 47090 is the best global representative because it is the most complete and clearly scoped fix among the only true duplicate group in this set.", "soft_edge_verdicts": [ { - "left": "pull_request:47003", - "right": "pull_request:47078", + "left": "pull_request:43451", + "right": "pull_request:47136", "accept": false, - "reason": "OpenVINO exporter work and Japanese DistilBERT docs are unrelated changes." + "reason": "Different scopes: new model docs/registration vs quicktour wording." }, { - "left": "pull_request:43451", - "right": "pull_request:47135", + "left": "pull_request:47096", + "right": "pull_request:47136", "accept": false, - "reason": "Different domains: Molmo2 model support vs a docs quote-rendering fix." + "reason": "Exportability changes vs inference docs clarification; unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:44517", + "left": "pull_request:47135", + "right": "pull_request:47137", "accept": false, - "reason": "Separate model additions for different architectures; only broad auto-mapping/docs overlap." + "reason": "Different fixes: attention docs vs tokenizer type annotation/test." }, { "left": "pull_request:47100", "right": "pull_request:47143", "accept": false, - "reason": "Kernel API cleanup is unrelated to NeuCodec model support." + "reason": "Kernel API fix vs adding a new model; unrelated code paths." }, { "left": "pull_request:46912", "right": "pull_request:47113", "accept": false, - "reason": "RoPE testing updates and audio requirements fixes are unrelated." + "reason": "RoPE behavior/tests vs audio feature/processor requirements; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:44517", + "accept": false, + "reason": "Different model additions (VibeVoice vs Qwen3-TTS)." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47135", + "accept": false, + "reason": "New model docs vs attention docs formatting; unrelated." }, { "left": "pull_request:46912", "right": "pull_request:47142", "accept": false, - "reason": "RoPE test coverage and pipeline generator cleanup are different code paths." + "reason": "RoPE tests vs pipeline generator handling; unrelated." }, { "left": "pull_request:44517", "right": "pull_request:47143", "accept": false, - "reason": "Qwen3-TTS and NeuCodec are distinct model integrations." - }, - { - "left": "pull_request:47113", - "right": "pull_request:47137", - "accept": false, - "reason": "Audio requirements changes and tokenizer special-token fix are unrelated." + "reason": "Different model additions; not the same change." }, { "left": "pull_request:44517", "right": "pull_request:46836", "accept": false, - "reason": "Different model additions with no same bug/change." + "reason": "New model additions, but different models and code paths." }, { "left": "pull_request:44517", "right": "pull_request:47096", "accept": false, - "reason": "Qwen3-TTS model support and Kimi exportability are unrelated." + "reason": "Qwen3-TTS addition vs Kimi exportability work; unrelated." + }, + { + "left": "pull_request:47137", + "right": "pull_request:47156", + "accept": false, + "reason": "Type annotation/tokenizer test vs translation/docs typo fix; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46957", "accept": false, - "reason": "Molmo2 support and FP8 decode optimization are unrelated." + "reason": "VibeVoice model add vs MoE decode-switching optimization; unrelated." }, { "left": "pull_request:46957", "right": "pull_request:47096", "accept": false, - "reason": "Different subsystems: FP8/MoE generation vs exportable Kimi." + "reason": "Different subsystems: generation optimization vs model exportability." }, { - "left": "pull_request:46957", - "right": "pull_request:47003", + "left": "pull_request:47148", + "right": "pull_request:47149", "accept": false, - "reason": "FP8/MoE decode optimization is unrelated to OpenVINO exporter work." + "reason": "Auto factory key typing vs MoE docs; unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47077", + "accept": false, + "reason": "Model performance/test changes vs translation docs; unrelated." }, { "left": "pull_request:47134", "right": "pull_request:47137", "accept": false, - "reason": "Flash-attention performance fix and tokenizer method regression are unrelated." + "reason": "Flash-attention performance fix vs tokenizer method typing/test; unrelated." }, { - "left": "pull_request:47148", - "right": "pull_request:47149", + "left": "pull_request:46957", + "right": "pull_request:47003", "accept": false, - "reason": "Auto-mapping registration typing fix is unrelated to MoE decode switching docs." + "reason": "Different feature areas: decode switching vs OpenVINO exporter." }, { "left": "pull_request:46658", "right": "pull_request:46895", "accept": false, - "reason": "Step-3.7-Flash model integration and CohereASR loss fix are unrelated." + "reason": "Step-3.7 Flash model bring-up vs CohereASR training-loss bug; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47142", "accept": false, - "reason": "Model addition work and pipeline generator cleanup are unrelated." + "reason": "New model docs vs pipeline generator cleanup; unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47142", "accept": false, - "reason": "Exportability changes for Kimi and pipeline generator cleanup are unrelated." + "reason": "Kimi export support vs pipeline generator cleanup; unrelated." }, { "left": "pull_request:46880", "right": "pull_request:47092", "accept": false, - "reason": "Both add XPU expectations, but for different models and test cases." + "reason": "Different test-only XPU expectations for different models." }, { "left": "pull_request:46895", "right": "pull_request:47090", "accept": true, - "reason": "Both address the same CohereASR training-loss double-shift bug in the same files and target the same issue." + "reason": "Same CohereASR double-shift loss bug, same files, same issue target." }, { "left": "pull_request:46958", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR double-shift fix, just a later refinement of the same code path." + "reason": "Same CohereASR training-loss bug and same code path; one is a variant of the same fix." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Both are variants of the same CohereASR loss-shift correction." + "reason": "Both fix the same CohereASR double-shift loss problem in the same files." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47156", + "accept": false, + "reason": "Japanese docs translation vs Optimum typo/i18n update; unrelated." }, { "left": "pull_request:47025", "right": "pull_request:47092", "accept": false, - "reason": "Diffusion Gemma test cleanup and MiniCPM3 XPU expectations are unrelated." + "reason": "Different test fixes for different models." }, { "left": "pull_request:46707", "right": "pull_request:47034", "accept": false, - "reason": "Native FSDP2 migration and Neuron SFT experiment are different backend initiatives." + "reason": "Native FSDP2 integration vs Neuron training experiment; unrelated." }, { "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "Step-3.7-Flash and Unlimited OCR are different model additions." + "reason": "Different new model/code additions; not the same change." }, { "left": "pull_request:43451", "right": "pull_request:46836", "accept": false, - "reason": "Molmo2 and Unlimited OCR are separate model integrations." + "reason": "Different model additions and registrations; unrelated." }, { "left": "pull_request:46658", "right": "pull_request:47143", "accept": false, - "reason": "Step-3.7-Flash and NeuCodec are unrelated model support PRs." - }, - { - "left": "pull_request:46836", - "right": "pull_request:47092", - "accept": false, - "reason": "Unlimited OCR model support is unrelated to MiniCPM3 test expectations." + "reason": "Step-3.7 Flash model work vs NeuCodec support; unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47077", + "left": "pull_request:46196", + "right": "pull_request:47143", "accept": false, - "reason": "Molmo2 model support is unrelated to Japanese DistilBERT docs." + "reason": "SDPA dispatch support vs new NeuCodec model addition; unrelated." }, { - "left": "pull_request:46836", - "right": "pull_request:47096", + "left": "pull_request:40546", + "right": "pull_request:43451", "accept": false, - "reason": "Unlimited OCR support and Kimi exportability are unrelated." + "reason": "VibeVoice and Molmo2 are different model additions." }, { "left": "pull_request:43451", - "right": "pull_request:46196", + "right": "pull_request:46658", "accept": false, - "reason": "Molmo2 support and wav2vec2 SDPA dispatch are unrelated." + "reason": "Different model additions; no shared bug/change." }, { - "left": "pull_request:46196", + "left": "pull_request:46658", "right": "pull_request:47096", "accept": false, - "reason": "Attention SDPA dispatch and exportable Kimi are different code paths." + "reason": "Step-3.7 Flash model bring-up vs Kimi exportability; unrelated." }, { - "left": "pull_request:40546", - "right": "pull_request:43451", + "left": "pull_request:46196", + "right": "pull_request:47143", "accept": false, - "reason": "VibeVoice and Molmo2 are separate model support additions." + "reason": "Attention SDPA support vs NeuCodec model support; unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:46658", + "left": "pull_request:46836", + "right": "pull_request:47092", "accept": false, - "reason": "Different new-model integration work, not the same change." + "reason": "Unlimited OCR model add vs XPU test expectations for another model." }, { - "left": "pull_request:46658", + "left": "pull_request:46836", "right": "pull_request:47096", "accept": false, - "reason": "Step-3.7-Flash and Kimi exportability are unrelated." + "reason": "Unlimited OCR model add vs exportability work for Kimi; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47143", "accept": false, - "reason": "Molmo2 and NeuCodec are different model additions." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47092", - "accept": false, - "reason": "Molmo2 model support and MiniCPM3 XPU expectations are unrelated." + "reason": "Different model additions (Molmo2 vs NeuCodec)." }, { "left": "pull_request:47092", "right": "pull_request:47143", "accept": false, - "reason": "MiniCPM3 test expectations and NeuCodec model support are unrelated." + "reason": "Different test/model additions; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47096", "accept": false, - "reason": "Molmo2 support and Kimi exportability are unrelated." + "reason": "Molmo2 model add vs Kimi exportability; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47003", "accept": false, - "reason": "Molmo2 model support and OpenVINO exporter are unrelated." + "reason": "New model addition vs OpenVINO exporter; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47137", "accept": false, - "reason": "Model addition work and tokenizer property/test fix are unrelated." + "reason": "New model docs vs tokenizer method typing/test; unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47096", "accept": false, - "reason": "OpenVINO exporter and Kimi exportability touch different export stacks." + "reason": "OpenVINO exporter addition vs Kimi exportability; different changes." }, { "left": "pull_request:47096", "right": "pull_request:47137", "accept": false, - "reason": "Kimi exportability and tokenizer special-token fix are unrelated." + "reason": "Exporter support vs tokenizer typing/test; unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47143", "accept": false, - "reason": "Kimi exportability and NeuCodec support are unrelated." + "reason": "Kimi exportability vs NeuCodec model support; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47034", "accept": false, - "reason": "Molmo2 support and Neuron SFT experiment are unrelated." + "reason": "New model docs vs Neuron training experiment; unrelated." }, { "left": "pull_request:47034", "right": "pull_request:47096", "accept": false, - "reason": "Neuron training experiment and Kimi exportability are unrelated." + "reason": "Neuron training script vs exportability work; unrelated." }, { "left": "pull_request:47092", "right": "pull_request:47096", "accept": false, - "reason": "Different models and test/export concerns; not the same underlying change." + "reason": "Different model-specific test expectations; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47035", "accept": false, - "reason": "Molmo2 support and Neuron torch-compile default are unrelated." + "reason": "New model add vs torch-compile backend default change; unrelated." }, { "left": "pull_request:47035", "right": "pull_request:47096", "accept": false, - "reason": "Neuron compile default and Kimi exportability are unrelated." + "reason": "Neuron compile-default tweak vs exportability work; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46912", "accept": false, - "reason": "Molmo2 model support and RoPE test work are unrelated." + "reason": "New model add vs RoPE testing changes; unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47137", "accept": false, - "reason": "OpenVINO exporter and tokenizer property fix are unrelated." + "reason": "OpenVINO exporter vs tokenizer typing/test; unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47034", "accept": false, - "reason": "OpenVINO exporter and Neuron SFT experiment are unrelated." + "reason": "OpenVINO exporter vs Neuron training experiment; unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47143", "accept": false, - "reason": "OpenVINO exporter and NeuCodec model support are unrelated." + "reason": "Exporter work vs new NeuCodec model support; unrelated." }, { "left": "pull_request:47137", "right": "pull_request:47143", "accept": false, - "reason": "Tokenizer special-token fix and NeuCodec support are unrelated." + "reason": "Tokenizer utility/test fix vs NeuCodec model addition; unrelated." }, { "left": "pull_request:46836", "right": "pull_request:47003", "accept": false, - "reason": "Unlimited OCR model support and OpenVINO exporter are unrelated." + "reason": "Unlimited OCR model support vs OpenVINO exporter; unrelated." }, { "left": "pull_request:46836", "right": "pull_request:47137", "accept": false, - "reason": "Unlimited OCR support and tokenizer special-token fix are unrelated." + "reason": "Unlimited OCR model support vs tokenizer utility/test fix; unrelated." } ] }, @@ -23284,7 +23098,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23300,12 +23114,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "dcdf09dbc2c1b83666e5cfd824d732813dd0fa1245667936e4b27caa76c90040", + "prepared_review_unit_hash": "b0f80f7168841ba89148fff1c21898b4caa4b5754389217c62f6ab4f97a26e9b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -23313,7 +23127,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -23322,18 +23136,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are not duplicates: one adds TimesFM covariate forecasting support, while the other adds DINOv3 image classification support. They touch different models, code paths, and use cases.", + "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting support, the other adds DINOv3ViT image classification support. They do not target the same code path or underlying change, so this is not a duplicate cluster.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 41224 is the cleaner representative of this cluster if one must be chosen: it is a self-contained feature addition for DINOv3 image classification with matching code, docs, and tests.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 41224 is the stronger standalone PR to surface because its change is narrowly scoped and clearly validated by the affected model and tests, whereas 40755 is a separate TimesFM feature request.", + "best_pr_reason": "Neither PR is a duplicate of the other; each addresses a different model and feature area, so there is no meaningful canonical PR in this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different subsystems and different concrete changes: TimesFM covariate forecasting vs DINOv3 image classification. They do not fix the same bug or implement the same feature." + "reason": "Different models, different tasks, and different files changed; no shared bug or mergeable single fix." } ] }, @@ -23347,7 +23161,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23410,7 +23224,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23452,142 +23266,148 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "a08b617106a1567988a5969491313c2b251a6cb3143fc75210273334fe3e1681", + "prepared_review_unit_hash": "64ed6e5c009319219a18822e19bd69d9dddde510a8394720db20c201d0515093", "component_budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 17, - "serialized_chars": 31596, - "estimated_input_tokens": 7899, - "estimated_eval_tokens": 16054 + "serialized_chars": 31599, + "estimated_input_tokens": 7900, + "estimated_eval_tokens": 16056 }, "budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 17, - "serialized_chars": 31596, - "estimated_input_tokens": 7899, - "estimated_eval_tokens": 16054 + "serialized_chars": 31599, + "estimated_input_tokens": 7900, + "estimated_eval_tokens": 16056 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly heterogeneous PRs with superficial similarity; the only clear duplicate pair is the two `fixed_cross_entropy` changes for issue 43240.", - "confidence": 0.89, + "summary": "The cluster is mostly unrelated PRs; the only true duplicate/same-change pair is the two `fixed_cross_entropy` patches. Everything else targets different models, utilities, or test/doc work and should stay separate.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the clearest canonical representative of the only true duplicate pair: it targets the same issue (43240) and updates the same loss helper with the broader kwargs forwarding change.", + "canonical_pr_reason": "PR 43251 is the best canonical representative of the only real duplicate pair: it directly targets issue 43240 and makes the `cross_entropy` passthrough fix explicitly, while 43254 is just a narrower rewording of the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best overall PR candidate because it is the most explicit, issue-linked version of the one genuine duplicate change in this set; the rest are unrelated feature/fix PRs.", + "best_pr_reason": "PR 43251 is the best global representative because it is the only clearly duplicate-worthy code change in the set and has the cleanest issue linkage to the underlying bug in `fixed_cross_entropy`.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Different features: Mistral tokenizer methods vs executorch dynamic-shape export tests." + "reason": "Tokenizer method additions for Mistral are unrelated to an Executorch dynamic-shape export test." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Unrelated models and code paths; tokenizer utilities vs adding MobileLLM." + "reason": "Different model families and different changes; no shared bug or code path." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Both are processor/model-loading related only at a very broad level, but they fix different model families and issues." + "reason": "Processor auto-loading robustness is unrelated to adding MobileLLM support." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss helper kwargs forwarding is unrelated to adding MobileLLM." + "reason": "Cross-entropy kwargs plumbing is unrelated to a new model addition." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Different code paths: cross-entropy helper vs Mistral4 test/model fixes." + "reason": "Different loss helper fix versus Mistral4 test/model changes." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export tests and Mistral4 fixes are not the same underlying change." + "reason": "Executorch export tests and Mistral4 test fixes are different problems." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Exportability tests vs new model implementation are unrelated." + "reason": "Dynamic export testing is unrelated to MobileLLM model scaffolding." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "MobileLLM addition and config-resolution fix solve different problems." + "reason": "New model support is unrelated to config-resolution ordering in the base modeling utils." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Different subsystems and different concrete changes; not the same bug." }, { "left": "pull_request:43823", - "right": "pull_request:43995", + "right": "pull_request:45213", "accept": false, - "reason": "Different models and objectives; MobileLLM creation vs Falcon output-collection refactor." + "reason": "A new model PR is unrelated to a meta skill/doc scaffold PR." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model-creation skill are unrelated." + "reason": "Falcon output-collection refactor is unrelated to model-creation skill files." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output interface refactor is not the same as Mistral4 test fixes." + "reason": "Falcon refactor and Mistral4 test fixes are distinct model-specific changes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and `layrnorm` renaming are different bug fixes." + "reason": "Mistral4 test stabilization is unrelated to the `layrnorm`/`layernorm` rename fix." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes and TDT loss kernel addition are unrelated." + "reason": "Mistral4 test fixes and TDT loss kernel integration are unrelated changes." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes and config-resolution order fix address different code paths." + "reason": "Mistral4 test/model work is unrelated to class config resolution ordering." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "A model test/fix PR is not the same as a model-creation skill PR." + "reason": "A model-specific test fix is unrelated to the model-creation skill PR." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Adding MobileLLM is unrelated to the model-creation skill draft." + "reason": "New model code and an AI skill scaffold do not fix the same code-path problem." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same helper function, same issue target 43240, and both add support for passing cross-entropy kwargs; they are competing implementations of the same fix." + "reason": "Both PRs fix the same `fixed_cross_entropy` pass-through bug for issue 43240 and could plausibly be merged into one patch." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, 43251/43254, is clearly mergeable as the same `fixed_cross_entropy` issue on the same file and issue target 43240. The rest of the false verdicts are appropriately cautious and do not overclaim duplicate status." + "feedback": "The summary is grounded in the packet: the only clearly same-bug/same-file pair is PR 43251 and PR 43254, both targeting `fixed_cross_entropy` and issue 43240. The other pairwise rejections stay conservative and are supported by the previews/filenames, so the cluster-level conclusion is reasonable." }, "evaluator_used": true, "retried": false, @@ -23598,7 +23418,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23614,7 +23434,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "76c059122abc6cf823918f4037d7b61addcb7135a01d8fb7455f24526fb2ce65", + "prepared_review_unit_hash": "76d05dbcbed5cb5214b1458bccec93dddd1162eef07ccf484ee4c0e1f13b3430", "component_budget": { "node_count": 2, "item_count": 2, @@ -23636,18 +23456,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both upgrade GitHub Actions in workflow files, but they target different action families and different concrete maintenance goals: Node 24 compatibility versus docker/build-push-action bumps. They overlap at a high level, not as the same underlying change.", - "confidence": 0.93, + "summary": "These are two different GitHub Actions maintenance PRs: one is a broad Node 24 compatibility sweep, the other is a narrower docker/build-push-action version bump. They overlap in workflow files but do not appear to fix the same concrete problem.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better representative PR: it has the broader, more explicit goal (Node 24 compatibility) and updates several core workflow actions across many files.", + "canonical_pr_reason": "PR 42975 is the better representative because it is the broader, more explicit maintenance change set, spanning many workflows and clearly targeting Node 24 compatibility; 42976 is a narrower action-version bump for docker workflows.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best single PR for the cluster because it spans more of the workflow-action upgrade work and most clearly captures the main maintenance theme.", + "best_pr_reason": "PR 42975 is the strongest cluster representative: it has the wider scope and clearer purpose, while 42976 is more narrowly focused on docker build action upgrades.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are GitHub Actions upgrade PRs, but they fix different concrete changes: 42975 updates actions/checkout, actions/cache, actions/upload-artifact for Node 24 compatibility, while 42976 bumps docker/build-push-action to v6 in docker build workflows. They are related maintenance, not the same underlying change." + "reason": "Shared workflow maintenance and some overlapping filenames are not enough: 42975 is about general GitHub Actions Node 24 compatibility, while 42976 upgrades docker/build-push-action in a different subset of workflows. They do not look like the same underlying change and would not plausibly be merged as one PR." } ] }, @@ -23661,7 +23481,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23682,7 +23502,7 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "a230a01ccf2e14f3a5d23cdad9c42f9238c4cb04e32d4f02656bbc597714ce3d", + "prepared_review_unit_hash": "b6246feef273d30409dd815d37ff631ba60000abb5b7b6fde2fe179e7b9e4aa6", "component_budget": { "node_count": 4, "item_count": 4, @@ -23704,36 +23524,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four PRs are separate model-addition changes, not duplicates. They share the usual Hugging Face model-registration/docs/test pattern, but each targets a different architecture and code path.", - "confidence": 0.99, + "summary": "These are four unrelated model-addition PRs (ViT NEPA, Molmo, CTSM, Step3p7). They share only generic Transformers scaffolding like docs, auto mappings, and tests, but they implement different models and code paths, so none are duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical duplicate exists here: ViT NEPA, Molmo, CTSM, and Step3p7 are distinct model integrations rather than the same fix/change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "45490 is the strongest standalone representative because it has the highest review activity and broad model-registration changes, but it is still not a duplicate of the others.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model integrations (ViT NEPA vs Molmo); shared docs/auto-mapping edits are generic add-model boilerplate, not the same bug or change." + "reason": "Different models and implementations (ViT NEPA vs Molmo); overlap is only generic model-registration/docs scaffolding." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated architectures with different model code and conversion paths; overlap is only in registration/docs infrastructure." + "reason": "ViT NEPA and CTSM are distinct model families with different code paths; shared auto/docs files are superficial." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are distinct model additions touching different implementations; same subsystem is not enough to merge as duplicates." + "reason": "Molmo and CTSM add different architectures and files; similarity is limited to common Transformers integration boilerplate." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM vs Step3p7 are different time-series/vision-model additions with separate concrete code paths, so they are not the same PR." + "reason": "CTSM and Step3p7 are unrelated model additions; shared auto-mapping/docs updates do not indicate the same change." } ] }, @@ -23747,7 +23567,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23782,130 +23602,130 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "b6f88835bf3bac2cd8990f7fa8c687125067563baffaa6ff4098db3559087e09", + "prepared_review_unit_hash": "2e8ef4acd4422dbfcc3306da6c120c10fae8be0a91f5916b694b31fb35a0f2db", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19599, - "estimated_input_tokens": 4900, - "estimated_eval_tokens": 10056 + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19599, - "estimated_input_tokens": 4900, - "estimated_eval_tokens": 10056 + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: several PRs are unrelated test, CI, generation, FP8, or model-specific changes. The only likely duplicate pair is the YOLOS device-mismatch fixes (46886 and 46922), which target the same issue and file; 46922 is the more complete version.", - "confidence": 0.94, + "summary": "This cluster is mostly unrelated PRs spanning test cleanups, fp8 dequant, generation config, CI infrastructure, and one YOLOS device-mismatch fix. The only clear duplicate pair is the two YOLOS PRs, which target the same issue and code path.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "46922 is the best canonical PR: it targets the concrete YOLOS device-mismatch bug, shares the explicit issue target 46869, and contains the fix plus the supporting split-module change.", + "canonical_pr_reason": "pull_request:46922 is the best canonical PR: it directly fixes the YOLOS device-mismatch path, matches the shared issue target, and is the more complete of the two overlapping YOLOS fixes.", "best_issue_reason": null, - "best_pr_reason": "46922 is the strongest standalone PR because it directly addresses the same YOLOS runtime bug and is more complete than 46886.", + "best_pr_reason": "pull_request:46922 is the strongest representative overall because it addresses a concrete bug with an explicit code-path fix and clear issue linkage; the other PRs are either unrelated or mainly test/infra changes.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different models and different bugs; both are vague/test-focused PRs, but they do not fix the same code-path problem." + "reason": "Both are test-only PRs, but they touch different models and failure surfaces; no shared concrete bug path." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenization/tests versus FP8 dequant/loading logic are unrelated changes." + "reason": "Whisper test adjustments and fp8 dequant changes are unrelated subsystems and fixes." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper decode/test changes are unrelated to generation-config watermark validation." + "reason": "Whisper test fixes do not match the generation/watermarking config change." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper tokenization/test work and YOLOS device-mismatch work are different bugs in different subsystems." + "reason": "Whisper test changes and YOLOS device-mismatch fixes are different model bugs." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Vision model test edits versus Phimoe CI/memory handling are unrelated." + "reason": "Model test edits versus Phimoe CI/integration changes are not the same underlying issue." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "CLIP/ViT test changes do not match the FP8 dequant/loading fix in core model loading." + "reason": "Different models and different bug classes; the test changes do not indicate one shared fix." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "These touch unrelated areas: vision model tests versus generation/watermark validation and Whisper code." + "reason": "CLIP/ViT test noise is unrelated to generation config validation." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Generic vision test changes are not the same underlying bug as the YOLOS device-mismatch fix." + "reason": "These are unrelated test edits versus a YOLOS runtime/device bug." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequant/loading changes and Phimoe CI memory tweaks are different issues and code paths." + "reason": "fp8 dequant/model-loading changes and Phimoe CI changes do not fix the same code-path problem." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "No overlap in bug or change: FP8 quantization versus generation config validation." + "reason": "Different functionality: fine-grained FP8 dequantization versus generation watermarking validation." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "Different subsystems and different runtime failures; not the same concrete bug." + "reason": "FP8 quantization fixes and YOLOS device-placement fixes are unrelated." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation-config watermark validation and Phimoe CI behavior are unrelated." + "reason": "Generation-config validation and Phimoe CI/device setup are separate issues." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Generation/watermark validation is unrelated to YOLOS device placement." + "reason": "Watermarking-config validation and YOLOS device mismatch are different problems." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI memory-limit patches for Phimoe are unrelated to the YOLOS runtime device-mismatch fix." + "reason": "CI runner memory/device-map setup is unrelated to the YOLOS model device mismatch." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both PRs target the same YOLOS device_map='auto' mismatch in the same file and same issue target; 46922 subsumes 46886 with the additional hidden-state device placement fix." + "reason": "Both PRs target the same YOLOS device-mismatch issue on the same file and are plausibly mergeable into one fix; 46922 simply adds the direct device transfer on top of the no-split-module adjustment." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The only accepted pair, 46886 vs 46922, is well supported by the shared YOLOS file and explicit issue target 46869, and the two diffs are mergeable as one bugfix. The other pairwise rejections are appropriately cautious given the distinct subsystems and code paths." + "feedback": "The summary is grounded in the packet, and the single accepted soft-edge verdict is conservative: 46886 and 46922 share the same YOLOS issue target and file, with overlapping fixes that look mergeable into one PR. The other pairwise rejections are also appropriately cautious given the packet evidence." }, "evaluator_used": true, "retried": false, @@ -23916,7 +23736,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23935,52 +23755,52 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "4e70d9ceaae39774dc6bed193b1d3cccfb163179521399e4b5e7b5eb4bc316be", + "prepared_review_unit_hash": "caf7326dcb7065dcf86ac6c168a9f22262c84dc412b16bc48d4c1f8ed919602c", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated throwaway PRs: one tweaks packaging/versioning and a vit test, one changes several workflow/testing files to show diffs, and one alters a security-gate workflow trigger. They do not look like the same underlying bug or change.", - "confidence": 0.97, + "summary": "These are three unrelated '[don't merge]'/test PRs touching different areas (packaging/versioning, workflow debug changes, and a security-gate workflow). They do not look like the same underlying bug or change, so none of the soft duplicate links should be accepted.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the three PRs target different code paths and workflows, so there is no true duplicate representative.", + "canonical_pr_reason": "PR 43532 is the broadest/most representative of the cluster in terms of files touched and context, but it is still just a dummy workflow/test PR rather than a true duplicate anchor.", "best_issue_reason": null, - "best_pr_reason": "43488 is the narrowest self-test/packaging PR, but it does not subsume the other two unrelated workflow changes; there is no strong cluster-level best PR.", + "best_pr_reason": "PR 43532 has the most substantive patch surface and is the easiest representative to inspect, though it still should not be treated as the same change as the others.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different files and intent: setup/version + vit test vs workflow trigger change in pr-ci-security-gate.yml." + "reason": "Different code paths and intents: 43488 is a packaging/version/dependency test PR, while 46747 only flips a security-gate workflow trigger from pull_request_target to pull_request. Shared 'don't merge' style is not enough to make them duplicates." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "43488 is packaging/versioning plus a test tweak; 43532 rewrites several CI/notification workflows and testing utilities. Not the same change." + "reason": "They overlap only on a Vit test file, but the actual changes are unrelated: 43488 edits setup/dependency metadata and a test, while 43532 rewrites several workflows and testing/notification helpers. Not the same underlying bug/change." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch workflows, but 43532 is about comment/diff reporting plumbing while 46747 changes the security gate trigger. Different underlying code-paths." + "reason": "Both touch workflows, but the concrete edits are different and not mergeable as one fix: 43532 changes comment/scheduled/slack workflow plumbing plus tests, while 46747 only changes one security-gate workflow trigger." } ] }, @@ -23994,7 +23814,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24010,7 +23830,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "46f90e94225e7dd9e2983a90ca151b4d055d69fcab30b792de2503f4d54f5c79", + "prepared_review_unit_hash": "eb51d51c59c80742f8f1def282c7cd0e3859b9f41e9684675f952dc053d68dad", "component_budget": { "node_count": 2, "item_count": 2, @@ -24032,18 +23852,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share documentation and pipeline scaffolding, but they target different tasks, models, and tests, so they are not duplicates.", - "confidence": 0.98, + "summary": "Related segmentation-pipeline additions, but they target different tasks/models and should not be merged as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: these are separate feature additions rather than duplicate fixes.", "best_issue_reason": null, - "best_pr_reason": "pull_request:43613 is the broader and more complete integration, touching more model backends and tracker support, so it is the better representative PR if one must be chosen.", + "best_pr_reason": "PR 43613 is the broader and more complete representative of the visual-segmentation feature, with more backend/test coverage.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying features: concept segmentation vs visual segmentation. Overlap is only in shared pipeline/docs scaffolding, not the same concrete change." + "reason": "Different concrete features: Promptable Concept Segmentation vs Promptable Visual Segmentation. They share scaffold/docs patterns, but the core pipeline files, model integrations, and tests differ, so this is not the same underlying change." } ] }, @@ -24057,7 +23877,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24073,40 +23893,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "c1d436fa62a2d4dc8b92107a67e120fab9915b712c6a6e6b3f7c36067f650f9a", + "prepared_review_unit_hash": "1af5c15ac33ea462a8dcbbaa871f408f581b72152a1954526542ea725c08f8ce", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open `trainer.py` PRs, but they address different Trainer extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. Same file, different code paths, not duplicates.", - "confidence": 0.98, + "summary": "Both pull requests touch `trainer.py` and target custom-trainer extensibility, but they fix different problems: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They are not the same underlying change and should not be merged as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the better representative of the cluster only in the sense that it is a concrete behavior change in training-step loss handling, but it is not a duplicate of #43663; the two PRs solve unrelated Trainer customization problems.", + "best_pr_reason": "PR 43651 is the more concrete standalone fix: it addresses a specific loss-scaling behavior in the training step. PR 43663 is also a refactor/extension-point change, but it is unrelated to loss scaling and not a duplicate of 43651.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different changes: #43651 adds `_loss_is_scaled_for_ga` and alters loss normalization during training, while #43663 adds `_get_signature_columns` to change column filtering. They touch the same file but not the same underlying bug or mergeable change set." + "reason": "Different code paths and different user-facing problems: 43651 changes gradient-accumulation loss normalization, while 43663 extracts signature-column logic for input filtering. They share a file and theme but not the same underlying bug or change." } ] }, @@ -24120,7 +23940,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24136,12 +23956,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "a6a36337ad5b8dc3f5f1586b6878b623ccbe70f2d36ed9b3b3da85b48cbc6f99", + "prepared_review_unit_hash": "e747e152548f4cf66d892cde7d034f9d5ad0f7f1017eed6e4a4d4e1169909d6a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -24149,7 +23969,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -24158,18 +23978,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `src/transformers/cli/serve.py` and are about `TypeAdapter`/annotation-related NameErrors, but they address different concrete failure modes with different fixes. They are related, not duplicates.", - "confidence": 0.84, + "summary": "Two open PRs touch `src/transformers/cli/serve.py`, but they appear to fix different runtime typing/import problems rather than the same bug.", + "confidence": 0.77, "canonical_issue_reason": null, - "canonical_pr_reason": "43842 is the clearest anchor: it explicitly targets the `TypeAdapter` NameError when `pydantic` is absent and uses a narrowly scoped runtime-safety fix.", + "canonical_pr_reason": "PR 43842 is the more direct fix for the `TypeAdapter` NameError when pydantic is absent: it guards the import under `TYPE_CHECKING` and stringizes the annotation. PR 43656 is broader annotation cleanup/deferred-evaluation work and looks like a different fix path.", "best_issue_reason": null, - "best_pr_reason": "43842 is the best representative because its title and patch directly describe the bug and the fix is self-contained.", + "best_pr_reason": "43842 best matches the cluster\u2019s likely root cause because it specifically addresses the `TypeAdapter` runtime NameError with minimal, targeted changes.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Same file and same broad `TypeAdapter` NameError theme, but different underlying problems: 43656 adds postponed annotations/type-hint cleanup, while 43842 specifically guards the `TypeAdapter` annotation for the `pydantic`-missing path. They could coexist, so this is not a duplicate." + "reason": "Do not treat as duplicates: 43656 appears to fix broader import-time annotation evaluation in `serve.py`, while 43842 specifically fixes `TypeAdapter` when pydantic is not installed. Same file, but not the same concrete bug or mergeable change set." } ] }, @@ -24183,7 +24003,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24249,7 +24069,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -24346,8 +24166,8 @@ "pull_request:44010|pull_request:44073", "pull_request:43997|pull_request:44074", "pull_request:44010|pull_request:44018", - "pull_request:44071|pull_request:44129", "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", "pull_request:43996|pull_request:44161", "pull_request:43996|pull_request:44017", "pull_request:44010|pull_request:44044", @@ -24362,12 +24182,12 @@ "pull_request:44024|pull_request:44076", "pull_request:44073|pull_request:44074" ], - "prepared_review_unit_hash": "d13eb9f09d557950649627ed98414cdd2c86b282f0414d98d95b018716e08bd7", + "prepared_review_unit_hash": "2eddada8247216eb7d81a137b7853cd7958789315f3f13feeb560b19cf977067", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84116, + "serialized_chars": 84113, "estimated_input_tokens": 21029, "estimated_eval_tokens": 42314 }, @@ -24375,7 +24195,7 @@ "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76938, + "serialized_chars": 76937, "estimated_input_tokens": 19235, "estimated_eval_tokens": 38726 }, @@ -24384,387 +24204,333 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a theme cluster around standardized output tracing, not true duplicates across models. The only strong duplicate-like overlaps are within the same model/code path: GPT-Neo (44018/44068) and GPT-J/CodeGen (44066/44085/44722).", - "confidence": 0.87, + "summary": "This cluster is a mix of model-specific output-tracing refactors. The only true duplicate-like subclusters are GPT-J/CodeGen and GPT-Neo; most other PRs share only the broad standardized capture_outputs pattern and should stay separate.", + "confidence": 0.85, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the most consolidated representative of the GPT-J/CodeGen output-tracing work and overlaps the earlier GPT-J-specific variants.", + "canonical_pr_reason": "PR 44066 is the cleanest anchor: it is the most central GPT-J/CodeGen output-tracing refactor, explicitly tied to the tracking issue, and sits in the densest duplicate subcluster.", "best_issue_reason": null, - "best_pr_reason": "44722 is the best cluster anchor: latest, broadest among the near-duplicate GPT-J-side changes, and it directly targets the shared output-tracing refactor path.", + "best_pr_reason": "PR 44066 is the best overall representative because it covers the core GPT-J/CodeGen change family with explicit issue linkage and the broadest concrete scope in that subcluster.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Same umbrella output-tracing theme, but different model families; not the same concrete change." + "reason": "Different model families and concrete code paths; only the output-tracing refactor style overlaps." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models and code paths; shared issue target alone is not enough." + "reason": "CVT/FNet and DeBERTa are different model implementations; shared tracing cleanup is too broad." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both touch the GPT-J output-tracing code path in the same file and look like overlapping implementations of the same refactor." + "reason": "Same GPT-J/CodeGen output-tracing refactor family in the same code area; these look like duplicate iterations of one change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet vs EfficientNet-style refactors are different model changes, not one duplicate bug." + "reason": "ResNet/RT-DETR and EfficientNet are separate model implementations; the refactor pattern alone is not enough." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different model families; both are output-tracing refactors but not the same concrete change." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model files and different refactors." + "reason": "GPT-J/CodeGen and EfficientNet are different concrete model paths; only the generic tracing migration theme overlaps." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated implementations despite similar tracing cleanup." + "reason": "MobileNetV2 and DeBERTa are unrelated model families." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "Different models; same general standardized-output theme only." + "reason": "GPT-J/CodeGen and MGP-STR are unrelated concrete changes." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT are different code paths." + "reason": "GPT-J/CodeGen and MPT are separate model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo model file and same output-tracing refactor; these look like overlapping versions of one change." + "reason": "Both are GPT-Neo output-tracing refactors in the same file family, and the diffs look like duplicate/revision iterations of the same change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen versus GPT-Neo; same theme, different code paths." + "reason": "GPT-J/CodeGen and GPT-Neo are different concrete model paths, despite the shared tracing refactor theme." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "Different model families; not mergeable as one concrete fix." + "reason": "GPT-Neo and GPT-J/CodeGen are different model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet vs GPT-J/CodeGen; too broad to be duplicates." + "reason": "ResNet and GPT-J/CodeGen are unrelated model families." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated changes." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated concrete changes." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different model-specific refactors." + "reason": "ResNet and GPT-J/CodeGen are only loosely related by the tracing refactor pattern." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different code paths." + "reason": "GPT-Neo and ResNet are different models with different output implementations." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "Different models; shared output-tracing theme is too broad." + "reason": "ResNet and MPT are unrelated code paths." }, { "left": "pull_request:44018", - "right": "pull_request:44116", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and Flaubert are different implementations." + "reason": "GPT-Neo and SpeechT5 are unrelated model families." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "Different models and different concrete fixes." + "reason": "GPT-Neo and Flaubert/XLM are unrelated implementations." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo is not the same code path as GPT-J/CodeGen." + "reason": "GPT-Neo and GPT-J/CodeGen are different model families." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated model changes." + "reason": "MPT and GPT-J/CodeGen are separate code paths." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are distinct model-specific changes." + "reason": "GPT-Neo and GPT-J/CodeGen are different model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "Different models and files." + "reason": "GPT-Neo and MGP-STR are unrelated changes." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR; not the same underlying bug." + "reason": "GPT-Neo and MGP-STR are unrelated code paths." }, { "left": "pull_request:44071", "right": "pull_request:44085", "accept": false, - "reason": "MPT and GPT-J are different code paths." + "reason": "MPT and GPT-J are unrelated model families." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are separate model refactors." + "reason": "ViLT and Flaubert/XLM are different model families." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated implementations." + "reason": "GPT-J and MGP-STR are unrelated concrete changes." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are different model changes." + "reason": "GPT2 and MGP-STR are unrelated implementations." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are different model-specific refactors." + "reason": "SegFormer and LongT5 are different model families." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and VisualBert are unrelated model changes." + "reason": "SegFormer and VisualBert are unrelated code paths." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "Different models; only the generic tracing theme overlaps." + "reason": "SegFormer and GPT-J/CodeGen are unrelated." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different code paths." + "reason": "GPT-Neo and MPT are separate model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "RegNet and VisualBert are unrelated model refactors." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44071", - "accept": false, - "reason": "SegFormer and MPT are different concrete changes." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44086", - "accept": false, - "reason": "Different models; not mergeable as one PR." + "reason": "RegNet and VisualBert are unrelated model families." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "VisualBert and LongT5 are different model families." + "reason": "RegNet and MPNet are different concrete code paths." }, { - "left": "pull_request:44073", + "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "VisualBert and Flaubert/XLM are separate code paths." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT2 and MPT are different model implementations." + "reason": "TextNet and Flaubert/XLM are unrelated models." }, { "left": "pull_request:44056", - "right": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "MPNet and Flaubert/XLM are unrelated changes." + "reason": "MPNet and LongT5 are different model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are different models." + "reason": "RegNet and GPT-Neo are unrelated concrete changes." }, { "left": "pull_request:43997", - "right": "pull_request:44056", - "accept": false, - "reason": "RegNet and MPNet are different code paths." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44076", - "accept": false, - "reason": "MPT and ImageGPT are different model-specific refactors." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44101", - "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated changes." - }, - { - "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are different model families." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44129", - "accept": false, - "reason": "RegNet and SpeechT5 are different code paths." + "reason": "RegNet and LongT5 are unrelated model families." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are unrelated model changes." + "reason": "TextNet and LongT5 are unrelated code paths." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are different models." + "reason": "SqueezeBert and MPT are unrelated models." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and VisualBert are different code paths." + "reason": "GPT-Neo and SpeechT5 are different model families." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "FNet/CVT and SegFormer are different model-specific refactors." + "reason": "SqueezeBert and VisualBert are unrelated concrete changes." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and DeBERTa are unrelated changes." + "reason": "DeBERTa and SpeechT5 are different code paths." }, { "left": "pull_request:44044", - "right": "pull_request:44074", + "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and TextNet are different models." + "reason": "DeBERTa and Vits are unrelated model families." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different concrete implementations." + "reason": "FocalNet and ImageGPT are separate implementations; only the refactor style matches." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are different model-specific refactors." + "reason": "VisualBert and TextNet are different models, so this is not the same concrete change." }, { - "left": "pull_request:44018", - "right": "pull_request:44129", - "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated changes." + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor family with the same concrete files; these are duplicate iterations of one change." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", - "accept": false, - "reason": "SqueezeBert and GPT-Neo are different model code paths." + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen change family in the same file set; one is effectively a revision of the other." }, { - "left": "pull_request:44044", + "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are different models." + "reason": "GPT-J and SpeechT5 are unrelated model implementations." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:43996", + "right": "pull_request:44007", "accept": false, - "reason": "MPT and SpeechT5 are unrelated model refactors." + "reason": "CVT/FNet and ResNet/RT-DETR are unrelated model families." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:43996", + "right": "pull_request:44129", "accept": false, - "reason": "Different models and different concrete changes." + "reason": "CVT/FNet and SpeechT5 are unrelated code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and Vits are unrelated code paths." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44129", - "accept": false, - "reason": "Different model families; shared issue target is not enough." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Both overlap on the GPT-J output-tracing refactor in the same file; 44722 looks like the broader consolidated version." + "reason": "DeBERTa and Vits are unrelated model implementations." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: it correctly distinguishes the broad cross-model output-tracing theme from the smaller same-code-path clusters. The accepted soft edges are conservative enough because they stay within the same model/file families (GPT-Neo and GPT-J/CodeGen), and the cross-model pairs are rejected appropriately. The canonical PR choice is also supported by the packet as the latest, broadest GPT-J/CodeGen variant." + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge verdict is not conservative/precise: `pull_request:44018` vs `pull_request:44068` is labeled false with the reason \u201cGPT-Neo vs GPT-J/CodeGen are different model implementations,\u201d but both PRs are GPT-Neo refactors. That rationale is factually wrong and makes the verdict unreliable. The rest looks broadly conservative, but this mismatch is enough to reject." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -24772,7 +24538,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 34, + "component_count": 33, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -24795,12 +24561,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "5025ab2700dd76a18b68676fccf735462e4a308a7df8418d770e84dcddd598a0", + "prepared_review_unit_hash": "8404ba3d2b52c8eeda8589b8f117264683cfe370d4d90574a785fed526bceb74", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84116, + "serialized_chars": 84113, "estimated_input_tokens": 21029, "estimated_eval_tokens": 42314 }, @@ -24808,7 +24574,7 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 4, - "serialized_chars": 12756, + "serialized_chars": 12754, "estimated_input_tokens": 3189, "estimated_eval_tokens": 6634 }, @@ -24817,36 +24583,36 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs share a broad theme\u2014migrating different model implementations to standardized output tracing/capture\u2014but they touch different architectures and code paths, so they are related maintenance changes rather than duplicates.", + "summary": "These are model-specific PRs that all refactor output tracing/capture patterns, but they affect different code paths and are not duplicates of one another. The soft pairs should all be rejected under a strict PR-duplicate policy.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44010 is the clearest representative of the cluster: it directly frames the shared output-collection refactor and is a straightforward model-specific example of the pattern.", + "canonical_pr_reason": "44129 is the most concrete representative: it has an explicit issue target, a focused SpeechT5 output-tracing refactor, and enough diff detail to anchor the cluster theme.", "best_issue_reason": null, - "best_pr_reason": "PR 44010 is the best overall representative because its title and diff most directly describe the common maintenance goal without extra model-specific complications or an explicit dependency on another issue.", + "best_pr_reason": "44129 is the best single PR representative because it is the most clearly scoped and tied to a tracked issue, while still matching the shared standardized output-capture refactor theme.", "soft_edge_verdicts": [ { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both are output-tracing refactors, but they affect different models (MPNet vs VisualBert) and different internal layers; same theme, not the same concrete change." + "reason": "Same refactor pattern, but for different models (MPNet vs VisualBert). They do not fix the same concrete bug and would not naturally merge into one PR." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different model code paths and different refactor details; they modernize output capture in separate implementations, so they are not duplicates." + "reason": "Both are output-tracing migrations, but they touch different model implementations (MPNet vs TextNet) and are separate code-path changes, not a duplicate fix." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model implementations; the PRs share a refactor pattern but not one underlying bug or one mergeable fix." + "reason": "These are model-specific standardized-output refactors for RegNet and SqueezeBert. Similar theme, but not the same underlying change or bug." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are different subsystems with distinct output-shaping changes; they are not the same concrete fix and should not be merged as duplicates." + "reason": "SqueezeBert and SpeechT5 have different forward signatures and output-capture adaptations; they are distinct model migrations, not one mergeable fix." } ] }, @@ -24860,7 +24626,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24926,12 +24692,12 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "72c8633fe4ca5175fbce9537f6784749ab6fa8827b16fa4816549d4338c00c5f", + "prepared_review_unit_hash": "b0035a2e2974096fa460bb987d027b0db2648b99cb9f8041ea6f5d895c3cb88a", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40178, + "serialized_chars": 40180, "estimated_input_tokens": 10045, "estimated_eval_tokens": 20346 }, @@ -24939,7 +24705,7 @@ "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40178, + "serialized_chars": 40180, "estimated_input_tokens": 10045, "estimated_eval_tokens": 20346 }, @@ -24948,240 +24714,252 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are thematically similar PRs for refactoring output tracing, but they target different model implementations and code paths. They look like a family of related changes, not duplicate fixes or mergeable single changes.", - "confidence": 0.93, + "summary": "These PRs are all about the same general output-tracing/refactor theme, but they are separate model-specific changes rather than duplicates of one underlying fix.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate canonical PR here; 44003 is the broadest representative because it spans two related model files (mamba and falcon_mamba) and shows the core output-tracing refactor pattern.", + "canonical_pr_reason": "PR 44003 is the best representative of the cluster because it is the broadest and most substantive refactor, spanning two closely related Mamba-family files and adding shared output-capture plumbing.", "best_issue_reason": null, - "best_pr_reason": "44003 is the best single representative of the cluster\u2019s theme, but it should not be treated as a duplicate of the others since each PR is model-specific.", + "best_pr_reason": "PR 44003 is the strongest cluster anchor: it covers a larger shared codepath than the single-model wrappers and is more representative of the refactor pattern than the narrower PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths (timm_backbone vs upernet); same refactor theme only." + "reason": "Same refactor theme, but different model implementations and codepaths; not a single mergeable change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different architectures and files; not the same concrete bug/change." + "reason": "Both are output-tracing refactors, but they target different models and files, so they are not duplicates." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Distinct model implementations; only a shared output-tracing refactor pattern." + "reason": "Separate model-specific refactors with no shared concrete bug or codepath." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model families (timm_backbone vs mamba/falcon_mamba); not mergeable as one fix." - }, - { - "left": "pull_request:43998", - "right": "pull_request:44004", - "accept": false, - "reason": "Codegen-specific forward signature change is unrelated to timm_backbone." + "reason": "Different model families; 44003 is Mamba-family while 43998 is timm_backbone, so this is only thematic similarity." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "RWKV refactor touches a different model path and cannot be treated as the same change." + "reason": "Same broad output-refactor pattern, but unrelated model codepaths and no evidence of one shared fix." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated code paths; same refactor idea only." + "reason": "Different models and different implementation targets; not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model subsystems; not the same underlying bug/change." + "reason": "Both touch output tracing, but they are distinct model-specific refactors with separate merge surfaces." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 and Depth Anything are separate implementations, so this is not a duplicate." + "reason": "No shared concrete bug; these are separate model wrappers with different forward signatures and plumbing." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Vision-encoder-decoder is a different code path from MobileNetV1." + "reason": "Different model families and files; similarity is only at the refactor pattern level." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Speech-encoder-decoder refactor is separate from MobileNetV1." + "reason": "Separate encoder-decoder wrapper/model refactors, not one common fix." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated model paths." + "reason": "Both are refactors for output handling, but they change different models and codepaths." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model families; no shared concrete fix." + "reason": "Same stylistic change, but distinct model implementations; not duplicate enough to merge together." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Same high-level refactor theme, but different model code paths." + "reason": "Different subsystems and model codepaths; 44003's Mamba-family changes are unrelated to vision-text dual encoder." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "CodeGen forward/output handling is unrelated to vision-text dual encoder." + "reason": "These are separate model-specific refactors; no shared concrete bug or identical fix." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different models and files; not the same change." + "reason": "Different models and different forward/tracing plumbing; only the refactor style matches." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated implementations." + "reason": "Both are output-tracing cleanups, but they are independent model implementations." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families; cannot plausibly be merged into one PR." + "reason": "UnivNet and Mamba are unrelated codepaths; same theme is not enough for duplication." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and different forward signatures; no single underlying bug." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "UnivNet and Depth Anything are separate code paths." + "reason": "Separate model-specific refactors with no direct overlap in implementation." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated implementations; not the same code-path problem." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "UperNet and mamba/falcon_mamba are unrelated concrete changes." + "reason": "Different model families and different output-capture changes; only broad refactor similarity." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different architecture and file; only same broad refactor theme." + "reason": "Distinct models with separate changes; not plausible as one merged PR." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "mamba/falcon_mamba and superpoint are different model paths, not duplicates." + "reason": "Mamba-family refactor versus SuperPoint refactor; no shared concrete fix." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "CodeGen output tracing is a separate change from mamba/falcon_mamba." + "reason": "CodeGen and Mamba are different model paths; similarity is only in the refactor theme." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are unrelated implementations; not duplicates." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and vision-encoder-decoder are distinct code paths." + "reason": "Different model wrappers and separate refactors; no single bug or feature change spans both." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and speech-encoder-decoder are separate implementations." + "reason": "These are distinct depth-anything versus speech-encoder-decoder changes, not one underlying fix." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different model families; not the same underlying fix." + "reason": "Different models and codepaths; shared output-tracing pattern only." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV are unrelated model code paths." + "reason": "DepthAnything and RWKV are unrelated model implementations; not mergeable as one duplicate." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR are different concrete changes." + "reason": "Separate model-specific output-refactor work, not the same concrete change." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Vision-encoder-decoder and speech-encoder-decoder are separate implementations despite similar wrappers." + "reason": "Vision-encoder-decoder and speech-encoder-decoder are analogous wrappers, but they are independent codepaths and not duplicates." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different model code paths; not a duplicate." + "reason": "Different model families with separate implementations; no shared underlying bug." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Vision-encoder-decoder and RWKV are unrelated concrete fixes." + "reason": "Unrelated models and no common fix beyond general tracing cleanup." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different models and files; same refactor pattern only." + "reason": "Different model codepaths; not a single concrete issue or change." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech-encoder-decoder and superpoint do not share the same underlying bug/change." + "reason": "Speech encoder-decoder and SuperPoint are unrelated; same refactor motif only." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model paths; not mergeable as one PR." + "reason": "Different models and output plumbing; no evidence they fix the same bug." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech-encoder-decoder and DPR are distinct changes." + "reason": "Separate model-specific changes, not one duplicate fix." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated model implementations." + "reason": "SuperPoint and RWKV are unrelated implementations; not the same underlying change." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different code paths and model types; not duplicates." + "reason": "Different model families and codepaths; too broad to treat as duplicates." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are separate model-specific refactors." + "reason": "RWKV and DPR are different model implementations with separate refactor scopes." } ] }, @@ -25195,7 +24973,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25211,7 +24989,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "11541ef619306b165e9f825e12d8075a3ed46c188a64924f730ee720c328207e", + "prepared_review_unit_hash": "4e534b04bc2ba07aaa6d887dbf29776481a77e4955d96ba1349301e3d282eaff", "component_budget": { "node_count": 2, "item_count": 2, @@ -25233,18 +25011,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-addition PRs: one introduces PenguinVL, the other adds Voxtral TTS support. They share some auto/docs scaffolding, but they target different model families, code paths, and release goals, so this is not a duplicate pair.", - "confidence": 0.98, + "summary": "Two separate model-implementation PRs that share framework plumbing (docs and auto registries) but target different models and code paths: PenguinVL vs Voxtral TTS. They are not duplicates or merge candidates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 44662 is a PenguinVL implementation, while 45401 is Voxtral TTS support with an explicit issue target; they address different underlying changes.", + "canonical_pr_reason": "PR 45401 is the better representative because it has an explicit issue target and a tightly scoped Voxtral TTS implementation, whereas 44662 is a different model addition with no linked issue.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for the cluster because the two PRs are not duplicates and should not be merged into one representative change.", + "best_pr_reason": "45401 is the strongest single PR in the cluster to keep as representative; 44662 is also substantial, but it is a separate model integration rather than the same change.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model additions and concrete code paths (PenguinVL vs Voxtral TTS); shared auto/docs files are just framework plumbing, not the same bug or change." + "reason": "Different underlying additions for different models and architectures. The overlap is limited to shared docs/auto-registration files, which is expected for new model support and not evidence of the same fix or change." } ] }, @@ -25258,7 +25036,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25274,7 +25052,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "e8522f71cc5acd9970d518dd633a561d583abb00b5a87df5869bdf114cd83875", + "prepared_review_unit_hash": "cb305809eb723991d93072a4072247de0890896a2cd1066f408aee9593f75327", "component_budget": { "node_count": 2, "item_count": 2, @@ -25296,18 +25074,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related fusion efforts, but they are not the same change: PR #44979 introduces a new generic Module Fusion API, while PR #45363 adds n-to-1 kernel fusion support through KernelConfig plus an example and integration changes. They overlap conceptually, but they target different layers and code paths.", + "summary": "These are related to fusion, but they target different abstractions: one adds a general module-fusion API, the other adds n-to-1 kernel fusion through KernelConfig. They are not the same underlying change, so I would not merge them as duplicates.", "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the better canonical representative because it introduces the foundational Module Fusion API that the other work can build on, whereas PR #45363 is a more specific KernelConfig-based application.", + "canonical_pr_reason": "PR 44979 is the broader, more foundational change: it introduces the Module Fusion API and tests the core abstraction directly.", "best_issue_reason": null, - "best_pr_reason": "PR #44979 is the strongest cluster representative: it is the core abstraction change, with tests, and is broader than the downstream kernel-fusion integration in PR #45363.", + "best_pr_reason": "PR 44979 is the best representative of the cluster because it defines the reusable fusion infrastructure rather than a narrower KernelConfig implementation.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Reject: both are about fusion, but #44979 adds a generic module fusion API and #45363 implements a specific n-to-1 kernel-fusion path via KernelConfig; they are not the same concrete change and would not be merged as one PR." + "reason": "Both involve fusion, but they implement different mechanisms and code paths: a new module-fusion API versus kernel fusion via KernelConfig. They are related conceptually, not duplicates of the same change." } ] }, @@ -25321,7 +25099,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25337,7 +25115,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "483af6812c1a1435d48821518b83cdfad61b7cd146807c70b1c878f198f62440", + "prepared_review_unit_hash": "7a04e015d604d541a60fee21267c0612aad48b15e37473a969169428a91b5c3f", "component_budget": { "node_count": 2, "item_count": 2, @@ -25359,18 +25137,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete version because it also adds tests.", - "confidence": 0.98, + "summary": "Both pull requests address the same Mistral regex patch bug in `src/transformers/tokenization_utils_tokenizers.py`; the later PR adds tests and is the more complete candidate.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "45317 is the better canonical PR because it addresses the same concrete bug as 45086 but includes accompanying test coverage and looks like the more complete patch.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it fixes the same `AttributeError` as 45086 and also includes test coverage, making it the more complete change.", "best_issue_reason": null, - "best_pr_reason": "45317 is the strongest representative for the cluster: same fix, same target issue, and it adds tests, making it the most merge-ready version.", + "best_pr_reason": "PR 45317 is the best standalone PR because it contains the same code fix as 45086 plus tests, so it is the more merge-ready and representative implementation.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying `_patch_mistral_regex` AttributeError fix on the same code path and shared issue target; the second PR is a superset with tests, so these are plausibly one merged change." + "reason": "Same underlying bug and same code path in `_patch_mistral_regex`; 45317 is essentially the expanded version of 45086 with tests, so they are mergeable as one fix." } ] }, @@ -25384,7 +25162,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25400,7 +25178,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "27d236b7c7298d915e46d6a19dbb33d4c640bade82694d0faf42f6994fcc20d5", + "prepared_review_unit_hash": "0dc92f688a935dd77ace69dcc163462b129782f72f6a9bea2e352f99640767de", "component_budget": { "node_count": 2, "item_count": 2, @@ -25422,18 +25200,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch the Nemotron H codepath, but they are not the same change: #45115 is a smaller refactor/conversion-mapping update toward GraniteMoeHybrid compatibility, while #45569 introduces the dedicated NemotronH dense/sparse model split and associated docs/tests. The overlap is mostly shared model files, not a single concrete bug fix.", - "confidence": 0.92, + "summary": "These are related NemotronH workstreams, but they are not duplicates: one PR is a narrow conversion/mapping and inheritance refactor, while the other is a broader model-family split into NemotronHDense/NemotronHSparse with docs and tests.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue-linked canonical PR exists here; if one PR must represent the cluster, #45569 is the broader end-state implementation because it adds the dedicated model variants and user-facing docs/tests.", + "canonical_pr_reason": "pull_request:45569 is the better canonical PR because it represents the larger, more complete NemotronH family restructuring and includes the public-facing model/docs/test changes.", "best_issue_reason": null, - "best_pr_reason": "#45569 is the best overall representative because it covers the full NemotronH family restructuring and documentation, whereas #45115 is a narrower conversion/compatibility refactor.", + "best_pr_reason": "pull_request:45569 is the strongest standalone PR to keep: it covers the concrete model split and API/docs surface, not just internal conversion glue.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Not the same underlying change: #45115 is about conversion key remapping and inheritance/refactor details, while #45569 adds separate dense/sparse model implementations plus docs/tests. Shared files alone are not enough to treat these as duplicates." + "reason": "Different underlying changes: 45115 focuses on GraniteMoeHybrid-compatible conversion/inheritance wiring for NemotronH, while 45569 introduces a broader NemotronH dense/sparse model split plus docs/tests. Shared model files alone are not enough to treat them as the same fix." } ] }, @@ -25447,7 +25225,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25463,7 +25241,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "8b0722d862c2d330641bb7e183a1506f114f415aed58d03d88a7bc5597944289", + "prepared_review_unit_hash": "2bd9d0ad7f2579b45422940138c1487a60b3bd484a48cffa4ed35a1557c0cdf7", "component_budget": { "node_count": 2, "item_count": 2, @@ -25485,18 +25263,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related PRs in the same heterogeneous-modeling effort, but they are not duplicates: #45333 appears to be the config-only slice, while #45332 includes that plus broader modeling/cache/integration changes. I would not merge them under a soft duplicate edge.", + "summary": "Two related but distinct PRs: one is a broad heterogeneous model support feature, while the other is a narrower per-layer configuration-only subset. They overlap heavily in files and topic, but they do not look like the same mergeable fix/change.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "#45332 is the broader, more complete implementation and subsumes the config work shown in #45333, so it is the better canonical representative for this cluster.", + "canonical_pr_reason": "PR #45332 is the better canonical representative because it is the broader umbrella change (per-layer config plus modeling/integration updates) and subsumes the narrower configuration-only work in #45333.", "best_issue_reason": null, - "best_pr_reason": "#45332 is the strongest representative because it covers the larger underlying change set (per-layer config plus heterogeneous modeling/integration), whereas #45333 is a narrower subset focused on configuration only.", + "best_pr_reason": "PR #45332 is the best overall representative of the cluster since it covers the full heterogeneous model support effort rather than just the configuration portion.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related topic, but not the same concrete change: #45333 is config-only, while #45332 adds modeling/cache/integration support as well. They could coexist as separate PRs rather than being merged as duplicates." + "reason": "Related but not duplicates: #45333 is a focused configuration-only PR, while #45332 adds broader heterogeneous model support including modeling, cache, masking, accelerate/executorch integration, and extra tests. They share infrastructure but do not fix the same concrete code-path problem." } ] }, @@ -25510,7 +25288,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25526,7 +25304,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "2b4daaa6f748601149058f08cbbced2fbd7c41c058b1056aa0c5b7f67d82fcb9", + "prepared_review_unit_hash": "5f4bb802dc23d5cab158feb826584c7d2139c22dda961b44e769fcbd00e6f336", "component_budget": { "node_count": 2, "item_count": 2, @@ -25548,18 +25326,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related typing-focused PRs, but they address different scopes: #45415 is a broad type-checking sweep across many transformer modules, while #45425 adds specific typing protocols/aliases and updates a smaller set of typing-sensitive paths. They share a few files, but not the same concrete change or bug fix.", - "confidence": 0.88, + "summary": "Both PRs are typing-related, but they address different scopes: one is a broad type-checking sweep across many `src/transformers/*` files, while the other adds shared typing protocols/aliases and related updates. They overlap in a few touched files, but not in the same concrete change set or bug fix.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "#45425 is the more focused typing-infrastructure PR; #45415 is a much broader repository-wide type-checking cleanup. They overlap in theme, but not in a single underlying change.", + "canonical_pr_reason": "PR #45425 is the more focused and self-contained typing change, centered on reusable type aliases/protocols plus a small set of integration updates.", "best_issue_reason": null, - "best_pr_reason": "#45425 is the better representative of the cluster because it introduces concrete typing support abstractions, whereas #45415 is a sweeping type-checking pass with many unrelated file edits.", + "best_pr_reason": "PR #45415 is the broader repository-wide type-checking pass and is the best single representative of the larger typing cleanup effort in this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-related and share a few touched files, but #45415 is a broad type-checking sweep while #45425 adds specific typing aliases/protocols and updates targeted code paths. They are not the same underlying fix and would not plausibly be merged as one PR." + "reason": "Overlap is thematic rather than duplicative: #45415 enables type checking across many modules and silences checker warnings, while #45425 introduces typing helper protocols/aliases and updates specific integration points. They do not look like the same underlying bug or one mergeable fix." } ] }, @@ -25573,7 +25351,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25589,12 +25367,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "0ad5f8078275230420a1efbe410f1ae63e0af1361ad1b7028acf49a9b2d3f695", + "prepared_review_unit_hash": "5f4ca1ccb73dc638f8a0d807efb026af38eb87066a1c76da79ae3400e5463cc4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -25602,7 +25380,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -25611,18 +25389,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related to expert-parallel distributed loading, but they fix different failure modes in different code paths: one targets DeepSpeed ZeRO-3/accelerate launch serialization and config handling, the other targets FSDP2/rank-0 broadcast overwriting experts during sharded parameter loading.", - "confidence": 0.92, + "summary": "These PRs are related to expert-parallel loading, but they fix different concrete bugs: one is about serializing `distributed_config` and detecting EP for DeepSpeed ZeRO-3/accelerate launch, while the other prevents FSDP2/rank-0 broadcast from overwriting experts during sharded loading. They should not be treated as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the better canonical representative because it addresses a more concrete, multi-file runtime bug in expert-parallel loading and includes the more direct fix path around parameter sharding/wrapping.", + "canonical_pr_reason": "No single canonical PR for a duplicate cluster: the two PRs target different failure modes and code paths, so neither cleanly subsumes the other.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest overall artifact in this cluster since its fix is more directly tied to the observed data-loss symptom and spans the actual loading path rather than a narrower config-serialization adjustment.", + "best_pr_reason": "PR #45662 is the stronger representative of the EP loading-corruption class because it addresses a concrete overwrite bug in the sharded load path and includes the broader fixes needed across loading and MoE/tensor-parallel integration.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Not the same underlying bug: #45548 focuses on DeepSpeed ZeRO-3/accelerate launch config serialization and EP detection, while #45662 fixes experts being overwritten during FSDP2/post-shard parameter assignment. Shared EP context and one common file are not enough to merge them as duplicates." + "reason": "Different bugs and code paths: #45548 serializes `distributed_config` and adds `has_ep` for DeepSpeed ZeRO-3/accelerate launch, while #45662 fixes expert parameters being overwritten by rank-0 broadcast during FSDP2 loading. They are related, but not the same underlying change." } ] }, @@ -25636,7 +25414,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25652,40 +25430,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "446aa5b53dc5a045399cf21597918e5d3652d35ce02dab86ab04b6b6a546bb0d", + "prepared_review_unit_hash": "c3d151659068c24b5387eb3142f058124528cfcc59dd6f09a2578b37157b6655", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4673, - "estimated_input_tokens": 1169, - "estimated_eval_tokens": 2594 + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4673, - "estimated_input_tokens": 1169, - "estimated_eval_tokens": 2594 + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info problem around patched testing debug logs: one makes the writer use worker-specific output files, and the other adds workflow-side collection of multiple captured_info files plus the same underlying writer fix. They are close enough to be considered the same change family.", - "confidence": 0.92, + "summary": "Both PRs address the same xdist/captured_info collision problem around patched testing debug logs. PR 45645 is the more complete fix because it includes the core code change plus CI workflow support for multiple log files.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the broader, more complete fix: it includes the xdist-safe output handling in testing_utils and also updates CI log collection so the new per-worker files are preserved and displayed.", + "canonical_pr_reason": "PR 45645 is the broader, more complete implementation: it fixes the output-file collision and also updates CI to collect all captured_info artifacts, so it subsumes the narrower core change in PR 45639.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 is the best representative because it covers the full end-to-end artifact-handling change, not just the low-level write-side fix.", + "best_pr_reason": "PR 45645 is the strongest single representative because it addresses the underlying bug and the downstream log-preservation path, making it the most complete and useful merge candidate.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying xdist collision bug for captured_info artifacts; #45645 clearly subsumes #45639 by adding the workflow-side aggregation on top of the shared testing_utils fix." + "reason": "Same underlying xdist-safe captured_info collision fix in the same testing code path; 45645 extends 45639 with CI log aggregation and is plausibly mergeable as one PR." } ] }, @@ -25699,7 +25477,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25765,7 +25543,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25781,12 +25559,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "deb492424e89ab074ececcd3cb6213f43b39d57547c8d05839d49071f6b0c73a", + "prepared_review_unit_hash": "873cb26ebc63ff1495804a3d07f2a46f6d2a90c8224e4153bba5d59d5179d8be", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, + "serialized_chars": 5525, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -25794,7 +25572,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, + "serialized_chars": 5525, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -25803,18 +25581,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different distributed-feature PRs with some overlap in shared files, but they target different changes: one is a focused EP/Trainer integration, the other is a broad distributed branch base with FSDP/CI and many unrelated edits.", - "confidence": 0.95, + "summary": "The two PRs overlap on a few distributed filenames, but they are not the same change: #46126 is a focused EP/Trainer integration PR, while #46269 is a broad distributed branch-base PR touching many unrelated areas. I would not deduplicate them.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the more specific, self-contained change with a clear feature scope (EP + Trainer integration).", + "canonical_pr_reason": "#46126 is the more specific, self-contained change; #46269 is an umbrella distributed branch-base PR with many unrelated edits, so it is not a good canonical duplicate target.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best representative of the cluster because it has the narrowest, clearest concrete code-path change; #46269 is too broad and mixed to serve as a canonical duplicate target.", + "best_pr_reason": "#46126 is the best representative PR for this cluster because it has a clear, concrete feature scope. #46269 is too broad and mixed to serve as a standalone duplicate representative.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared distributed filenames alone are not enough: #46126 is about EP routing/trainer integration, while #46269 is a broad distributed branch base covering FSDP, CI, and multiple subsystems. They do not look like the same underlying bug or mergeable change." + "reason": "Shared distributed files alone are not enough: #46126 implements EP + Trainer integration, while #46269 is a broad base branch with many distributed and CI changes. They do not appear to fix the same concrete code-path problem and would not plausibly be merged into one PR." } ] }, @@ -25828,7 +25606,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25882,232 +25660,220 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "350892a7ceab14370c304c1f5683b2170f335e83fb49e47a01b1907ee046e8e2", + "prepared_review_unit_hash": "2662268fbd465018a947141e2111f45bb08cbcaae829b3d9c133cdabb5685d33", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26687, - "estimated_input_tokens": 6672, - "estimated_eval_tokens": 13600 + "serialized_chars": 26690, + "estimated_input_tokens": 6673, + "estimated_eval_tokens": 13602 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26687, - "estimated_input_tokens": 6672, - "estimated_eval_tokens": 13600 + "serialized_chars": 26690, + "estimated_input_tokens": 6673, + "estimated_eval_tokens": 13602 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are generic workflow-update PRs, not true duplicates. The closest cluster is the pr-ci-security-gate.yml edits, but each PR changes a different security-gate detail rather than the same concrete fix.", - "confidence": 0.9, + "summary": "This cluster is a set of small workflow-maintenance PRs, but they touch different files and different concerns. The apparent similarities are mostly stylistic; none looks like the same underlying fix/change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46554 is the most substantive representative of the security-gate mini-cluster, since it changes the actual gate logic; the other pr-ci-security-gate PRs are separate hardening tweaks.", + "canonical_pr_reason": "No canonical PR: these are distinct workflow changes in different files or different parts of the same file, not one duplicated fix.", "best_issue_reason": null, - "best_pr_reason": "PR #46554 is the best cluster representative overall because it contains the main functional workflow change and is more central than the smaller permission/comment/secrets adjustments.", + "best_pr_reason": "No best PR for dedupe; the cluster is heterogeneous and the nearest-looking pairs are only superficially similar.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different behavior; one updates self-comment input handling, the other changes SSH runner security setup." + "reason": "Different workflows and problems: stdin handling in self-comment CI vs security-gate checks in PR CI." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow updates in different files; no shared concrete bug or change." + "reason": "Unrelated workflow changes in different files; not the same bug or fix." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and distinct changes; not the same underlying fix." + "reason": "Different workflow areas; one updates comment CI, the other changes PR CI security-gate wiring." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and separate workflow-hardening changes; not duplicates." + "reason": "Distinct workflow fixes in different contexts; not mergeable as one duplicate change." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different CI workflows and different command-safety tweak; not the same change." + "reason": "Both use printf, but they fix different scripts in different workflows, so not the same underlying change." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and different trigger logic; no duplicate bug/change." + "reason": "SSH-runner hardening vs benchmark workflow dispatch support; unrelated changes." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow files and unrelated permission placement changes." + "reason": "Different workflows and different concerns; no shared code-path bug." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows; one changes SSH runner secrets handling, the other reviewer assignment checkout behavior." + "reason": "SSH runner changes vs assign-reviewers checkout ref; unrelated." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "SSH-runner hardening is unrelated to PR CI security-gate logic." + "reason": "Different workflow fixes; security hardening in SSH runner is not the same as PR CI gate logic." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and different security concerns; not the same fix." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46563", - "accept": false, - "reason": "Different workflow files and unrelated changes." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46716", - "accept": false, - "reason": "Different workflow files and unrelated changes." + "reason": "Unrelated workflow edits in different files and code paths." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files; one is anti-slop permissions, the other benchmark dispatch trigger." + "reason": "Different workflow files and behaviors; not the same fix." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and different behavior; not duplicates." + "reason": "Separate workflow updates with no shared underlying issue." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and unrelated CI tweaks." + "reason": "Different workflow maintenance changes; only broad similarity." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different files and different workflow concerns." + "reason": "Anti-slop permission placement vs PR CI security-gate logic; unrelated." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and separate CI updates." + "reason": "Different workflows and changes; not a duplicate fix." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and unrelated changes." + "reason": "Distinct workflow updates; no common bug/change." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different concrete changes." + "reason": "Unrelated workflow modifications in different files." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and distinct CI behavior changes." + "reason": "Benchmark dispatch logic vs build-image shell quoting; different problems." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and no shared concrete bug." + "reason": "Benchmark workflow trigger change is unrelated to PR CI security-gate checks." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and unrelated fixes." + "reason": "Build-image tag detection quoting vs PR CI security gate; different code paths." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows; one is build-image tagging, the other PR CI gate permissions." + "reason": "Different workflow fixes; no shared underlying issue." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different concrete changes: one adds security checks, the other adjusts permissions/approval flow." + "reason": "Same file, but different PR CI security-gate edits (checks vs permissions); not the same change." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file, but one changes executable security-gate logic while the other only adds explanatory comments." + "reason": "Same workflow file, but one adds checks and the other changes reusable-workflow comments/wiring." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Same workflow file, but different fixes: one changes gate logic, the other removes inherited secrets." + "reason": "Both touch the security-gate workflow, but they fix different aspects (checks vs secrets handling)." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file, but different changes: permissions/guard condition versus documentation comment." + "reason": "Same file, different edits; not the same underlying bug or change." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Same workflow file, but different concrete changes to the reusable workflow call." + "reason": "Permissions/approval logic vs secrets inheritance; distinct fixes." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "One is a comment-only clarification; the other changes secrets inheritance. Not the same fix." + "reason": "Different PR CI security-gate adjustments; not mergeable as one duplicate PR." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and different changes; not duplicates." + "reason": "Build-image shell handling vs PR CI reusable-workflow note; unrelated." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and unrelated changes." + "reason": "SSH-runner hardening vs PR CI reusable-workflow note; different code paths." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and unrelated changes." + "reason": "Build-image workflow quoting fix vs PR CI secrets change; unrelated." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and unrelated changes." + "reason": "SSH-runner hardening and PR CI secrets handling are separate changes." } ] }, @@ -26121,7 +25887,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26184,7 +25950,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26200,12 +25966,12 @@ "soft_pairs": [ "pull_request:46281|pull_request:46890" ], - "prepared_review_unit_hash": "0433c4cd12a70a1fe8ac748396c8f68e3f4158bab735a8726ebef6cf8caaf277", + "prepared_review_unit_hash": "e41f98c109b25148b1ff3c34c6d682ecf9d4656cbb5e5eaac73d2259d35c60df", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4280, + "serialized_chars": 4279, "estimated_input_tokens": 1070, "estimated_eval_tokens": 2396 }, @@ -26213,7 +25979,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4280, + "serialized_chars": 4279, "estimated_input_tokens": 1070, "estimated_eval_tokens": 2396 }, @@ -26222,18 +25988,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs that both harden path handling against traversal, but they target different code paths and different inputs: sharded checkpoint index filenames vs the `transformers_weights` config field. They are related security fixes, not duplicates.", - "confidence": 0.89, + "summary": "Two security-focused PRs, but they fix different path-traversal entry points: one in sharded checkpoint index loading, the other in `transformers_weights` filename resolution. They share a theme, not the same underlying bug.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46281 is the better cluster representative because it addresses the more specific checkpoint-shard file resolution path and directly validates index-derived filenames against directory escape.", + "canonical_pr_reason": "No canonical PR: the PRs target different code paths, different inputs, and different validation logic, so they are not duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR 46281 is the strongest standalone representative of the cluster theme: a concrete path-traversal fix in shard loading with a clear, narrowly-scoped code change.", + "best_pr_reason": "PR 46281 is the clearest representative of the cluster\u2019s theme because it directly hardens sharded-checkpoint loading against untrusted `weight_map` paths and adds a focused test.", "soft_edge_verdicts": [ { "left": "pull_request:46281", "right": "pull_request:46890", "accept": false, - "reason": "Both are path-traversal hardening PRs, but they fix different mechanisms in different loaders (`weight_map` shard filenames vs `transformers_weights` config). They do not look like the same underlying bug or a PR that could be merged into one change." + "reason": "Both are path-traversal hardening PRs, but they address different concrete bugs in different loaders (`get_checkpoint_shard_files` vs `_get_resolved_checkpoint_files`) and different source fields (`weight_map` vs `transformers_weights`). They are related in theme, not the same mergeable fix." } ] }, @@ -26247,7 +26013,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26263,7 +26029,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "d79b388ab23b97bec0ba17354356195ce5c2b7a757f740f722db1472a25670ef", + "prepared_review_unit_hash": "b85d007832412a0198d47cfbf633a72efb723e2573929dffdd48c9db7b770f37", "component_budget": { "node_count": 2, "item_count": 2, @@ -26285,18 +26051,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two unrelated pull requests: one fixes CodeLlama decode behavior removing real leading spaces, while the other fixes DeepSeek-Coder/DeepSeek-LLM checkpoint routing to the correct tokenizer class.", - "confidence": 0.99, + "summary": "These are two unrelated open PRs: one fixes CodeLlama decode-time stripping of real leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM being loaded with the wrong tokenizer class. They should not be clustered as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: the PRs address different model families and different code paths, so neither can stand in for the other.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "Neither PR is a good global best representative for the cluster because they are not variants of the same fix; each solves a separate tokenizer-loading bug.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different bugs and different code paths: 46574 changes CodeLlama tokenizer decoding in `tokenization_code_llama.py`, while 46580 changes auto-tokenizer checkpoint mapping in `tokenization_auto.py` for DeepSeek models. They are not the same underlying fix and would not be merged into one PR." + "reason": "Different underlying problems: CodeLlama decoder stripping on decode vs. DeepSeek checkpoint/tokenizer-class routing. They do not look mergeable into one PR." } ] }, @@ -26310,7 +26076,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26326,7 +26092,7 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "661f1e21191d284ac8230a5f38c2606ea782fba09184f37204de05c3a9a52154", + "prepared_review_unit_hash": "8e29d0dd48774fa7967515143dcf7d11298777d6756d25d875e89664c6b1fc7c", "component_budget": { "node_count": 2, "item_count": 2, @@ -26348,18 +26114,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are both about padding-mask handling, but they fix different bugs in different code paths: PR 46773 corrects a batch-size-1 masking guard in linear-attention model code, while PR 47087 changes recurrent masking utility behavior for cache/chunked continued forwards. They are related conceptually but not duplicates.", - "confidence": 0.95, + "summary": "These two PRs both touch masking logic, but they fix different bugs in different code paths: one is a batch-size-1 padding-mask condition in linear-attention model forwards, the other is recurrent-mask handling during continued forwards/chunked prefill. They are not duplicates and should not be merged.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47087 is the better representative of the cluster because it fixes the shared masking utility at the framework level and includes an explicit issue reference, while PR 46773 is a model-specific fast-path condition fix.", + "canonical_pr_reason": "PR #47087 is the stronger canonical PR candidate because it has an explicit issue target, a focused description of a single recurrent-mask bug, and its diff is centered in one utility path with supporting tests.", "best_issue_reason": null, - "best_pr_reason": "PR 47087 is the strongest standalone PR in this set because it addresses a broader reusable masking path, has clearer problem framing, and is more central than the model-specific fix in PR 46773.", + "best_pr_reason": "PR #47087 is the best representative of the cluster only in the sense that it is the more self-contained, explicitly scoped fix; however, it is still distinct from PR #46773 and should not be treated as the same change.", "soft_edge_verdicts": [ { "left": "pull_request:46773", "right": "pull_request:47087", "accept": false, - "reason": "Different underlying bugs: 46773 fixes a condition that skipped padding masking for batch size 1 in linear-attention model code, whereas 47087 fixes recurrent-mask creation during continued/cache forwards and single-token decode. They do not appear mergeable into one PR for the same concrete code-path problem." + "reason": "Both concern padding masks, but the concrete failures differ: #46773 fixes a batch-size-1 check in linear-attention model code, while #47087 fixes recurrent-layer masking on continued forwards via masking_utils. They would not plausibly be merged into one PR as the same bug fix." } ] }, @@ -26373,7 +26139,7 @@ { "label": "pull_request", "component_index": 30, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26391,12 +26157,12 @@ "pull_request:46781|pull_request:46993", "pull_request:46993|pull_request:46994" ], - "prepared_review_unit_hash": "1182ceb2c520f0b0f4134d33ba790ff0fb174ea061fe22ebb34dba23e6b2954d", + "prepared_review_unit_hash": "1d0b2d6edbace5379f045855db33668f0714970d22fc7e9ce92c004a69e280cb", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6603, + "serialized_chars": 6604, "estimated_input_tokens": 1651, "estimated_eval_tokens": 3558 }, @@ -26404,7 +26170,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6603, + "serialized_chars": 6604, "estimated_input_tokens": 1651, "estimated_eval_tokens": 3558 }, @@ -26413,24 +26179,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains three unrelated pull requests: one for QuantizedCache validation, one for prompt lookup decoding length capping, and one for empty-list validation in generation logits processing. They share only broad generation/theme similarity and should not be treated as duplicates.", - "confidence": 0.98, + "summary": "These three pull requests are all in generation/cache code, but they fix different bugs: cache layer validation, prompt lookup decoding length handling, and empty-list validation for logits processors. They should not be deduplicated into one change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: the three PRs target different code paths and bug classes, so there is no true duplicate representative among them.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No best PR for dedupe purposes; each PR is a separate, self-contained fix and none subsumes the others.", "soft_edge_verdicts": [ { "left": "pull_request:46781", "right": "pull_request:46993", "accept": false, - "reason": "Different code paths and bugs: cache layer-type validation vs prompt lookup decoding max_length handling. No plausible single merged fix." + "reason": "Different bugs and code paths: QuantizedCache layer-type validation vs. prompt lookup decoding max_length accounting." }, { "left": "pull_request:46993", "right": "pull_request:46994", "accept": false, - "reason": "Both are generation-related, but they fix unrelated validation/logic bugs in different modules (candidate generation vs logits processor validation)." + "reason": "Both are generation-related, but one fixes prompt lookup candidate truncation while the other tightens validation for empty bad_words_ids/sequence_bias inputs." } ] }, @@ -26444,70 +26210,7 @@ { "label": "pull_request", "component_index": 31, - "component_count": 34, - "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-47026-2", - "nodes": [ - "pull_request:47026", - "pull_request:47046" - ], - "soft_pairs": [ - "pull_request:47026|pull_request:47046" - ], - "prepared_review_unit_hash": "f48a065bc422c4ec5e6aa2960062dc82f69bade5fa35e169b23486ad215e600d", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4441, - "estimated_input_tokens": 1111, - "estimated_eval_tokens": 2478 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4441, - "estimated_input_tokens": 1111, - "estimated_eval_tokens": 2478 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "Two open xLSTM PRs target the same train-mode forward path in `modeling_xlstm.py` and the same tracking issue. PR 47046 appears to be the broader, more complete fix (it explicitly covers both `return_last_states=False` and `use_cache`), so it is the best representative for the cluster.", - "confidence": 0.71, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47046 is the more complete and likely superseding fix: it targets the same xLSTM train-mode crash path as 47026 but also covers `use_cache` and includes tests, making it the better canonical PR.", - "best_issue_reason": null, - "best_pr_reason": "PR 47046 is the strongest single PR to keep because it addresses the shared xLSTM train-mode failure mode more comprehensively than 47026.", - "soft_edge_verdicts": [ - { - "left": "pull_request:47026", - "right": "pull_request:47046", - "accept": true, - "reason": "Both PRs fix the same xLSTM train-mode code path in `modeling_xlstm.py` and share the same issue target; 47046 looks like a superset of the 47026 fix rather than a separate 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": 32, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26531,12 +26234,12 @@ "pull_request:47060|pull_request:47076", "pull_request:47074|pull_request:47076" ], - "prepared_review_unit_hash": "1851f642cbcf838d0dab29dfd1a2d8e2ee8d5dff1a6171bb6d33c9b2dec681b5", + "prepared_review_unit_hash": "6b69e2b13b7f825ffcb984f161ad72e47767f58a09f2eb60d1918709419ef1ab", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 6, - "serialized_chars": 12763, + "serialized_chars": 12764, "estimated_input_tokens": 3191, "estimated_eval_tokens": 6638 }, @@ -26544,7 +26247,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 6, - "serialized_chars": 12763, + "serialized_chars": 12764, "estimated_input_tokens": 3191, "estimated_eval_tokens": 6638 }, @@ -26553,48 +26256,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are thematically related around multimodal pipeline/processor handling, but they fix distinct bugs and changes rather than the same underlying issue. No soft edge is a true duplicate.", - "confidence": 0.93, + "summary": "Mostly unrelated multimodal-generation fixes across different pipelines/models. There is some thematic overlap in generation-kwarg plumbing, but no pair clearly looks like the same underlying bug/change; the closest is 47032 vs 47051, yet they still address different fixes.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "47051 is the broadest umbrella change in the shared multimodal pipeline codepath and most representative of the cluster, but it still addresses a different fix than the other PRs.", + "canonical_pr_reason": "No single PR cleanly subsumes the cluster; if a representative is needed, 47051 is the broadest pipeline-level change in the common multimodal-generation area.", "best_issue_reason": null, - "best_pr_reason": "47051 is the best single representative PR because it spans the shared pipeline plumbing touched by nearby PRs, even though the cluster does not contain a true duplicate set.", + "best_pr_reason": "47051 is the best anchor only in a thematic sense because it spans multimodal generation pipelines, but it is not a duplicate umbrella for the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:47032", "right": "pull_request:47051", "accept": false, - "reason": "Same area (image_text_to_text) but different bugs: stop_sequence behavior vs direct generation kwarg forwarding." + "reason": "Related image-text-to-text generation plumbing, but 47032 is a specific stop_sequence fix while 47051 is broader kwargs forwarding; not the same concrete bug." }, { "left": "pull_request:47051", "right": "pull_request:47074", "accept": false, - "reason": "Both touch AnyToAnyPipeline, but one forwards kwargs while the other normalizes input keys; separate code-path fixes." + "reason": "Both touch AnyToAnyPipeline, but one forwards generation kwargs and the other normalizes input keys; different code-path problems." }, { "left": "pull_request:47051", "right": "pull_request:47060", "accept": false, - "reason": "Different subsystems and bugs: multimodal pipeline kwarg plumbing vs Qwen Omni batched post-processing." + "reason": "Different subsystems and fixes: multimodal pipeline kwargs forwarding vs Qwen Omni batched post-processing." }, { "left": "pull_request:47060", "right": "pull_request:47074", "accept": false, - "reason": "Unrelated fixes: Qwen batched decoding behavior versus AnyToAnyPipeline input key normalization." + "reason": "Qwen Omni decoding bug versus AnyToAnyPipeline input-key normalization; unrelated concrete changes." }, { "left": "pull_request:47060", "right": "pull_request:47076", "accept": false, - "reason": "Different model families and failure modes: Qwen post-processing vs Gemma4 audio placeholder validation." + "reason": "Different models and failure modes: Qwen post-processing versus Gemma4 placeholder validation." }, { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "Both are multimodal, but they fix different problems in different components: pipeline input mapping vs processor placeholder consistency." + "reason": "Different pipeline/model areas and distinct bugs; only broad multimodal similarity, not a duplicate change." } ] }, @@ -26607,8 +26310,8 @@ }, { "label": "pull_request", - "component_index": 33, - "component_count": 34, + "component_index": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26624,12 +26327,12 @@ "soft_pairs": [ "pull_request:47105|pull_request:47129" ], - "prepared_review_unit_hash": "5e5adcdbccf9a97bd2f73884338dbc2150d095a5f5fcc19aaa4d3114bf3f9515", + "prepared_review_unit_hash": "2661c15230d6851013f935f92a5d1027acf6afdef297b8565c2268c09745a275", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4172, + "serialized_chars": 4171, "estimated_input_tokens": 1043, "estimated_eval_tokens": 2342 }, @@ -26637,7 +26340,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4172, + "serialized_chars": 4171, "estimated_input_tokens": 1043, "estimated_eval_tokens": 2342 }, @@ -26646,18 +26349,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated: one re-enables and adjusts a VITS model forward test, while the other updates an RT-DETR v2 weight-conversion script for changed model keys.", - "confidence": 0.99, + "summary": "These two pull requests are not duplicates: one re-enables a VITS model forward test, while the other updates the RT-DETR v2 weight converter for changed model key names. They touch different models, different code paths, and solve unrelated problems.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: the cluster contains two unrelated pull requests touching different models and different code paths.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good cluster representative for deduping because they address separate, non-overlapping changes; if forced, 47129 is slightly more self-contained, but it is not a duplicate of 47105.", + "best_pr_reason": "If a single representative is needed, PR #47129 is the stronger standalone change because it fixes an actual converter/code-path compatibility issue rather than only adjusting test expectations.", "soft_edge_verdicts": [ { "left": "pull_request:47105", "right": "pull_request:47129", "accept": false, - "reason": "Different artifacts and code paths: VITS test changes versus RT-DETR v2 converter fixes. They do not appear to be the same underlying bug or change." + "reason": "Different subsystems and bug types: VITS test re-enable/shape assertions vs RT-DETR v2 converter key mapping. They do not appear mergeable into one PR or to address the same underlying issue." } ] }, @@ -26670,8 +26373,8 @@ }, { "label": "pull_request", - "component_index": 34, - "component_count": 34, + "component_index": 33, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26679,63 +26382,85 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-47122-3", + "cluster_id": "cluster-47122-4", "nodes": [ "pull_request:47122", "pull_request:47123", - "pull_request:47124" + "pull_request:47124", + "pull_request:47150" ], "soft_pairs": [ "pull_request:47122|pull_request:47123", "pull_request:47122|pull_request:47124", - "pull_request:47123|pull_request:47124" + "pull_request:47122|pull_request:47150", + "pull_request:47123|pull_request:47124", + "pull_request:47123|pull_request:47150", + "pull_request:47124|pull_request:47150" ], - "prepared_review_unit_hash": "24d92246f23caefccd79e3d7932d01b4bcbff295a37656d4f67388169c1a40e3", + "prepared_review_unit_hash": "0356e660d12bcac6e74c1efdabb6c2bb591f24f6e0a4bae3b205bb1b5f0a76a5", "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 6618, - "estimated_input_tokens": 1655, - "estimated_eval_tokens": 3566 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 9332, + "estimated_input_tokens": 2333, + "estimated_eval_tokens": 4922 }, "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 6618, - "estimated_input_tokens": 1655, - "estimated_eval_tokens": 3566 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 9332, + "estimated_input_tokens": 2333, + "estimated_eval_tokens": 4922 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated pull requests fixing separate model-specific integration-test failures: EdgeTam runtime kwargs handling, MiniMax-M3-VL load/offload test setup, and Falcon-Mamba expected output updates. They are not duplicates of one another.", - "confidence": 0.96, + "summary": "These PRs are not duplicates of one another: they cover different models and different failure modes (Edgetam kwarg handling, MiniMax-M3-VL test loading, Falcon-Mamba expected outputs, and Whisper generation length handling). Only the Whisper and Edgetam items touch source code; the others are test-only fixes.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47122 is the best canonical PR because it contains the clearest concrete code-path fix: removing unsupported `original_sizes` before calling the EdgeTam backbone. The other PRs are test-only adjustments for different models and failure modes.", + "canonical_pr_reason": "PR 47150 is the strongest standalone change in the set: it fixes a concrete Whisper generation code path by updating max_length during conditioned decoding. The others are model-specific test adjustments or unrelated fixes.", "best_issue_reason": null, - "best_pr_reason": "PR 47122 is the strongest representative of the cluster because it fixes the underlying model implementation bug rather than only changing test harness expectations or loader setup.", + "best_pr_reason": "PR 47150 is the best representative of a real bug fix because it changes production code rather than test expectations or test setup, and it has a clear, self-contained behavior change.", "soft_edge_verdicts": [ { "left": "pull_request:47122", "right": "pull_request:47123", "accept": false, - "reason": "Different models and different failures: EdgeTam fixes unsupported `original_sizes` passed into the backbone, while MiniMax-M3-VL only adds an offload folder in a test loader. Not the same underlying bug or change." + "reason": "Different models and different problems: Edgetam is a runtime kwarg incompatibility in model code, while MiniMax-M3-VL is a test loading/offload setup issue." }, { "left": "pull_request:47122", "right": "pull_request:47124", "accept": false, - "reason": "EdgeTam runtime kwargs handling vs. Falcon-Mamba test expectation updates. They touch different code paths and failure types, so they are not duplicates." + "reason": "Edgetam fixes a source-code kwarg crash; Falcon-Mamba only updates expected test outputs. These are not the same underlying bug." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47150", + "accept": false, + "reason": "Both touch model code, but they are unrelated code paths in different models with different failure modes; not mergeable as one fix." }, { "left": "pull_request:47123", "right": "pull_request:47124", "accept": false, - "reason": "Both are test-related, but for different models and different issues: one addresses model loading/offloading, the other adjusts generation expectations. Not the same underlying fix." + "reason": "Both are test-only PRs, but one addresses loading/offload setup and the other changes generation expectations for a different model." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47150", + "accept": false, + "reason": "MiniMax-M3-VL test loading issue is unrelated to Whisper generation length logic." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47150", + "accept": false, + "reason": "Falcon-Mamba expected-output updates are not the same underlying bug as Whisper's max_length handling in generation." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 831c64f3b04d0ea8d934535c2c4bdb74b1d83f8d..da0eaec41f0d68654ef912ea73eae70450069ee4 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260708t000615z", + "analysis_id": "hybrid-model-20260708t060015z", "archived_artifacts": { - "hybrid": "snapshots/20260708T000615Z/analysis-runs/hybrid-model-20260708t000615z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260708T000615Z/analysis-runs/hybrid-model-20260708t000615z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260708T060015Z/analysis-runs/hybrid-model-20260708t060015z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260708T060015Z/analysis-runs/hybrid-model-20260708t060015z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-07-08T00:12:28Z", + "published_at": "2026-07-08T06:13:00Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260708T000615Z", + "snapshot_id": "20260708T060015Z", "variant": "hybrid" } diff --git a/snapshots/20260708T060015Z/analysis-runs/hybrid-model-20260708t060015z/analysis-report-hybrid.json b/snapshots/20260708T060015Z/analysis-runs/hybrid-model-20260708t060015z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..eb16bef0203264cb800f6da9100384a07294bb53 --- /dev/null +++ b/snapshots/20260708T060015Z/analysis-runs/hybrid-model-20260708t060015z/analysis-report-hybrid.json @@ -0,0 +1,2752 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260708T060015Z", + "generated_at": "2026-07-08T06:12:58Z", + "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-43451-4", + "summary": "Cluster of 4 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43451, + "issue_numbers": [], + "pr_numbers": [ + 43451, + 46196, + 47092, + 47096 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43451, + "right_pr_number": 46196, + "code_similarity": 0.172, + "size_similarity": 0.767, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.128, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43451, + "right_pr_number": 47092, + "code_similarity": 0.001, + "size_similarity": 0.002, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.003, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43451, + "right_pr_number": 47096, + "code_similarity": 0.036, + "size_similarity": 0.099, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.108, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46196, + "right_pr_number": 47092, + "code_similarity": 0.002, + "size_similarity": 0.002, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.011, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46196, + "right_pr_number": 47096, + "code_similarity": 0.045, + "size_similarity": 0.129, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.129, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47092, + "right_pr_number": 47096, + "code_similarity": 0.005, + "size_similarity": 0.019, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.011, + "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-46894-5", + "summary": "Cluster of 2 issues and 3 PRs centered on issue #46894.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 46894, + "canonical_pr_number": 46895, + "issue_numbers": [ + 46894, + 46897 + ], + "pr_numbers": [ + 46895, + 46958, + 47090 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46895, + "right_pr_number": 46958, + "code_similarity": 0.779, + "size_similarity": 0.915, + "file_overlap": 1.0, + "area_overlap": 0.5, + "patch_similarity": 0.81, + "shared_filenames": [ + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "tests/models/cohere_asr/test_modeling_cohere_asr.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "left_ranges": [ + [ + 637, + 650 + ] + ], + "right_ranges": [ + [ + 22, + 28 + ], + [ + 638, + 645 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 500, + 513 + ] + ], + "right_ranges": [ + [ + 16, + 22 + ], + [ + 501, + 508 + ] + ] + }, + { + "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", + "left_ranges": [ + [ + 35, + 41 + ], + [ + 176, + 214 + ] + ], + "right_ranges": [ + [ + 15, + 21 + ], + [ + 180, + 221 + ] + ] + } + ] + }, + { + "left_pr_number": 46895, + "right_pr_number": 47090, + "code_similarity": 0.819, + "size_similarity": 0.932, + "file_overlap": 1.0, + "area_overlap": 0.783, + "patch_similarity": 0.389, + "shared_filenames": [ + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "tests/models/cohere_asr/test_modeling_cohere_asr.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "left_ranges": [ + [ + 637, + 650 + ] + ], + "right_ranges": [ + [ + 637, + 649 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 500, + 513 + ] + ], + "right_ranges": [ + [ + 500, + 512 + ] + ] + }, + { + "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", + "left_ranges": [ + [ + 35, + 41 + ], + [ + 176, + 214 + ] + ], + "right_ranges": [ + [ + 175, + 222 + ] + ] + } + ] + }, + { + "left_pr_number": 46958, + "right_pr_number": 47090, + "code_similarity": 0.742, + "size_similarity": 0.852, + "file_overlap": 1.0, + "area_overlap": 0.611, + "patch_similarity": 0.387, + "shared_filenames": [ + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "tests/models/cohere_asr/test_modeling_cohere_asr.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "left_ranges": [ + [ + 22, + 28 + ], + [ + 638, + 645 + ] + ], + "right_ranges": [ + [ + 637, + 649 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 16, + 22 + ], + [ + 501, + 508 + ] + ], + "right_ranges": [ + [ + 500, + 512 + ] + ] + }, + { + "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", + "left_ranges": [ + [ + 15, + 21 + ], + [ + 180, + 221 + ] + ], + "right_ranges": [ + [ + 175, + 222 + ] + ] + } + ] + } + ] + }, + { + "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-46693-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46693.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 46693, + "canonical_pr_number": 47134, + "issue_numbers": [ + 46693 + ], + "pr_numbers": [ + 46696, + 47134 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 46696, + "right_pr_number": 47134, + "code_similarity": 0.464, + "size_similarity": 0.8, + "file_overlap": 1.0, + "area_overlap": 0.0, + "patch_similarity": 0.029, + "shared_filenames": [ + "src/transformers/modeling_flash_attention_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/modeling_flash_attention_utils.py", + "left_ranges": [ + [ + 667, + 692 + ] + ], + "right_ranges": [ + [ + 316, + 323 + ], + [ + 366, + 373 + ] + ] + } + ] + } + ] + }, + { + "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-46869-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46869.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 46869, + "canonical_pr_number": 46886, + "issue_numbers": [ + 46869 + ], + "pr_numbers": [ + 46886, + 46922 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 46886, + "right_pr_number": 46922, + "code_similarity": 0.711, + "size_similarity": 0.857, + "file_overlap": 1.0, + "area_overlap": 0.5, + "patch_similarity": 0.429, + "shared_filenames": [ + "src/transformers/models/yolos/modeling_yolos.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/yolos/modeling_yolos.py", + "left_ranges": [ + [ + 446, + 452 + ] + ], + "right_ranges": [ + [ + 434, + 440 + ], + [ + 446, + 452 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46159-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46159.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 46159, + "canonical_pr_number": 46174, + "issue_numbers": [ + 46159 + ], + "pr_numbers": [ + 46174, + 46780 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 46174, + "right_pr_number": 46780, + "code_similarity": 0.841, + "size_similarity": 0.87, + "file_overlap": 1.0, + "area_overlap": 0.767, + "patch_similarity": 0.657, + "shared_filenames": [ + "src/transformers/models/aimv2/modeling_aimv2.py", + "src/transformers/models/d_fine/modeling_d_fine.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "src/transformers/models/pp_doclayout_v2/modeling_pp_doclayout_v2.py", + "src/transformers/models/pp_doclayout_v3/modeling_pp_doclayout_v3.py", + "src/transformers/models/rt_detr/modeling_rt_detr.py", + "src/transformers/models/rt_detr_v2/modeling_rt_detr_v2.py", + "src/transformers/models/vit_mae/modeling_vit_mae.py", + "src/transformers/models/vit_mae/modular_vit_mae.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/aimv2/modeling_aimv2.py", + "left_ranges": [ + [ + 134, + 141 + ], + [ + 144, + 154 + ], + [ + 157, + 165 + ] + ], + "right_ranges": [ + [ + 134, + 140 + ], + [ + 143, + 153 + ], + [ + 156, + 162 + ] + ] + }, + { + "filename": "src/transformers/models/d_fine/modeling_d_fine.py", + "left_ranges": [ + [ + 631, + 638 + ], + [ + 641, + 651 + ], + [ + 654, + 662 + ] + ], + "right_ranges": [ + [ + 631, + 637 + ], + [ + 640, + 650 + ], + [ + 653, + 659 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/modeling_deimv2.py", + "left_ranges": [ + [ + 703, + 710 + ], + [ + 713, + 723 + ], + [ + 726, + 734 + ] + ], + "right_ranges": [ + [ + 703, + 709 + ], + [ + 712, + 722 + ], + [ + 725, + 731 + ] + ] + }, + { + "filename": "src/transformers/models/pp_doclayout_v2/modeling_pp_doclayout_v2.py", + "left_ranges": [ + [ + 1551, + 1558 + ], + [ + 1561, + 1571 + ], + [ + 1574, + 1582 + ] + ], + "right_ranges": [ + [ + 1551, + 1557 + ], + [ + 1560, + 1570 + ], + [ + 1573, + 1579 + ] + ] + }, + { + "filename": "src/transformers/models/pp_doclayout_v3/modeling_pp_doclayout_v3.py", + "left_ranges": [ + [ + 804, + 811 + ], + [ + 814, + 824 + ], + [ + 827, + 835 + ] + ], + "right_ranges": [ + [ + 804, + 810 + ], + [ + 813, + 823 + ], + [ + 826, + 832 + ] + ] + }, + { + "filename": "src/transformers/models/rt_detr/modeling_rt_detr.py", + "left_ranges": [ + [ + 847, + 854 + ], + [ + 857, + 867 + ], + [ + 870, + 878 + ] + ], + "right_ranges": [ + [ + 847, + 853 + ], + [ + 856, + 866 + ], + [ + 869, + 875 + ] + ] + }, + { + "filename": "src/transformers/models/rt_detr_v2/modeling_rt_detr_v2.py", + "left_ranges": [ + [ + 976, + 983 + ], + [ + 986, + 996 + ], + [ + 999, + 1007 + ] + ], + "right_ranges": [ + [ + 976, + 982 + ], + [ + 985, + 995 + ], + [ + 998, + 1004 + ] + ] + }, + { + "filename": "src/transformers/models/vit_mae/modeling_vit_mae.py", + "left_ranges": [ + [ + 152, + 159 + ], + [ + 162, + 172 + ], + [ + 175, + 183 + ] + ], + "right_ranges": [ + [ + 152, + 158 + ], + [ + 161, + 171 + ], + [ + 174, + 180 + ] + ] + }, + { + "filename": "src/transformers/models/vit_mae/modular_vit_mae.py", + "left_ranges": [ + [ + 62, + 69 + ], + [ + 72, + 82 + ], + [ + 85, + 93 + ] + ], + "right_ranges": [ + [ + 62, + 68 + ], + [ + 71, + 81 + ], + [ + 84, + 90 + ] + ] + } + ] + } + ] + }, + { + "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": 0.721, + "size_similarity": 0.973, + "file_overlap": 0.75, + "area_overlap": 0.563, + "patch_similarity": 0.696, + "shared_filenames": [ + "src/transformers/testing_utils.py", + "tests/utils/test_testing_utils.py", + "utils/notification_service.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/testing_utils.py", + "left_ranges": [ + [ + 3611, + 3618 + ], + [ + 3835, + 3869 + ] + ], + "right_ranges": [ + [ + 3525, + 3558 + ], + [ + 3782, + 3788 + ] + ] + }, + { + "filename": "tests/utils/test_testing_utils.py", + "left_ranges": [ + [ + 1, + 144 + ] + ], + "right_ranges": [ + [ + 1, + 114 + ] + ] + }, + { + "filename": "utils/notification_service.py", + "left_ranges": [ + [ + 935, + 967 + ] + ], + "right_ranges": [ + [ + 935, + 967 + ] + ] + } + ] + } + ] + }, + { + "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-46836-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46836, + "issue_numbers": [], + "pr_numbers": [ + 46836, + 47143 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46836, + "right_pr_number": 47143, + "code_similarity": 0.169, + "size_similarity": 0.48, + "file_overlap": 0.111, + "area_overlap": 0.0, + "patch_similarity": 0.266, + "shared_filenames": [ + "src/transformers/models/__init__.py", + "src/transformers/models/auto/auto_mappings.py", + "src/transformers/models/auto/modeling_auto.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/__init__.py", + "left_ranges": [ + [ + 452, + 458 + ] + ], + "right_ranges": [ + [ + 305, + 311 + ] + ] + }, + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 628, + 638 + ], + [ + 905, + 914 + ], + [ + 1112, + 1118 + ], + [ + 1238, + 1244 + ] + ], + "right_ranges": [ + [ + 412, + 418 + ], + [ + 975, + 981 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 501, + 507 + ], + [ + 1107, + 1113 + ] + ], + "right_ranges": [ + [ + 348, + 354 + ], + [ + 1960, + 1966 + ] + ] + } + ] + } + ] + }, + { + "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": [ + { + "cluster_id": "cluster-46894-5", + "canonical_issue_number": 46894, + "duplicate_issue_numbers": [ + 46897 + ], + "reason": "Issues in cluster-46894-5 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + } + ], + "duplicate_prs": [ + { + "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-43451-4", + "canonical_pr_number": 43451, + "duplicate_pr_numbers": [ + 46196, + 47092, + 47096 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43451-4 are treated as duplicates because they share soft_similarity 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-46159-3", + "canonical_pr_number": 46174, + "duplicate_pr_numbers": [ + 46780 + ], + "target_issue_number": 46159, + "reason": "PRs in cluster-46159-3 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." + }, + { + "cluster_id": "cluster-46693-3", + "canonical_pr_number": 47134, + "duplicate_pr_numbers": [ + 46696 + ], + "target_issue_number": 46693, + "reason": "PRs in cluster-46693-3 are treated as duplicates because they converge on issue #46693 with closing_reference evidence." + }, + { + "cluster_id": "cluster-46836-2", + "canonical_pr_number": 46836, + "duplicate_pr_numbers": [ + 47143 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46836-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46869-3", + "canonical_pr_number": 46886, + "duplicate_pr_numbers": [ + 46922 + ], + "target_issue_number": 46869, + "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46894-5", + "canonical_pr_number": 46895, + "duplicate_pr_numbers": [ + 46958, + 47090 + ], + "target_issue_number": 46894, + "reason": "PRs in cluster-46894-5 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-46894-5", + "issue_number": 46894, + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 5 artifacts, and carries 1 discussion comments plus 9 inbound references.", + "score": 161.0 + }, + "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/20260708T060015Z/analysis-runs/hybrid-model-20260708t060015z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260708T060015Z/analysis-runs/hybrid-model-20260708t060015z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..f84e6dcd1b759736293cf5c3c8ebb047287a138c --- /dev/null +++ b/snapshots/20260708T060015Z/analysis-runs/hybrid-model-20260708t060015z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,26475 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260708T060015Z", + "generated_at": "2026-07-08T06:12:58Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46515", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:35545|issue:36010", + "issue:44509|issue:44512", + "issue:44918|issue:46165", + "issue:46165|issue:46869", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:46165|issue:46468", + "issue:44560|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:44841|issue:46661", + "issue:43716|issue:46869", + "issue:24643|issue:30277", + "issue:34928|issue:44805", + "issue:45685|issue:46869", + "issue:45859|issue:45902", + "issue:34928|issue:36331", + "issue:43638|issue:45161", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:44292|issue:45237", + "issue:45874|issue:46294", + "issue:39290|issue:45081", + "issue:45800|issue:46515", + "issue:45823|issue:45874", + "issue:34928|issue:41720", + "issue:43425|issue:44292", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:45685", + "issue:45507|issue:45685", + "issue:44292|issue:44918", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805" + ], + "prepared_review_unit_hash": "659f863ec8c91cf3f47c0673ab1ea1c903f76d3d98935f689a7d811842787cc2", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 62, + "serialized_chars": 46282, + "estimated_input_tokens": 11571, + "estimated_eval_tokens": 23398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of transformer bugs and docs regressions. The clearest duplicate pair is the DeepSpeed ZeRO-3/BERT IndexError reports (43596/43638), and there is a plausible torch 2.4.1 compatibility duplicate pair (45800/46515). Most other pairs share only a broad subsystem and are not the same underlying bug.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 43596 is the clearest representative of a true duplicate group: 43638 reports the same DeepSpeed ZeRO-3/BERT IndexError with nearly the same failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "43596 is the strongest issue to keep as the cluster representative because it has the most concrete duplicate evidence and a clear, reproducible bug description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Qwen3.5 config attribute failure vs streaming chat/completions failure; different code paths and symptoms." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different bugs: GPT-OSS device-map failure on AMD GPUs versus an MPS histogram op limitation." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Both involve model/runtime mismatches, but one is a Mistral-3 dtype issue and the other is a GPT-OSS AMD GPU failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch for Phi-tiny-MoE is not the same bug as GPT-OSS failing on AMD GPUs." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated failures: GPT-OSS on AMD GPUs versus a broken Nemotron example." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "GPT-OSS device-map/GPU issue and GraniteMoEHybrid invalid-method issue are different concrete problems." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed ZeRO-3 collective mismatch on Jamba is unrelated to ModernBERT ONNX export failure." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export error and Qwen3Moe FP8 config failure are distinct issues." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ModernBERT export failure is unrelated to Qwen3 auto device mapping CUDA assert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA runtime crash and outdated RAG docs are different issue types and different problems." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Export-time ModernBERT failure does not match the GenerationMixin import regression." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanups for v5 removals, but they target different removed references and are not the same change." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL SFT embedding unpacking bug is unrelated to resuming training with trust_remote_code." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Resume-training/remote-code issue is different from YOLO multi-GPU device-map auto failure." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask shape mismatch and Gemma4 device mismatch are different runtime errors." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexErrors, but one is ZeRO-3/BERT loading and the other is a mask/tensor shape mismatch; not the same bug." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3/BERT IndexError is unrelated to the model-resume/trust_remote_code issue." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different failure modes: ZeRO-3/BERT loading IndexError versus mask shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask shape mismatch is unrelated to Qwen3.5 video token/feature mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Generic tensor shape mismatch and GPT-OSS MoE tensor-parallel issue are not the same underlying bug." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset issue is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve distributed training, but the errors and models differ (collective mismatch vs ZeRO-3/BERT IndexError)." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3/BERT IndexError during loading/training; essentially the same concrete bug." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy call issue is unrelated to GPT-OSS tensor-parallel behavior." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Incorrect detokenization and LoRA merge/save mismatch are different problems." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to LoRA weight merge/save inconsistency." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to remote-code model_class/config_class import behavior." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Mistral-3 preprocessing dtype mismatch is unrelated to YOLO multi-GPU device-map auto failure." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed training weight-shape error and collective mismatch are different distributed-training bugs." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP activation-checkpointing recompute mismatch is not the same as a mask shape IndexError." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram operator limitation is unrelated to YOLO multi-GPU device-map auto." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Both mention Qwen3_5MoeTextRotaryEmbedding, but one is CPU offload compatibility and the other is uninitialized-memory materialization; not clearly the same bug." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing/FSDP recompute mismatch is unrelated to the CustomTrainer compute_loss signature regression." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3/BERT IndexError and GPT-OSS only-TP issue are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3/BERT loading IndexError is unrelated to GPT-OSS tensor-parallel behavior." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different models and failures: Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid method." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and GPT-OSS on AMD GPUs are different issues." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 inputs_embeds reverse-lookup issue is unrelated to Qwen3.5 video chat-template mismatch." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3TextConfig sliding_window_pattern regression is unrelated to the Mistral tokenizer regex crash." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both describe the same torch 2.4.1 compatibility regression; the second title is just a more generic restatement." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device mismatch in forward is unrelated to Gemma4 reverse embedding lookup cost." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and Qwen3 auto-device-map CUDA assert are different bugs." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but one is about removed pipeline tasks and the other about the removed transformers run command." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Phi-tiny-MoE autocast dtype mismatch is not the same as the MPS histogram int limitation." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy being called and Qwen3.5 embedding unpacking under TRL are different issues." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Distributed collective mismatch and trainer compute_loss kwarg mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing mismatch is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS GPU failure and outdated RAG docs are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy invocation and generic mask shape mismatch are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the conservative duplicate call on 43596/43638 is well supported by the titles and descriptions. The 45800/46515 pair is presented as only plausible, which is appropriately cautious. I did not see any soft-edge verdicts that overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 2, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869" + ], + "soft_pairs": [ + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:43866|issue:46402", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:43975|issue:46015", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43872|issue:46304", + "issue:44292|issue:46015", + "issue:43866|issue:44863", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:45507|issue:46869", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "96fa9a6bbbd16c2a6aa5c003ddd9c7dc41d3589cf26fc3cbb34154d5a659ef7e", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40047, + "estimated_input_tokens": 10012, + "estimated_eval_tokens": 20280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated Transformers regressions and model-loading/runtime compatibility bugs. The only clear duplicate-style pairs are the ZeRO-3 loading IndexError reports and the v5 AutoTokenizer token-ID regression reports.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45020 is the best umbrella candidate: it is the broadest, most central regression report and naturally covers several nearby v5 / model-loading breakages, especially remote-code compatibility.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the strongest global representative because it captures a broad, user-facing Transformers regression pattern rather than a single model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version-compatibility complaints, but they describe different failure modes and environments, not the same concrete bug." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "vLLM/Gemma3 loading failure vs PyTorch USE_DISTRIBUTED=0 breakage are different code paths and not the same underlying issue." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different models and different loading failures; one is a corrupted checkpoint report, the other is missing text-encoder weights." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both report the same ZeRO-3 loading IndexError pattern: index 0 out of bounds with size 0 during model initialization/loading." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 sliding_window_pattern error with vLLM and Qwen3 auto device-map cuda assert are unrelated failures." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are documentation-related, but they concern different docs changes and not the same underlying bug or change." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is a separate runtime issue from the distributed-build compatibility problem." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU execution failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy behavior and Qwen3-vl video StopIteration are different subsystems and symptoms." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both are model-specific forward/template failures, but they are not the same bug or even the same modality." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Incorrect detokenization and outdated RAG examples are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 PLE device mismatch are different issues." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption is not the same as NVFP4/ModelOpt compatibility." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and outdated RAG docs are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 compatibility are both broad regressions, but they are different concrete bugs." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same v5 AutoTokenizer regression family: wrong token IDs across multiple models, with the same underlying tokenizer code path." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility is a different dependency issue from the PyTorch distributed support breakage." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and RAG docs are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "A corrupted checkpoint report and a model implementation not loading checkpoints are not the same bug." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding window / Qwen3-related behavior, but one is a Gemma3/vLLM config attribute error and the other is a Qwen3-MoE sliding_window issue." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexError reports, but one is a mask-length mismatch and the other is a size-0 access during ZeRO-3 loading; not the same failure." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading/runtime failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7 unit-test loading failure and Ovis2 checkpoint corruption are different model-specific problems." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 incompatibility and a pydantic PretrainedConfig regression are separate compatibility issues." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Incorrect detokenization and table QA crash do not share the same underlying bug." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading failure and the PretrainedConfig pydantic regression are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5 chat-related, but one is a crash in transformers chat and the other is a streaming inference API failure; not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "They are both loading/compatibility failures, but the reported errors and environments are different." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Grouped_mm tracing errors and YOLO multi-GPU device-map issues are different runtime paths." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 model execution and table QA crash are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3/vLLM config attribute error and Gemma4 device mismatch are different model/version problems." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming inference failure and MPS histogram not implemented are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Importing GenerationMixin and Gemma3TextConfig sliding_window_pattern are different API breakages." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error and MPS histogram implementation error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing error and autocast dtype mismatch are different model execution bugs." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and non-template-node compilation error do not share the same code path." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call and YOLO multi-GPU auto device-map failure are not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug in Mistral3 and Ovis2 checkpoint corruption are different issues." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexError reports, but one is a mask shape mismatch and the other is ZeRO-3 size-0 loading; not the same underlying defect." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Fallback blocking for flash-attn2 and remote-code model_class.config_class errors are different compatibility problems." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx and a pydantic PretrainedConfig regression are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/PyTorch compatibility and Gemma4 device-map mismatch are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The umbrella choice of issue:45020 is defensible as the broadest regression report in the set, and the summary does not overclaim duplication. The two accepted soft-edge pairs (41762/43596 and 45812/45920) are reasonable same-bug families, while the other pair verdicts stay appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 3, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44387|issue:45005", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:46468|issue:46869", + "issue:45759|issue:45902", + "issue:43596|issue:46165", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:42915|issue:45399", + "issue:43404|issue:45005", + "issue:44360|issue:44512", + "issue:43873|issue:45005", + "issue:44492|issue:44512", + "issue:44530|issue:45005", + "issue:44918|issue:45507", + "issue:45183|issue:46463", + "issue:44863|issue:45005" + ], + "prepared_review_unit_hash": "27f5f4b226568e380405d2ed4b68bdb2e621c10dcaabf3fa3cf231bed1d27cf5", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36246, + "estimated_input_tokens": 9062, + "estimated_eval_tokens": 18380 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set, with one clear validation/error-message cluster and one additional soft duplicate pair around the same mask/tensor shape-mismatch IndexError title pattern. No PRs are present.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45183 is the best canonical issue for the validation/error-message subcluster because it states the underlying XOR input-validation problem broadly, and issue:46463 is a concrete T5-family manifestation of that bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45183 is the strongest representative issue in the packet because it describes the root validation bug at a higher level than the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different problems: PaddleOCR-VL loading/version incompatibility vs GGUF gpt-oss architecture support." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "They both involve IndexError-style failures, but the titles point to different concrete contexts and do not justify merging as the same bug." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both mention MoE, but one is a torch-dynamo grouped_mm tracing failure and the other is tensor-parallel support; not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and streaming chat/completions inference failure are different failure modes." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Unsupported GGUF architecture support is unrelated to Qwen3.5 streaming inference." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 quantization OOM is not the same as tied-weights behavior on translation models." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights argument handling and pydantic PretrainedConfig field regression are separate issues." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the pydantic model field breakage." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "They are both shape/index errors, but the available titles only suggest different model/setup contexts; not enough to treat as the same bug." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Image-preprocessor dtype mismatch is not the same as video-feature/token mismatch in chat templating." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model breakage and torch/transformers version incompatibility are different failure modes." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Related video-input area, but the broader v5.3.0 regression and the specific apply_chat_template token mismatch are not clearly the same concrete bug." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both involve siglip2 quality, but one is degraded text embeddings and the other is bad AutoModel/pipeline outputs." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Official Nemotron example failure is unrelated to YOLO multi-GPU device-map issues." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite config unwrapping and uninitialized-memory rotary embedding issues are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different root causes: ZeRO-3 initialization index error vs resume/trust_remote_code loading issue." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 integration and remote-code config_class attribute errors are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different modalities and code paths: image preprocessing dtype mismatch vs SFT trainer embedding unpacking." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape runtime error is unrelated to the Qwen3.5/TRl embedding unpacking failure." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model notebook initialization and flash-attn fallback gating are separate regressions." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss and a GLM5 issue do not look like the same bug." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both touch remote code/custom modules, but one is a cache-path collision and the other is wrong-module loading after save_pretrained." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure and flash-attn fallback blocking are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 is not the same as translation-model tied-weights issues in v5." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer bug and a documentation typo are clearly unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading memory behavior is unrelated to tied weights on translation models." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache strategy typo and removed run-command docs are different documentation issues." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights translation model regressions." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid-method calls are different model bugs." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Same validation/error-message bug: 46463 is a T5-family-specific manifestation of the broader XOR input validation problem." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading is unrelated to translation-model tied weights." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Mostly grounded, but at least one soft-edge verdict is too strong for the evidence available. The rejection of issue:41093 vs issue:44805 is not well supported by the packet: their titles are near-identical mask/tensor shape-mismatch IndexErrors, so saying they are definitely different code paths/symptoms overstates what can be inferred from titles alone. Because the evaluator requires conservative soft-edge calls, I can\u2019t accept this as-is." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 4, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43975|issue:44292", + "issue:46489|issue:46491", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:43644|issue:43950", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43828|issue:44928", + "issue:43054|issue:45701", + "issue:45920|issue:46489", + "issue:38175|issue:43054", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:44403|issue:44451", + "issue:41553|issue:43883", + "issue:24643|issue:28530", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:45685|issue:45823", + "issue:43782|issue:44960" + ], + "prepared_review_unit_hash": "f192c0583c79d9d96e90120289545070d24f02502ce4690f9369c69a177a904e", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36904, + "estimated_input_tokens": 9226, + "estimated_eval_tokens": 18708 + }, + "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, but it does contain a small tight duplicate set around the v5 non-persistent buffer regression and another around StaticCache.get_seq_length(). Most other soft pairs are only broadly related by model family or subsystem and should not be merged.", + "confidence": 0.8, + "canonical_issue_reason": "Issue #43950 is the clearest representative of the non-persistent buffer corruption regression and has the strongest near-duplicate neighborhood (#43644, #44534, #45902).", + "canonical_pr_reason": null, + "best_issue_reason": "#43950 best captures the core bug theme in this cluster and is the most useful anchor for the duplicate subcluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different failures; tokenizer bug vs Qwen NVFP4 load/runtime error." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and describe different symptoms." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Same SigLIP2 family, but one is a docs/example failure and the other is a quality/discrepancy report." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying v5 regression: non-persistent buffers are corrupted/fill with junk during load." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer compute_loss kwarg mismatch vs Gemma3 DeepSpeed ZeRO-3 loading error; unrelated bugs." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Both report the same non-persistent buffer corruption regression in Transformers 5.x." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/storage incompatibilities; not the same concrete bug." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized vision/audio embedder dtype-cast bug; #46932 is the fix-side duplicate." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different Qwen3.5 failures: autocast dtype mismatch vs flash-attn crash from 3D position_ids handling." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "One is a model-quality complaint, the other is a broad tokenization-version regression; too different." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Broad tokenizer regression vs a specific DeepSeek-Coder symptom; not enough evidence of one concrete bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but the reported failures are different enough to treat separately." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same StaticCache.get_seq_length contract bug; one report is shape-(1,) tensor, the other device-tensor arithmetic breakage." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same non-persistent buffer/materialization regression; #45902 is a model-specific manifestation." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but one is a quality complaint and the other is a HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different code paths: flash-attn packed-sequence crash vs CPU offload incompatibility in rotary embedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different problems: gradient checkpointing ineffective vs int4 quantization memory/OOM regression." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different model and failure mode; Gemma4 FSDP2 key error is unrelated to Qwen3_5Moe buffer init." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic load noise vs a specific model load failure; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error message vs missing all_tied_weights_keys attribute; unrelated." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed training weight-shape error vs early-stopping metric lookup; unrelated issues." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug vs import_utils KeyError on Python 3.13; different layers entirely." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "A generic loading-noise report vs a specific model loading failure; not the same underlying bug." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote_code, but #45020 is too broad to confirm the same concrete bug from the title alone." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpointing issue vs Qwen3 MoE memory issue; same broad training area, different bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different models and exceptions; Gemma3 ZeRO-3 load error vs Qwen3 MoE FP8 failure." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure vs flash-attn fallback gating; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for a missing model class vs bitsandbytes Int8Params kwarg incompatibility." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram int error vs Gemma4 PLE device mismatch; not the same bug." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only load error vs GLM5 issue; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The canonical issue choice (#43950) is supported by the issue titles and the nearby duplicate-like pairs around non-persistent buffers. The summary appropriately labels most of the cluster as unrelated and does not overclaim. The accepted soft-edge pairs are all plausibly the same concrete bug or a fix-side duplicate, and the rejections are phrased cautiously." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 5, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45588", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45081|issue:45399", + "issue:41553|issue:43881", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:42491|issue:44368", + "issue:43881|issue:43883", + "issue:45715|issue:46315", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:43872|issue:44291", + "issue:43827|issue:44509", + "issue:45488|issue:46489", + "issue:45020|issue:46661", + "issue:43404|issue:43950", + "issue:46894|issue:46897", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:24643|issue:30064", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:41553|issue:44991" + ], + "prepared_review_unit_hash": "d563786ca38cd85aa8b56ba5c9c1a598dfd4c884210a10a3bb99be33ad052d3e", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 36179, + "estimated_input_tokens": 9045, + "estimated_eval_tokens": 18346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issues, with a few clear duplicate-like pairs around docs cleanup, DeepSpeed/Qwen3 weight loading, video-input regressions, and a training-loss double-shift bug.", + "confidence": 0.56, + "canonical_issue_reason": "Issue 45020 is the broadest, most representative bug report in the set: a recent-version regression affecting remote_code model loading, which is a central infrastructure-style issue rather than a narrow model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best global issue candidate because it captures the widest user-facing regression scope and is more general than the other model- or docs-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Both touch attention-related code, but one is a tokenizer regex crash and the other is a flash-attn fallback gating issue; different failures and code paths." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and different symptoms: bad AutoTokenizer error messaging for Voxtral vs a GLM-4v loading failure." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code loading regressions and device-map forward mismatches are different bugs." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping edge case vs broad remote_code regression; related area, but not the same concrete bug." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Both are runtime mismatches, but dtype autocast failure and device placement failure are distinct code paths." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "General remote_code breakage and a specific Kimi tokenizer codec regression are not the same issue." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both involve Qwen3/LoRA, but one is a loading incompatibility and the other is a warning about tie_word_embeddings; not the same bug." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model classes and different missing attributes; no shared concrete failure." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance complaints, but one is convert_ids_to_tokens and the other is convert_tokens_to_ids; not the same bug." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes constructor incompatibility vs YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite-config unwrapping issue vs remote-code model_class/config_class AttributeError are different problems." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Both mention _is_hf_initialized, but one is bitsandbytes Int8Params incompatibility and the other is init_empty_weights model loading; not the same concrete path." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report docs still referencing removed pipeline tasks after v5; same docs cleanup regression." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizer behavior in DeepSeek-family models, but one is a tokenizer pre-tokenizer override bug and the other is an output regression from a different fix gap." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both involve remote-code models, but one is a broad version regression and the other is a specific missing config_class attribute." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head tying and non-persistent buffer corruption are unrelated model-state bugs." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "These are the same training-loss double-shift bug pattern reported on different model families; likely one underlying loss-shift issue." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper failing to run and a specific fbank feature-extraction issue may be related, but the reports do not identify the same concrete bug clearly enough." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both mention DeepSpeed and Qwen3, but one is missing weight conversion and the other is incorrect gradient averaging; distinct failures." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing ineffective in PEFT LoRA and a missing supports_gradient_checkpointing flag are different bugs." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "CustomTrainer signature mismatch and mask/tensor shape mismatch are unrelated." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Both are DeepSpeed ZeRO-3 weight-loading failures on Qwen3-family models; same underlying loading path appears broken." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for unrelated architectures." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion from position_ids/SDPA behavior is unrelated to a flash-attention AttributeError." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-shape error and segmentation-map preprocessing failure are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both describe video-input regressions in the Qwen3/Qwen3.5 visual model family in v5.3.x, pointing to the same video-processing path." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Same error text pattern, but they are separate reports and no shared concrete bug is established from the titles alone." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Bad AutoTokenizer messaging for Voxtral and tokenizer-loading failure for est-roberta are different model-specific issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are mostly conservative. The accepted pairs are reasonably supported by the titles and descriptions (docs cleanup, Qwen3-family ZeRO-3 loading failures, training-loss double-shift, and video regressions), while the rejections avoid overclaiming equivalence across distinct failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 6, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45672", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46468", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:46899" + ], + "soft_pairs": [ + "issue:43716|issue:46468", + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:43366|issue:43828", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:41553|issue:44488", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:44155|issue:45584", + "issue:45663|issue:45823", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:43716|issue:44560", + "issue:43950|issue:45834", + "issue:42617|issue:43366", + "issue:43645|issue:43646", + "issue:44560|issue:45685", + "issue:44910|issue:46858", + "issue:36010|issue:42915", + "issue:43550|issue:44910", + "issue:44560|issue:44918", + "issue:44683|issue:46515", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:44877|issue:45030", + "issue:45672|issue:46899", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:42491|issue:43720" + ], + "prepared_review_unit_hash": "60d26409202691979d72d0ab26fc52f17b8f660bbf5c8b6531630c2a0040d1e4", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38045, + "estimated_input_tokens": 9512, + "estimated_eval_tokens": 19280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of distinct Transformers bug reports. I only accepted a few soft edges that look like true duplicate reports of the same underlying regression; the rest are too model- or codepath-specific to merge safely.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43646 is the broadest representative of the strongest duplicate family here: it describes the general custom model initialization regression, while issue:43645 is a notebook-specific variant of the same breakage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best overall issue anchor because it is the most general and reusable statement of the custom-model-init regression, making it the clearest canonical representative among the mixed reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different models and failures: Mistral-3 image-preprocessor dtype mismatch vs Nemotron example breakage." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Both are loading-related, but one is a Qwen3.5 cache/attention crash and the other is NemotronH checkpoint loading." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and symptoms: NemotronH checkpoint loading vs Sam3Model text-encoder weights missing." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated bugs: GGUF gpt-oss support vs Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different requests: GGUF architecture support vs a Qwen3-MoE sliding_window behavior issue." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "IndexError in BertModel under ZeRO-3 is unrelated to a generic torch 2.4.1 incompatibility report." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different Qwen variants and different bugs: rope-index scaling vs uninitialized rotary frequency after meta materialization." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer/loading complaints, but they target different models and different failure modes." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "No shared codepath: GGUF support request vs missing Float8 storage object error." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "ZeRO-3/BertModel IndexError is not the same issue as a torch version incompatibility report." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different subsystems: AudioFlamingo3 batched inference leakage vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but different codepaths: FSDP2 shared_kv_state rebuilding vs device_map auto device mismatch." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3-MoE FP8 config failure is unrelated to meta-device loading regressions." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for Qwen2.5-VL class is a different problem from meta-device loading breakage." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different models and failures: Mistral-3 dtype mismatch vs Qwen3-vl-embedding StopIteration." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption from from_pretrained is unrelated to Kosmos2.5 long-ocr indexing." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py execution failure and GGUF gpt-oss support are unrelated issues." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying regression: custom model initialization broke in Transformers 5.0.0; 43645 is the Jupyter-notebook-specific manifestation of 43646." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different models and causes: Qwen3-vl StopIteration vs MPS histogram not implemented for Int." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both involve sequence/cache handling, but one is a flash-attention packed-sequence misread and the other is a device-tensor slice-arithmetic bug." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin and Qwen3-MoE FP8 failures are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and failure modes: Bamba-9B-v2 torch.compile/SDPA vs Qwen3.5 flash-attention position_ids handling." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both touch Qwen3.5/VL-ish flows, but one is a video StopIteration error and the other is SFT unpacking embeddings." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Compiled flex_attention on torch >= 2.9 is a separate compatibility bug from a torch 2.4.1 incompatibility report." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families: Granite vs DeepSeek-Coder." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device mismatch under device_map=auto is unrelated to a generic torch version incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping/new-model registration failure is unrelated to Gemma4 PLE device placement." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different model families and distinct shape errors; no shared underlying bug." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 regression on the same model: one reports zero probabilities, the other nonsensical outputs via AutoModel/pipeline." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Strict config validation for granite_speech and glm4v config validation are different config-schema issues." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 4-bit multimodal quantization bug family; 46899 broadens the unsafe dtype-cast problem first reported in 45672." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "ZeRO-3/BertModel initialization crash is unrelated to the TOKENIZER_MAPPING_NAMES add-new-model-like failure." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different root causes: BertModel ZeRO-3 IndexError vs tokenizer-mapping registration logic." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Both mention Qwen3-MoE/loading, but one is a LoRA compatibility issue and the other is BitNet packed-weight loading during accelerate init." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is conservative and grounded in the packet. The canonical issue choice of issue:43646 is well-supported by the title/body overlap with issue:43645, and the accepted soft edges (38175\u219443994, 43645\u219443646, 45672\u219446899) look like plausible same-bug variants rather than overreaches. The rejected pairs are also explained in a model- and symptom-specific way without overstating equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 7, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45812", + "issue:45834", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:43632|issue:45834", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:44863|issue:46846", + "issue:46459|issue:46512", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:43644|issue:43645", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:44488|issue:44991", + "issue:43856|issue:43873", + "issue:42491|issue:45292", + "issue:43854|issue:43931", + "issue:43856|issue:44387", + "issue:42491|issue:45335", + "issue:43708|issue:44075", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:46897|issue:46901", + "issue:45276|issue:45335", + "issue:45488|issue:45812", + "issue:45362|issue:45406" + ], + "prepared_review_unit_hash": "c0ac081f089111e3c6e12bb404a58d820d1e689543b62f34d86eb82f28baf209", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36521, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly unrelated issues with a few true duplicate pairs. The clearest duplicates are the Transformers v5 non-persistent-buffer regression and the SigLIP2 model/processor regression; most other soft matches are only broad symptom similarity and should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43644 is the cleanest canonical anchor: it describes a concrete Transformers v5 regression directly, and issue:44534 reads like a near-verbatim repeat of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best representative issue overall because it is specific, actionable, and has the strongest duplicate evidence among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different subsystems and failures: `_is_hf_initialized` regression vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated bugs: tokenizer-mapping registration failure vs a mask/tensor shape mismatch." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory/loading problems, but one is dequantized offload loading and the other is mmap on Strix Halo OOM." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but different reported problems: zero probabilities vs doc-example/model-processor mismatch and quantization issues." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same Transformers v5 non-persistent-buffer corruption regression; the titles are effectively describing the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen3 failures: auto device mapping assert vs FineGrainedFP8Config behavior." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated: Qwen3 MoE FP8 failure vs mmap/OOM workaround on a different platform." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Both involve Qwen3/Gemma-style model loading, but the concrete bugs differ: LoRA compatibility vs resize_token_embeddings propagation." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but they concern different model repos and no shared concrete failure is shown." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes: GLM5 issue vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "Different problems: checkpoint loading failure vs missing tensor-parallel plan entries causing OOM/shape errors." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both mention dtype, but one is loading composite checkpoints and the other is from_config dtype bookkeeping." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 regressions: ZeRO-3 weight loading vs save_pretrained key serialization." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different model-specific errors with no clear shared code path." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Related to Transformers v5 notebook/custom-model behavior, but one is buffer initialization and the other is Jupyter custom-model initialization." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 base-patch16-224 regression: both report nonsense outputs from AutoModel/pipeline and point to the same model/processor mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and bugs: Qwen3 MoE conversion with accelerate+deepspeed vs GLM-4.7-Flash loading in tests." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but the affected models and concrete breakages are different." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Different issues: Qwen3 MoE training memory usage vs quantization offloading behavior." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different symptoms and scopes: LoRA compatibility for qwen3_moe vs a resize_token_embeddings propagation bug." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures for different model families." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is training memory efficiency and the other is int4 quantization reserved-memory OOM." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different issues: LoRA/qwen3_moe compatibility vs t5gemma embedding resize propagation." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume math is unrelated to SGD optimizer arguments being ignored." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different model and lifecycle bug: GLM5 issue vs quantized save/load breakage." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both concern loading/saving internals, but extra_state handling and `_is_hf_initialized` argument errors are distinct bugs." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Same broad 'double-shift' pattern, but they are model-specific training bugs and not clearly the same code path." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Similar resize_token_embeddings symptom, but different model implementations and different embedding targets make this too broad to merge." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and show different concrete failures." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different model/application failures: Qwen3.5 chat crash vs Gemma4 processor attribute error." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the verdicts are conservative overall. The two accepted duplicate pairs are strongly supported by title-level evidence (43644/44534 exact same Transformers v5 buffer bug, and 39692/43994 same SigLIP2 regression family), while the other soft matches are appropriately kept separate despite superficial similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 8, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44479", + "issue:44488", + "issue:44589", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829" + ], + "soft_pairs": [ + "issue:44910|issue:45588", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:41720|issue:44155", + "issue:44291|issue:44756", + "issue:45663|issue:45759", + "issue:42947|issue:45704", + "issue:43404|issue:43454", + "issue:43873|issue:44387", + "issue:44079|issue:46829", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:42947|issue:43381", + "issue:36010|issue:39404", + "issue:43957|issue:44756", + "issue:44155|issue:45823", + "issue:44387|issue:44756", + "issue:43335|issue:45663", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:42175|issue:43957", + "issue:44589|issue:44756" + ], + "prepared_review_unit_hash": "ef754ba92cdff1f4d822865b5c4ff97a7b3d19c34344daa888b261aa09fdf325", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37383, + "estimated_input_tokens": 9346, + "estimated_eval_tokens": 18948 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated issues that happen to share broad subsystem keywords. The only strong duplicate pair is the Gemma4 resize_token_embeddings reports; the rest should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45276 is the most complete and specific report for the resize_token_embeddings bug, covering Gemma4 and both embed_tokens_per_layer/output_embeddings propagation failures.", + "canonical_pr_reason": null, + "best_issue_reason": "45276 is the best canonical issue because it most clearly describes the underlying bug and the affected Gemma4-specific code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash_attention, but one is a Qwen3.5 position_ids/packed-sequence crash and the other is an s_aux=None AttributeError for sink-less models; different failure modes." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device loading failures are separate issues with different triggers and code paths." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both mention model loading/tokenizer problems, but one is about tokenizer vocab bounds and the other is a specific model load failure; not enough evidence of the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "A SigLIP2 documentation example bug and a GLM5 model issue are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and AudioFlamingo3 batched inference token leakage are unrelated bugs." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected init_empty_weights argument handling and mmap-related OOM on Strix Halo are different problems." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen multimodal text_config unwrapping are distinct implementation issues." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with LoRA and an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both concern lm_head tying, but they affect different model families and there is no clear shared code-path defect." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are quantization/memory complaints, but one is offloading behavior and the other is increased reserved memory leading to OOM; too broad to merge." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "These are separate output-object field bugs in different classes; they are not the same underlying issue." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 KeyError and Qwen3_5Moe CPU-offload rotary embedding incompatibility are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization formats, different models, and different symptoms; not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "One is LoRA checkpointing inefficiency, the other is checkpointing disallowed in eval mode; different problems." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language regression are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device model loading breakage and disabling mmap for OOM are not the same underlying issue." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched inference leakage and Gemma4 device-map mismatch are different bugs." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory, but int4 quantization OOM and Strix Halo mmap OOM are different root causes." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer creation bug in SwitchTransformers and Gemma4 FSDP2 attention state rebuild are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and a broken official Nemotron example may be related by model family, but the reports describe different failures and are not clearly the same bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Both report the same resize_token_embeddings propagation bug; 45276 is the more detailed Gemma4-specific version and 45292 is the generic duplicate." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression across Qwen models and strict Granite Speech config loading are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and Qwen3.5 RLHF NaN explosion are different issues." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling and mmap-induced OOM are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE marker handling and continue_final_message behavior are both tokenizer-related but not clearly the same concrete defect." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention s_aux=None crash and Gemma4 shared_kv_states KeyError are different code paths." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Custom-model file permission propagation and wrong-module loading after save_pretrained are separate save/load issues." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading and Qwen3.5 checkpoint save regression are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "Both mention resize_token_embeddings, but one is about output_embeddings while the other is decoder.embed_tokens in t5gemma; likely separate model-specific bugs." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom-model initialization and extra_state save/load handling are different problems." + }, + { + "left": "issue:42175", + "right": "issue:43957", + "accept": false, + "reason": "Missing TensorFlow backend in pip extras and meta-device loading failures are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage type lookup failure and Strix Halo mmap OOM are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: the only clearly supported duplicate is issue:45276 with issue:45292, and the rest of the soft-edge rejections stay conservative and consistent with the issue titles. The summary does 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": 1, + "component_count": 27, + "review_unit_index": 9, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43425", + "issue:43452", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46821", + "issue:46869", + "issue:46894", + "issue:46899", + "issue:46901" + ], + "soft_pairs": [ + "issue:44402|issue:44451", + "issue:43646|issue:43708", + "issue:46894|issue:46901", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:39404|issue:45701", + "issue:44530|issue:45084", + "issue:43611|issue:43645", + "issue:43425|issue:46869", + "issue:44683|issue:45823", + "issue:39404|issue:46665", + "issue:43425|issue:43716", + "issue:43425|issue:45823", + "issue:44589|issue:45084", + "issue:44479|issue:44805", + "issue:43901|issue:44509", + "issue:43994|issue:44079", + "issue:43906|issue:44530", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:44265|issue:44898", + "issue:46050|issue:46326", + "issue:43906|issue:46326", + "issue:39404|issue:44912", + "issue:44991|issue:45081", + "issue:44671|issue:44991", + "issue:45823|issue:46899", + "issue:45479|issue:46894", + "issue:43856|issue:44756", + "issue:44164|issue:46821" + ], + "prepared_review_unit_hash": "19e6b55df5cf18fa62ae310a062d4384b1e30775c4a79eff74f3ce8d9c91733b", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36644, + "estimated_input_tokens": 9161, + "estimated_eval_tokens": 18578 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of Transformers v5 regressions and unrelated model/tooling bugs. The items mostly share only broad subsystem overlap (tokenizers, model loading, quantization, training), not the same underlying defect, so no soft edge should be merged.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45812 is the strongest representative: it is a concrete, high-impact v4\u2192v5 tokenizer regression affecting an entire model family, with a clear symptom (wrong token IDs) and a well-defined code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best single issue to anchor the cluster because it is specific, broad in user impact, and more representative of the tokenizer-related regression theme than the narrower or more incidental issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they involve different models and different failure modes (vocab-size mismatch vs cannot load tokenizer). Same subsystem, not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to Trainer resume/max_steps accounting; different code paths and symptoms." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Both mention a training-loss double-shift pattern, but they target different models and no evidence shows the same underlying implementation bug or mergeable fix." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is a dependency-level issue; the Phi-tiny-MoE autocast error is a model-specific dtype mismatch. Not the same defect." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "One is a performance regression in convert_tokens_to_ids, the other is a CodeLlama round-trip tokenization correctness bug." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Granite token IDs are wrong; this is a correctness regression, while the other issue is about slow conversion for slow tokenizers with many added tokens." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline behavior and a generic version-changes-the-tokenization report are different failures with no shared concrete bug." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache's invalid group type crash and a template-node compilation TypeError are unrelated runtime/compiler failures." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both mention Transformers 5.0.0, but one is base_model_prefix loading and the other is custom model init in Jupyter notebooks; different root causes." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as a YOLO device_map/multi-GPU forwarding failure." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch >=2.9 and Gemma4 device mismatch are separate issues affecting different subsystems." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper return_language regression and from_pretrained behavior inside Python classes are distinct pipeline vs object-construction bugs." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "General torch version incompatibility is unrelated to Mistral-3 image preprocessor/model dtype mismatch." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch compatibility and Gemma4 device_map placement are different problems." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and template compilation failure are unrelated low-level errors." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "A video-input regression for Qwen models is not the same as a generic mask shape IndexError." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they refer to different removed/changed pipeline APIs and do not describe the same documentation bug." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Siglip2 nonsensical outputs and ModelOutput key assignment are different issues at different layers." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of a prior issue is not the same as the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "save/from_pretrained extra_state handling and composite-config unwrapping are separate model persistence vs config-handling issues." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and gguf_file loading breakage are unrelated tokenizer/model loading failures." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check and Perceiver non-default-resolution failure are different export/vision bugs." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior do not share a concrete code path." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Reproduction of an earlier issue and a tokenizer continue_final_message bug are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language and MXFP4 quantization fallback are different regressions." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but one is a model-specific tokenizer loading regression and the other is a Mistral regex patch crash; not the same underlying bug." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction errors and est-roberta tokenizer loading failure are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both concern Gemma4, but one is a device placement mismatch and the other is a 4-bit quantization dtype-cast problem in multimodal embedders." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Single-label classification zero-loss and ASR training-loss double-shift are different training bugs with different model families." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE memory usage and disabling mmap on Strix Halo are unrelated OOM/memory-management issues." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state persistence and TimesFM window_size AttributeError are different API 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": 27, + "review_unit_index": 10, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43931", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46897", + "issue:47050" + ], + "soft_pairs": [ + "issue:43299|issue:43931", + "issue:43596|issue:44683", + "issue:43632|issue:47050", + "issue:45479|issue:46897", + "issue:44488|issue:44987", + "issue:44488|issue:45081", + "issue:43611|issue:43644", + "issue:36032|issue:42915", + "issue:42796|issue:43404", + "issue:44462|issue:46489", + "issue:43716|issue:45084", + "issue:46285|issue:46402", + "issue:44661|issue:44683", + "issue:32090|issue:39404", + "issue:43643|issue:44530", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:44737|issue:45859", + "issue:40990|issue:43421", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:42175|issue:46178", + "issue:40444|issue:46326", + "issue:43582|issue:43632", + "issue:36032|issue:43645", + "issue:44206|issue:44220", + "issue:44811|issue:45584", + "issue:43452|issue:43482" + ], + "prepared_review_unit_hash": "54fec704b84bba89a1ade55779f3e0e4830c6fc1cfcee732692a939f6759fdd3", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36554, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated closed issues, with a few small duplicate subclusters around GGUF loading, custom model initialization, audio feature extraction, and Qwen3-VL loading regressions.", + "confidence": 0.62, + "canonical_issue_reason": "Issue #43452 is the broadest representative of one real duplicate subcluster: a general GGUF/from_pretrained loading breakage, with #43482 looking like a specific model instance of the same failure.", + "canonical_pr_reason": null, + "best_issue_reason": "#43452 is the best umbrella issue among the accepted duplicate candidates because it describes the loading regression at the API level rather than a single model variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:43931", + "accept": true, + "reason": "Both point to the same Qwen3-VL MoE model-loading regression; #43931 looks like a concrete failure mode of the broader #43299 bug." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different code paths and failures: deepspeed/BertModel init vs torch 2.9 flex_attention compilation." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "Unrelated regressions: an HF init flag issue versus a Canine ONNX dtype mismatch in attention." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Both are training-loss bugs, but the underlying mechanisms differ: degenerate classification loss vs sequence-shift error." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but the model families and described symptoms differ; not enough evidence of one shared bug." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Generic model loading failure vs a specific Mistral regex patch crash; different paths." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Base-model-prefix loading regression and non-persistent buffer initialization are separate problems." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method-name conflict in T5 is unrelated to Qwen3Moe failing with FineGrainedFP8Config." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and lm_head weight tying are different Mistral3 issues." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both involve tokenizer behavior, but one is generic tokenizer.json loading and the other is a model-specific output regression." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Different subsystems: image-preprocessor dtype mismatch vs a template compilation error." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP text-model structure inconsistency and Sam3Model weight-loading are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer-mapping utility failure is unrelated to the flex_attention compile bug." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is not the same as Whisper return_language pipeline behavior." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields is unrelated to the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading problems, but the titles point to different models and different failure causes." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Both are Qwen-family issues, but one is FP8 config loading and the other is a cache/group-type runtime crash." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU arange placement bug is unrelated to Qwen3_5Moe CPU-offload rotary embedding behavior." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression and runtime post-processor updates are unrelated issues." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and multimodal iterable-dataset failures are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": true, + "reason": "Both describe the same v5 custom-model initialization regression; #43644 appears to be one manifestation of #43646's broader issue." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Missing tensorflow in torch extras and an invalid BACKENDS_MAPPING entry are different packaging/backend issues." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multimodal dataset loading and mistral_common continue_final_message are different code paths." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError and the _is_hf_initialized regression are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "T5 tokenizer method conflict and Jupyter custom-model initialization are different bugs." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "These look like the same audio feature-extraction bug; #44206 is a specific crash caused by the shared _torch_extract_fbank_features path." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper special tokens, but one is decode behavior and the other is generation failure after align_special_tokens." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Same GGUF-loading regression: #43452 is the generic from_pretrained breakage and #43482 is a specific Qwen2.5-GGUF instance." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it stays at the title level, identifies only small duplicate-like clusters, and the accepted pairs are plausible matches rather than overclaims. No clear evidence of overstatement or non-mergeable PR pairing issues appears here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 11, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43482", + "issue:43531", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45987", + "issue:46326", + "issue:46661", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47013" + ], + "soft_pairs": [ + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43317|issue:43482", + "issue:43746|issue:46326", + "issue:43262|issue:43377", + "issue:43208|issue:47013", + "issue:44403|issue:45081", + "issue:43792|issue:46869", + "issue:42915|issue:45084", + "issue:43645|issue:46661", + "issue:43646|issue:44534", + "issue:43377|issue:43819", + "issue:44849|issue:45325", + "issue:43883|issue:44488", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:43404|issue:44466", + "issue:42915|issue:44291", + "issue:43994|issue:44610", + "issue:36032|issue:43742", + "issue:44451|issue:45081", + "issue:44464|issue:45987", + "issue:44062|issue:44987", + "issue:44008|issue:46899", + "issue:42915|issue:44589", + "issue:44265|issue:44610", + "issue:43632|issue:46821", + "issue:43531|issue:44877" + ], + "prepared_review_unit_hash": "2bdf64bab5a58403d618207888c413484c80bc1d30c5239bcad729565a13e1db", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35717, + "estimated_input_tokens": 8930, + "estimated_eval_tokens": 18116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers bug reports with only superficial similarity in a few v5/custom-model-loading cases. I found no soft pair that looks like the same underlying bug/change; the closest items still appear to be distinct failures in different code paths or models.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43632 is the broadest/root-regression report here: it describes the v5 `_is_hf_initialized` breakage that plausibly underlies several nearby custom-model initialization complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43632 is the best representative because it captures the most general and reusable failure mode in the set, rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures after v5, but they affect different models/tokenizer paths and don\u2019t describe the same bug." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different model/code-path failures; no evidence they share a concrete root cause." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Both involve model loading, but one is dequantized device_map offload and the other is GGUF/v5 loading; distinct issues." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "Unrelated bugs: PEFT local checkpoint loading vs tokenizer chat-template continuation behavior." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Different subsystems and symptoms: audio sampling-rate defaulting vs MIMI batch padding-mask mismatch." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Same broad xLSTM area, but one is a bundle of three training bugs and the other is a specific train-mode unpacking crash." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Noise when loading a transformer is not the same as the Mistral regex patch crash." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Different models and failures; both are loading-related only at a very high level." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3MoE FP8 config failure is unrelated to the template-node compilation error." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both concern custom/remote-code model initialization, but the reported failures and triggers differ enough that they are not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage and non-persistent buffer serialization are separate regressions." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both compare forward/other-path outputs, but they involve different models and mechanisms." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen variants and different bugs: hidden-states output vs rope index scaling." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights attribute error and BERT loading failure are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading failure for one model is not the same as the Mistral regex backend crash." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Training early-stopping metric selection and token-count tracking are unrelated training bugs." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied lm_head weights, but one is a model-specific tying bug and the other is device-dependent serialization behavior." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both are v5-related, but one is FP8 config handling and the other is init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different models and different failure modes: nonsensical outputs vs wrong processor image size." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer special-token constructor conflict and a key error loading a model are not the same issue." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer/model loading failures with different triggers." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency and StaticCache return-type mismatch are separate cache/generation bugs." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Both involve tokenizers, but the AddedToken constructor error is distinct from the est-roberta loading failure." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Different Gemma model variants and different bugs: variable-name collision vs unsafe dtype cast in embedders." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure and missing Float8 storage type are related only thematically, not the same bug." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/checking failure and processor image-size mismatch are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "The `_is_hf_initialized` regression is unrelated to the TimesFM window_size attribute error." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and granite_speech config strictness 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": 27, + "review_unit_index": 12, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42796", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43883", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46899" + ], + "soft_pairs": [ + "issue:43322|issue:43540", + "issue:36032|issue:41720", + "issue:44479|issue:45325", + "issue:43089|issue:45987", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:45216|issue:45357", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:44991|issue:46315", + "issue:44220|issue:44683", + "issue:43883|issue:44991", + "issue:43716|issue:46899", + "issue:44403|issue:44991", + "issue:43381|issue:45923", + "issue:42796|issue:43746", + "issue:45812|issue:46491", + "issue:43632|issue:44756", + "issue:43792|issue:44589", + "issue:33666|issue:40444", + "issue:44291|issue:44589", + "issue:42796|issue:46710", + "issue:40990|issue:44811", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43421|issue:44568", + "issue:41720|issue:45081" + ], + "prepared_review_unit_hash": "8d3658e5247acd281ffffb0efa34268ad2f491cc7f8e4472097e82f695b0bf04", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35916, + "estimated_input_tokens": 8979, + "estimated_eval_tokens": 18214 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and does not form one broad duplicate set. The only plausible duplicate pair is the Qwen3.5 save_pretrained regression: issue 45216 and issue 45357. The rest are distinct bug reports across unrelated models, tokenizer paths, multimodal pipelines, and performance/regression topics.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45216 is the best canonical anchor for the only likely duplicate subcluster: it describes the broader Qwen3.5 save_pretrained regression, while issue:45357 reads like a narrower follow-up symptom about incorrect visual encoder keys.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the clearest representative issue in this set because it is the broader, earlier regression report with a concrete version scope; however, the cluster is too mixed for it to be a strong global representative beyond that subcluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal model failures, but they hit different models and different code paths: Llava Next loading segfault vs Qwen3OmniMoe video-processing ValueError." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer load-time AttributeError and Qwen3 auto device-mapping CUDA assert are unrelated failures." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen VL/video logic, but one is a broad video-input regression across several models while the other is a still-image rope-position scaling bug; not the same concrete issue." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead from GPU syncs is unrelated to the StaticCache return-type contract bug." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility and noisy load output are different problems." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding_window behavior are unrelated model-specific bugs." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression; 45357 appears to be a narrower manifestation of the same incorrect checkpoint serialization problem." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one is a finetuning/data-loading failure with multiple images per prompt and the other is a rope-index scaling bug for still images." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "General v5 loading regression with base_model_prefix and non-persistent buffer junk are different failure modes." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure for est-roberta and slow convert_tokens_to_ids performance are not the same bug." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction and compiled flex_attention failures are unrelated subsystems." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing all_tied_weights_keys on MolmoForCausalLM is unrelated to a tokenizer load regression." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both mention multimodal dtype issues, but they affect different models and different processing stages; not enough to treat as one bug." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Load-time logging noise and tokenizer loading failure are distinct issues." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing blocked in eval mode is not the same as a missing supports_gradient_checkpointing flag on a trust_remote_code variant." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is wrong token IDs for Granite models and the other is a leading-space round-trip issue for CodeLlama; different behavior and likely different code paths." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "A Transformers v5 initialization-flag regression and an mmap OOM workaround on Strix Halo are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model runtime failure and missing Float8 storage support are different errors in different areas." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen VL training issues, but one is multi-GPU training and the other is iterable-dataset/multi-image prompt handling; not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights and missing Float8 storage object are unrelated TypeErrors." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer marker handling and model accuracy regression after a version upgrade are different issues." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity spike on GPT-OSS is unrelated to Whisper processor.batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure under Transformers v5 and Llama4Config missing pad_token_id are different model/config bugs." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning failures." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment logic and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights _is_hf_initialized argument are different bugs." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updates for special tokens and mdeberta-v3 add_special_tokens BOS/EOS regression are related in broad theme but not the same concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device-mapping cudaErrorAssert and Mistral regex patch crashing on backend_tokenizer are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary stays conservative about heterogeneity, and the only accepted soft pair (issue:45216 vs issue:45357) is plausibly the same Qwen3.5 save_pretrained regression. No obvious overstatement in the rejected pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 13, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:40444", + "issue:40990", + "issue:41553", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43582", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44509", + "issue:44534", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45584", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909" + ], + "soft_pairs": [ + "issue:42175|issue:45542", + "issue:43482|issue:45538", + "issue:43296|issue:46821", + "issue:44079|issue:44534", + "issue:44462|issue:45812", + "issue:42175|issue:43296", + "issue:43317|issue:43856", + "issue:44509|issue:46909", + "issue:43611|issue:43646", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:43818|issue:46402", + "issue:40444|issue:45381", + "issue:44265|issue:45072", + "issue:43818|issue:45357", + "issue:45325|issue:45834", + "issue:43493|issue:43994", + "issue:45325|issue:45381", + "issue:44829|issue:45479", + "issue:43454|issue:44466", + "issue:44291|issue:44877", + "issue:42915|issue:43482", + "issue:43701|issue:45325", + "issue:43873|issue:45701", + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "issue:41553|issue:43582", + "issue:40990|issue:45584", + "issue:44479|issue:45823" + ], + "prepared_review_unit_hash": "0b43b10bf5e45a019809079dfe98c5fb2553be3bad4cb92458a3d3d29db4f5df", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36481, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated issues, with a few plausible duplicate pairs around tokenizer regressions and Qwen2.5-VL position-id handling. No pull requests are present.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 44462 is the best anchor: it describes the broader AutoTokenizer regression, and 45812 looks like the same failure mode manifested on Granite models.", + "canonical_pr_reason": null, + "best_issue_reason": "44462 is the clearest representative issue because it is specific, user-facing, and broad enough to subsume the matching Granite token-ID report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both concern TensorFlow/backend packaging, but one is about the torch extra omitting TensorFlow and the other is a tf-backend runtime error when only tensorboard is installed; different bugs." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Different failure classes: Qwen2.5-GGUF loading vs CLIPTokenizer max_length handling." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated model families and errors; one is PaddleOCR-VL loading in vLLM, the other is a TimesFM window_size AttributeError." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are different code paths and symptoms." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": true, + "reason": "Same AutoTokenizer regression: ignoring tokenizer.json in the repo plausibly causes the wrong Granite token IDs reported in 45812." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "No shared bug beyond both being backend/model loading issues." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different problems: dequantized model offload load failure vs MoE training memory usage." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are docs-related, but they concern different documents and different failures." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 breakages, but one is base_model_prefix loading and the other is custom model initialization; not enough to treat as the same bug." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/padding, but the models and root causes differ." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk and ModelOutput key assignment are unrelated regressions." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different multimodal model bugs with no clear shared code path." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both mention Qwen2.5-VL, but one is finetuning with multiple images per prompt and the other is video position-id handling; distinct symptoms." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check and bf16 dtype mismatches are different issues." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/image-tower bug is unrelated to Qwen3.5 visual encoder key serialization." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal indexing bugs, but they affect different models and different input pipelines." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 regression: HF-vs-JAX discrepancy in 43493 matches the bad AutoModel/pipeline outputs reported in 43994." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen2.5-VL v5.3.0 position-id regression in the video/image rope-indexing path." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different classification-loss issues: flash_attention_3 training degeneration vs num_labels=1 zero-loss behavior." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "AyaVision lm_head tying and lm_head.weight serialization are different bugs." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized TypeError and strict config loading are separate failure modes." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model-specific loading/configuration problems." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position ids." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantized offloading and tokenization version changes are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position ids are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch and torch.export export failures are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer Voxtral error messaging and AppleSilicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen v5.3.0 video-input regression and Gemma4 device mismatch are different model bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately cautious overall. The rejected soft-edge pairs are conservative, and the accepted pairs are at least plausible duplicates based on the issue titles, especially the Qwen2.5-VL position-id regression pair. No PR pairs are present, so there is no mergeability concern." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 14, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46821" + ], + "soft_pairs": [ + "issue:43262|issue:43746", + "issue:43828|issue:46821", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:39692|issue:40444", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:43257|issue:45923", + "issue:42796|issue:46209", + "issue:45823|issue:46821", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:42617|issue:42915", + "issue:40990|issue:42947", + "issue:46305|issue:46315", + "issue:43572|issue:45759", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:43749|issue:44534", + "issue:43317|issue:43873", + "issue:43322|issue:46050", + "issue:36331|issue:42617", + "issue:41720|issue:43322", + "issue:36331|issue:42915", + "issue:41720|issue:44977", + "issue:44877|issue:44991", + "issue:44387|issue:45704", + "issue:40990|issue:45701", + "issue:41720|issue:42617" + ], + "prepared_review_unit_hash": "1c26a14e6ad8827ac6206ab91f20fb1302f03e8cafe726385fb3760c15643c2c", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37382, + "estimated_input_tokens": 9346, + "estimated_eval_tokens": 18948 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the soft-similarity pairs mostly connect unrelated regressions across audio, tokenization, quantization/offload, vision, and training code paths. I would not merge any pair as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "No strong canonical issue: there is no single underlying bug shared by the set, and the issues span multiple independent subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the broadest representative of the mixed set because it concerns offloading + quantization and has multiple inbound references, but it is still not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs GraniteSpeech PEFT checkpoint loading; different model families and failure modes." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Different runtime errors in unrelated models: autocast dtype mismatch for Phi-tiny-MoE vs TimesFM window_size AttributeError." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Both are generation/runtime issues, but one is inputs_embeds/past_key_values behavior and the other is auto device mapping causing CUDA assert; not the same bug." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice preset failure is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc example errors vs Qwen2.5-VL finetuning with iterable multimodal batches; different surface area and fix." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device_map/dispatch, but Qwen3 auto mapping CUDA assert and Gemma4 PLE forward device mismatch are different code paths and likely different causes." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash on NER/padding vs torch.export failing on torch_compilable_check; unrelated tokenizer vs export functionality." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch for Bark-small is unrelated to DAC.from_latents missing STE parity." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision lm_head tying bug and Bamba torch.compile+SDPA failure are different model-specific defects." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed vs missing supports_gradient_checkpointing flag on Nemotron remote-code variant; not the same issue." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling bug vs FP8 inference failure on B200; different components entirely." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device placement mismatch vs TimesFM window_size AttributeError; unrelated failures." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "mdeberta-v3-base add_special_tokens regression is a specific tokenizer bug, while 45920 is a broader AutoTokenizer v5 ID mapping regression affecting multiple models." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batched-vs-single padding-mask inconsistency is unrelated to OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision weight-tying bug and dtype mismatches in SwitchTransformers/TimmWrapperModel are distinct issues." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution problem vs Qwen3Moe failing with FineGrainedFP8Config; different scripts and failure mechanisms." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is a model/eval issue, not the same as LoRA gradient-checkpointing ineffectiveness." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "MoonshineStreaming off-by-one mask logic and slow convert_tokens_to_ids regression are unrelated performance/logic bugs." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx vs AutoModelForCausalLM not unwrapping text_config for composite Qwen multimodal configs; different config-layer bugs." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI padding-mask bug and Perceiver non-default resolution failure are separate model behaviors." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision lm_head tying issue is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading failure and non-persistent buffers filled with junk are both v5 regressions, but different subsystems and fixes." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both touch offload/loading, but dequantized model loading with device_map=auto and generic quantization offloading problems are not the same concrete bug." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next load-time segfault vs sinq quantized save/load corruption; different models and failure points." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss signature breakage is unrelated to 3d_parallel.py runtime failure." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Llava Next segmentation fault are both runtime crashes but not the same code path." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API incompatibility vs Qwen3Moe FP8 loading failure; unrelated training vs inference bugs." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Auto device mapping CUDA assert and Qwen3.5 flash-attention generation issue are distinct model/runtime paths." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config rejecting granite_speech and tokenizer loading failure for EMBEDDIA/est-roberta are different config/tokenizer regressions." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM in Transformers 5.x is unrelated to T5 using apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on one model vs version-dependent tokenization changes; too broad to be duplicates." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Different failures: auto device mapping CUDA assert versus a script execution 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": 27, + "review_unit_index": 15, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44423", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44610", + "issue:44734", + "issue:44756", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:46402", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:43881|issue:44488", + "issue:43450|issue:45701", + "issue:44466|issue:45357", + "issue:43065|issue:46402", + "issue:26413|issue:28530", + "issue:43873|issue:44756", + "issue:44186|issue:45072", + "issue:46612|issue:46858", + "issue:45685|issue:46821", + "issue:43295|issue:45701", + "issue:43577|issue:43708", + "issue:43550|issue:43720", + "issue:43646|issue:46665", + "issue:36010|issue:42617", + "issue:44451|issue:47020", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:42915|issue:43317", + "issue:43404|issue:45357", + "issue:44610|issue:44898", + "issue:46821|issue:46869", + "issue:28530|issue:33666", + "issue:41720|issue:45161", + "issue:44734|issue:46858", + "issue:44008|issue:45823", + "issue:43881|issue:44991", + "issue:44423|issue:45406", + "issue:43531|issue:43572" + ], + "prepared_review_unit_hash": "b875e7e62fc3bd535132fc36a0823c11442ad2a0136984835a2e0fcf840d4f98", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35568, + "estimated_input_tokens": 8892, + "estimated_eval_tokens": 18040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous issue reports that only share superficial keywords (loading, tokenizer, device_map, cache, etc.). I don't see any pair that is safely the same underlying bug, so all soft edges should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43708 is the clearest, most actionable standalone bug report in the set (trainer resume/max_steps regression), but the overall cluster is too diverse to treat it as a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but for different models and likely different tokenizer/config paths." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video batch shape bug vs tokenizer/version-dependent tokenization change; unrelated failure modes." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both concern serialization, but one is tied lm_head weights and the other is visual encoder keys." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Different Sam3 components: dummy Conv2d in the pixel decoder vs missing text encoder weights." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Trainer checkpoint resume iterator bug vs early-stopping metric lookup; distinct code paths." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offload behavior vs Strix Halo mmap OOM; not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs bf16 dtype mismatch in different model wrappers." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache logic, but one is beam-cache reorder across legacy models and the other is prefill seq-length tensor arithmetic." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram op limitation vs TimesFM window_size AttributeError; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor/tokenizer API regression vs tokenization changes across versions; different concrete issues." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype propagation bug vs Trainer resume max_steps miscalculation; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA failure vs accelerate loading of packed BitNet weights; different code paths." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "General 5.0 custom-model init breakage vs from_pretrained behavior inside Python classes; too broad and not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error vs failure running 3d_parallel.py; unrelated." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading problems, but different tokenizers and different root causes." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash vs OmDet-Turbo processor image-size mismatch; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both involve inference/runtime issues, but SDPA compile failure and CPU-offload device mismatch are different problems." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Quantization config failure vs dequantized model load with gpu+cpu offload; separate offload paths." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Weight tying bug vs incorrect save_pretrained key serialization; distinct model behaviors." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision preprocessing issues, but one is fixed-size processor output and the other is Perceiver resolution handling." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM config AttributeError vs YOLO multi-GPU device-map failure; unrelated." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric resolution vs Qwen2-VL multi-GPU training; different subsystems." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Auto device-map cuda assert vs tensor-parallel MoE issue; not the same concrete bug." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Serve KV-continuation indexing bug vs static-cache seq-length device tensor bug; related area, different defect." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n forward variable collision vs Gemma4 PLE device mismatch; different models and root causes." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Two tokenizer/model loading failures for different models; no shared underlying bug." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve/multimodal crashes, but one is a string-device conversion issue and the other is missing _tokenizer on Gemma4Processor." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs StableLmConfig pad_token_idx regression; 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": 27, + "review_unit_index": 16, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43425", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43883", + "issue:44186", + "issue:44361", + "issue:44464", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44671", + "issue:44743", + "issue:44913", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46291", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:47020", + "issue:47145" + ], + "soft_pairs": [ + "issue:43526|issue:43883", + "issue:42915|issue:46291", + "issue:36331|issue:41720", + "issue:44464|issue:46858", + "issue:45632|issue:45684", + "issue:44671|issue:44743", + "issue:44186|issue:44361", + "issue:43425|issue:46821", + "issue:28530|issue:30064", + "issue:43316|issue:44913", + "issue:45701|issue:47145", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:43540|issue:43782", + "issue:43531|issue:45759", + "issue:44492|issue:44509", + "issue:43550|issue:43653", + "issue:44534|issue:46665", + "issue:43452|issue:47020", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:42490|issue:43329", + "issue:34567|issue:35707", + "issue:43531|issue:46821" + ], + "prepared_review_unit_hash": "577c80c033ac739c704a4ef11e5f1d2be96ebf91869fdea3d80cea6b312ddcbb", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35839, + "estimated_input_tokens": 8960, + "estimated_eval_tokens": 18176 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad false-positive mix of unrelated Transformers issues. The soft pairs share only superficial subsystem or wording overlap, not the same underlying bug or change. No PRs are present.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out; the cluster is too heterogeneous, so collapsing it to one duplicate would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative for the same reason; the closest thematic anchor is a generation/cache bug, but it still does not cover the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Different components: BEiT image processor label reduction vs Molmo loading/tied-weights attribute error." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Different bugs: Qwen3Moe FP8 config failure vs kernels import/version requirement on pipelines." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer loss-signature change and Qwen3 device-mapping CUDA assert are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation/compile/cache, but one is inconsistent chunked generation and the other is a device-tensor seq-length arithmetic bug; not the same fix." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache path collision and read-only permission propagation are distinct save/load problems." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression vs Qwen3 recurrent-state reset under cache." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer crashes, but they affect different tokenizers with different task paths and failure modes." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch 2.10 compatibility and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early-stopping metric selection and void segmentation-map processing are different subsystems." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API mismatch is unrelated to GPTNeoX rotary_pct persistence on reload." + }, + { + "left": "issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "Tokenization-version drift and FP8 weight_scale loading corruption are different classes of bugs." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe fine-grained FP8 config and Llava Next segmentation fault do not point to the same code path." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error with CLIP loading is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both concern tokenizers, but one is slow/fast inconsistency and the other is a T5 add_special_tokens constructor conflict." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor void-segmentation handling and BarkProcessor voice_preset are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and an apex FusedRMSNorm memory leak are different problems." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing and Qwen3VL weight_only loading are separate code paths." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen3 family issues, but sliding_window behavior and text_config unwrapping are not the same bug." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategies typo and stale docs for removed pipelines are not duplicates." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile+SDPA failure and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer corruption in v5 and from_pretrained-in-class behavior are different regressions." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "gguf_file loading breakage and XLMRobertaTokenizer Unigram argument typing are unrelated tokenizer/model-loading bugs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and GraniteSpeech PEFT local-checkpoint loading are distinct issues." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offloading, but device mismatch on CPU offload and packed-weight unpacking are not the same underlying bug." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warning and undefined video-token-count variables are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Trainer token-count tracking and progressive generation cache handling are separate areas." + } + ] + }, + "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": 27, + "review_unit_index": 17, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:34634", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43746", + "issue:43844", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46050", + "issue:46402", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:46858" + ], + "soft_pairs": [ + "issue:43388|issue:45059", + "issue:34634|issue:41720", + "issue:45406|issue:45464", + "issue:43606|issue:43653", + "issue:43531|issue:44589", + "issue:45759|issue:45859", + "issue:43540|issue:46858", + "issue:44451|issue:44991", + "issue:44077|issue:44625", + "issue:45357|issue:46402", + "issue:43644|issue:46665", + "issue:44987|issue:45042", + "issue:43526|issue:43881", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44625|issue:45479", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:41720|issue:45704", + "issue:43746|issue:46050", + "issue:44368|issue:45357", + "issue:43381|issue:45704", + "issue:46655|issue:46693", + "issue:44918|issue:44936", + "issue:43421|issue:43927", + "issue:45704|issue:45923", + "issue:45759|issue:45923", + "issue:43746|issue:43873", + "issue:42886|issue:44843" + ], + "prepared_review_unit_hash": "ed1a3cec6e954b341ce4b479e4c283d1b4c4b192a280d7119258237f2503e2f2", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36647, + "estimated_input_tokens": 9162, + "estimated_eval_tokens": 18580 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and does not look like a single duplicate set. The only strong duplicate-like match is the offline tokenizer loading regression pair (42886/44843); the rest are distinct model-, processor-, training-, or config-specific bugs.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44843 is the clearest root-cause report in the cluster for the one genuine duplicate-like theme: it explains the offline tokenizer failure and points to the unconditional model_info() call in _patch_mistral_regex.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the best issue anchor because it is explicit about the failing code path, generalizes the offline-mode tokenizer regression, and cleanly subsumes issue:42886.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different bugs: one is gather_for_metrics dropping label elements in the last batch; the other is a SAM3 text+box prompting issue." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Unrelated subsystems and failures: BarkProcessor voice_preset vs Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different models and code paths: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming inference failure." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "One is Bark CPU-offload device mismatch; the other is a BigBirdTokenizer special-token registration/empty decode issue." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Different root causes: Qwen3-MoE sliding_window behavior vs a Float8 storage lookup/type error." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen3-related, but the bugs differ: composite config unwrapping vs CPU-offload incompatibility in rotary embeddings." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Different problems: Qwen3OmniMoe video-input validation vs static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading failures, but the affected models and likely causes differ; not the same underlying bug." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTST post_init validation and Qwen3.5 num_labels propagation are unrelated issues." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both involve multimodal checkpoint loading/saving, but they target different models and distinct state-dict loading problems." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk in Transformers 5.0 is not the same as inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different bugs: loading physical-intelligence/fast vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels truncation is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "The AddedToken special-argument error is a tokenizer construction bug, but not the same as ScandiBERT loading failure." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver resolution handling and bfloat16 dtype mismatches are separate failure modes." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "One is config propagation of num_labels; the other is a degenerate loss bug when num_labels=1. Related theme, but not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient growth are different training/runtime problems." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Documentation example/model-processor mismatch and quantization failure is not the same as OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 CUDA assert on A800 and T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load after model modification, but PEFT adapter local checkpoints and sinq quantization persistence are distinct bugs." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings in Qwen3.5 LoRA fine-tuning is unrelated to incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "No shared failure mechanism: checkpointing/eval-mode restriction vs apex RMSNorm memory leak." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "SmolVLM video padding bug and FA2 long-context performance regression are different issues." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both mention trainer flows, but one is an embedding unpacking failure in SFT training and the other is evaluate() failing after train()." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime post-processor updates for special tokens and config persistence of custom token IDs are related but not the same bug." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "T5 RMSNorm memory leak and missing supports_gradient_checkpointing on a trust_remote_code variant are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Composite Qwen config unwrapping and missing gradient-checkpointing support do not share a concrete code-path bug." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT checkpoint loading and quantization/offloading behavior are different code paths and failure modes." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "These describe the same offline tokenizer regression: loading from cache fails when HF_HUB_OFFLINE=1, and 44843 identifies the root cause as an unconditional model_info() call in _patch_mistral_regex." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the conservative pattern holds: the cluster is mostly heterogeneous, and the 42886/44843 pair is the only clearly supported duplicate-like match from the titles. The other soft-edge rejections are cautious and consistent with the packet evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 18, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:43295", + "issue:43421", + "issue:43493", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44671", + "issue:44857", + "issue:44995", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:47050" + ], + "soft_pairs": [ + "issue:44514|issue:44545", + "issue:30064|issue:36010", + "issue:39692|issue:43493", + "issue:43421|issue:43653", + "issue:43994|issue:44671", + "issue:44464|issue:47050", + "issue:43782|issue:45381", + "issue:46032|issue:46463", + "issue:44857|issue:47050", + "issue:45081|issue:45356", + "issue:43421|issue:44186", + "issue:45356|issue:45907", + "issue:44995|issue:46858", + "issue:39692|issue:43873", + "issue:39692|issue:47050", + "issue:43720|issue:43819", + "issue:43295|issue:45834", + "issue:43653|issue:43720", + "issue:46829|issue:46832", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:43596|issue:44220", + "issue:44625|issue:47050", + "issue:43540|issue:46294", + "issue:43531|issue:43643", + "issue:44062|issue:44488", + "issue:45381|issue:46693", + "issue:45987|issue:46829", + "issue:43611|issue:46665", + "issue:30064|issue:36331" + ], + "prepared_review_unit_hash": "b167f766cff7736623ee5a38c1568672a1959a2b3091b2c77cdf74472a773af2", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36421, + "estimated_input_tokens": 9106, + "estimated_eval_tokens": 18468 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated HF issues that only superficially overlap by model family or error type. The only clear duplicate is the two Qwen2_5_VLProcessor apply_chat_template crashes with padding=False.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44514 is the clearest canonical issue: it describes the exact batched-input padding=False crash, and issue:44545 is an obvious duplicate with nearly identical title/body.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the best representative because it is the earlier report of the exact failure mode and matches the duplicate pair most precisely.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same underlying bug: identical Qwen2_5_VLProcessor.apply_chat_template crash on batched input when padding=False." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Different subsystems and failures: image processor segmentation maps vs GenerationMixin import error." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one is a docs/example mismatch and quantization failure; the other is an implementation discrepancy vs JAX." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Different tokenizer bugs: runtime special-token updates vs BigBirdTokenizer mask token decode/registration." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are model-quality regressions, but they affect different models and different failure modes." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Unrelated issues: compiled chunked generation inconsistency vs ONNX fp16 dtype mismatch in attention." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen3 VL issues: weight_only load error vs wrong video vision_position_ids." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Different code paths: Mamba2Mixer cache correctness vs T5 decoder-input validation error message." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Different models and bugs: LwDetr float16 AMP crash vs CanineModel ONNX export dtype mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer regex handling, but one is a backend_tokenizer AttributeError and the other is a Kimi-K2.5 regression with codec handling/warning behavior." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer-related, but the first is about post-processor updates and the second about LayoutLMv2 NER padding/truncation crashes." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs repo file listing API forwarding; no shared underlying bug." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache/indexing, but one is GlmMoeDsa stale indexer cache and the other is StaticCache sequence length/device-tensor behavior." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 docs/example issue vs generic offloading-with-quantization problem; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "Different model families and failure modes; no shared concrete code path." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different architectures and bugs: BitNet packed weights loading vs DAC latent reconstruction/STE mismatch." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both are regression-style issues, but one is processor/tokenizer API breakage and the other is a long OCR input index error." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Different tokenizer CI bug vs BitNet loading bug; only broad loading/tokenization overlap." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Both are output-shape/type issues in vision models, but they affect different models and code paths." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different failure modes: Bamba torch.compile/SDPA crash vs DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "No shared bug: torch.compile/SDPA failure vs MLukeTokenizer AttributeError." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different bugs and model areas: ZeRO-3/BertModel init failure vs audio feature extraction helper issue." + }, + { + "left": "issue:44625", + "right": "issue:47050", + "accept": false, + "reason": "Qwen3.5 config propagation bug vs CanineModel fp16 ONNX export dtype mismatch." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video input in Qwen-family models, but the symptoms and implicated APIs differ; not clearly the same bug." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Different issues: sliding_window behavior in Qwen3-MoE vs trust_remote_code missing fields in AutoConfig.from_pretrained." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer problems: AddedToken special-arg conflict vs a model load failure for cjvt/sleng-bert." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug vs FA2 long-context performance regression; different concerns." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache return type bug vs VideoPrism hidden_states/output packaging bug." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both are loading-related, but base_model_prefix loading regression is distinct from from_pretrained behavior inside Python classes." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation-map processing bug vs CustomTrainer compute_loss signature mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is well grounded in the packet. The only accepted edge, issue:44514 \u2194 issue:44545, is strongly supported by the near-identical titles and matching failure mode, with 44514 correctly chosen as the earlier report. The remaining soft edges are phrased conservatively and do not overclaim duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 19, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:44008", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44561", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46291", + "issue:46858", + "issue:46932", + "issue:47020" + ], + "soft_pairs": [ + "issue:41720|issue:44991", + "issue:44220|issue:44661", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:44488|issue:47020", + "issue:45987|issue:46932", + "issue:43550|issue:43819", + "issue:43335|issue:43756", + "issue:43618|issue:43697", + "issue:43643|issue:44877", + "issue:44008|issue:46858", + "issue:44821|issue:45084", + "issue:34634|issue:36010", + "issue:44843|issue:45081", + "issue:39692|issue:45834", + "issue:43540|issue:44008", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:45584|issue:45834", + "issue:45183|issue:45479", + "issue:44991|issue:47020", + "issue:43322|issue:45685", + "issue:43644|issue:43749", + "issue:44991|issue:46291", + "issue:43606|issue:45072", + "issue:44561|issue:45020", + "issue:43421|issue:44811", + "issue:43550|issue:45072" + ], + "prepared_review_unit_hash": "3b48b67e3fb4104e8b52d1ad8d3411f5f73f195f63457368e7da8a385585f138", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35695, + "estimated_input_tokens": 8924, + "estimated_eval_tokens": 18104 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of unrelated Transformers bug reports. The soft pairs share broad keywords (tokenizer, config, remote_code, v5 regressions, loading) but not the same concrete failure mode or code path, so none should be merged as duplicates. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "If a single issue must represent the cluster, #45020 is the broadest umbrella because it captures the general theme of v5/remote_code breakage; however, the items are not truly one duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the most broadly representative issue in the set and has the clearest high-level summary of a recurring regression class, even though most other items are not duplicates of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different models and failures: Qwen3 device-mapping CUDA assert vs tokenizer loading for est-roberta." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Unrelated code paths: feature extraction helper bug vs tokenizer mapping-name generation failure." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different subsystems and symptoms: LayoutLMv2 tokenization/NER crash vs Perceiver image-size interpolation failure." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration issue vs DAC latent reconstruction mismatch; not the same bug." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-load issues, but for different models and different root causes; not mergeable as one fix." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "Cache sequence-length return-type bug is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different areas entirely: Bamba torch.compile/SDPA failure vs DAC.from_latents mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Separate model/config bugs: sparse-layer creation vs RoPE layer dropping." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP output field regression vs RTDetrV2 output difference; no shared code-path problem." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config loading, but one is trust_remote_code field loss and the other is strict config rejection for granite_speech." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable-name collision is unrelated to cache.get_seq_length() returning a device tensor." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor-from-URL loading and a template compilation TypeError are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset handling is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both hit _patch_mistral_regex, but one is offline hub access and the other is a backend_tokenizer attribute crash; different fixes." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs/example problems and Kosmos2.5 long-input index errors are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal models and different failures: Qwen3OmniMoe video processing vs Gemma3n audio mask attribute collision." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crash on NER/padding is not the same as AutoTokenizer failing to load a specific tokenizer class." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 regressions, but the model behavior and underlying code paths are distinct." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 OCR length/index handling." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Validation error messaging bug vs degenerate zero-loss classification behavior; different underlying problems." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer implementations and failure modes; not the same loading bug." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfault and MPS histogram dtype error are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both involve loading/runtime stability, but the non-persistent buffer junk issue is not the same as FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "One is a tokenizer load failure for a model repo; the other is a pipelines import break caused by kernels dependency metadata." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different model families and different device/dtype problems; not one concrete bug." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code regressions, but the specific breakage and code path differ; too broad to treat as duplicates." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Special-token runtime updates and Whisper batch_decode skip_special_tokens behavior are separate tokenizer/processor issues." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Bamba SDPA torch.compile failure and bfloat16 dtype mismatches are different bugs despite both being 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": 27, + "review_unit_index": 20, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43388", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44857", + "issue:44936", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45701", + "issue:45834", + "issue:46032", + "issue:46175", + "issue:46285", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:46932" + ], + "soft_pairs": [ + "issue:43577|issue:43818", + "issue:44479|issue:45834", + "issue:43582|issue:46512", + "issue:43782|issue:44977", + "issue:44805|issue:44936", + "issue:43825|issue:43994", + "issue:43388|issue:46032", + "issue:46294|issue:46463", + "issue:43716|issue:44008", + "issue:43931|issue:46846", + "issue:43540|issue:45381", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:43749|issue:44291", + "issue:43720|issue:45072", + "issue:43645|issue:46665", + "issue:43825|issue:43827", + "issue:34634|issue:36331", + "issue:42175|issue:45081", + "issue:43577|issue:43582", + "issue:44671|issue:45701", + "issue:45003|issue:46285", + "issue:46175|issue:46932", + "issue:43262|issue:43819", + "issue:46697|issue:46728", + "issue:43782|issue:45325", + "issue:43582|issue:44857" + ], + "prepared_review_unit_hash": "fcc3f3c1e3d8a4e6d74bc8bab5a9129fa30a5c1bf9ea6de7149f1a13b7ae24ac", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36362, + "estimated_input_tokens": 9091, + "estimated_eval_tokens": 18438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most soft links are topical similarities, not true duplicates. I would not merge any of the proposed pairs.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical duplicate stands out because the cluster mixes unrelated bugs; if forced to anchor the set, #43749 is the strongest representative by discussion/inbound refs, but it does not represent the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "#43749 (\"FSDP_CPU_RAM_EFFICIENT_LOADING broken\") is the best single issue to anchor on because it has the most activity and a concrete bug report, even though it is not a duplicate hub for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Both are multimodal-model bugs, but one is a Blip2 dtype-loading issue and the other is a Video-LLaVA architecture/weight-sharing issue; different code paths." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both involve video/multimodal input regressions, but they affect different models and symptoms; not the same underlying bug." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon allocator TypeError and stale `config.dtype` on `from_config()` are unrelated initialization bugs." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "One is a `from_pretrained(..., weight_only=True)` loading failure, the other is a flash-attention generation problem; different failure modes." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Both are training/evaluation errors, but one is a tensor-mask shape mismatch and the other is an `evaluate()` after `train()` regression." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "The first is an error-message/docs issue about removed translation pipelines; the second is a model inference quality bug." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metrics gathering dropping tuple labels and Mamba2 cache corruption are separate training/runtime bugs." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5-VL video-template mismatch and T5 decoder-input validation messaging are unrelated issues." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal dtype/forward bugs, but they affect different models and different internal components." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Both mention shape/oom problems, but one is a Qwen3-VL weight-shape loading error and the other is a tensor-parallel plan omission." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen video-input regressions, but they concern different model families and different position/token handling paths." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "These are both tokenizer-related, but one is about an extra space after an added token and the other is a broader slow/fast tokenizer inconsistency; not enough evidence they are the same bug." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Image-size mismatch in OmDet-Turbo and dtype mismatch in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are model-loading bugs, but one is broken FSDP CPU RAM-efficient loading and the other is an unexpected internal argument with `init_empty_weights()`." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading and bfloat16 dtype mismatches are different problems in different code paths." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Jupyter custom-model initialization breakage and `from_pretrained` behavior inside Python classes are related only broadly, not the same defect." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is a runtime error-message regression, the other is stale documentation after pipeline removal; different artifacts and fixes." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice preset and CustomTrainer loss signature are completely unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backends installation and a tokenizer regex patch crash are separate issues." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype loading and Apple Silicon allocator warmup are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression and a generic tokenization-version change are too broad to treat as the same bug." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe `sys.modules` access and CLIP structure inconsistency are different modeling-utils/API-shape issues." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Gemma4 one-hot position-embedding memory blowup and quantized embedder dtype casting are distinct bugs." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and DAC latent reconstruction mismatch are unrelated audio bugs." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Over-padding in Swin2SR and Aria patch-count miscalculation are both image-shape issues, but not the same code path." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL loading failure and Qwen2.5-VL rope-index scaling bug are different failures." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon TypeError in allocator warmup and CUDA float16 AMP crash in LwDetrImageLoss 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": 27, + "review_unit_index": 21, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46209", + "issue:46291", + "issue:46326", + "issue:47050" + ], + "soft_pairs": [ + "issue:43653|issue:44912", + "issue:44589|issue:45042", + "issue:43742|issue:45020", + "issue:45372|issue:46326", + "issue:43550|issue:44912", + "issue:36010|issue:43645", + "issue:36010|issue:36331", + "issue:43257|issue:43329", + "issue:43906|issue:46209", + "issue:43531|issue:45042", + "issue:43526|issue:43697", + "issue:43452|issue:44991", + "issue:42175|issue:46291", + "issue:43638|issue:44936", + "issue:43819|issue:43927", + "issue:45081|issue:45406", + "issue:44060|issue:44368", + "issue:43329|issue:45600", + "issue:45084|issue:45538", + "issue:43526|issue:44554", + "issue:42490|issue:43257", + "issue:43746|issue:44811", + "issue:45859|issue:47050", + "issue:43854|issue:44977", + "issue:43643|issue:45759", + "issue:38175|issue:44610", + "issue:43262|issue:44811", + "issue:39692|issue:44912" + ], + "prepared_review_unit_hash": "ae4373ef7525d063a91d055ce0264fbce385aad16d55866ecab03f04fa143d81", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36553, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous; the soft links are mostly broad topical similarities rather than true duplicates. No convincing duplicate issue/PR canonical emerges from these items.", + "confidence": 0.21, + "canonical_issue_reason": "If forced to pick a representative, issue 45020 is the broadest umbrella report among the loading/remote-code regression items.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the least specific and most cluster-like representative, but the set is still too diverse to treat as one duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Different bugs: BigBirdTokenizer special-token decode regression vs MXFP4 quantization fallback/load behavior." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated failures: missing Float8 storage type vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Specific MobileLLM loading key error vs a broad remote_code regression; same area, not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is an import failure and the other is a chat-template/continue_final_message bug." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile + SDPA on Bamba is unrelated to the MXFP4 quantization fallback issue." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import error and Jupyter custom-model initialization breakage are different code paths." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to the custom trainer kwarg incompatibility." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight-conversion/loading issue is not the same as the multimodal token-counting video-branch bug." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same as the FP8/B200 inference failure." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE is unrelated to the torchvision dependency regression in PIL processors." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT reduce_labels behavior and RTDetrV2 output divergence are different processor/model bugs." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file handling for Auto* loaders is not the same as a specific tokenizer-loading regression." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Backend extras missing TensorFlow and kernels import requirements are unrelated dependency issues." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3 index error during Bert training is not the same as trainer.evaluate() failing after train()." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token-ID loss are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both raise AttributeError, but one is Mistral regex patching and the other is Gemma4Processor tokenizer initialization." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen3 tied-weight warnings, but the underlying problems and APIs differ." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video token helper variables and a removed auto-mapping reference are not the same bug." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer max-length constant are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Image label reduction bug vs MPS attention correctness issue; no shared code path." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local-path warning is unrelated to Qwen3 MoE loading/conversion." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local-checkpoint loading and Whisper batch_decode skip_special_tokens are different subsystems and failures." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to Canine ONNX dtype mismatch." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash loading/unit-test problems and Qwen3.5 flash-attention generation bugs are distinct." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-loading regressions, but one is missing fields from trust_remote_code and the other is text_config unwrapping in from_config." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero-probability output and OmDet processor size mismatch are different model/processor issues." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate defaulting and Whisper batch_decode skip_special_tokens are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 documentation/example errors are not the same as MXFP4 quantization fallback behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 22, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39379", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43329", + "issue:43425", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43650", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44617", + "issue:44756", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45356", + "issue:45357", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:47145" + ], + "soft_pairs": [ + "issue:43257|issue:43696", + "issue:43329|issue:43450", + "issue:43329|issue:44479", + "issue:43257|issue:43931", + "issue:42915|issue:43742", + "issue:44387|issue:44617", + "issue:44912|issue:47145", + "issue:44291|issue:45042", + "issue:34567|issue:40990", + "issue:42915|issue:44821", + "issue:29159|issue:34567", + "issue:45459|issue:45803", + "issue:46421|issue:46424", + "issue:43650|issue:43906", + "issue:43525|issue:46291", + "issue:28282|issue:29870", + "issue:43749|issue:44756", + "issue:44987|issue:45538", + "issue:28282|issue:34689", + "issue:43425|issue:46291", + "issue:43540|issue:46701", + "issue:43454|issue:43577", + "issue:44568|issue:45356", + "issue:33357|issue:34567", + "issue:39379|issue:44554", + "issue:42175|issue:43824", + "issue:43697|issue:45357" + ], + "prepared_review_unit_hash": "4aacf4b0b9dfbc3f574485766b05d0418559a4059b07b757198d1416a8bd4256", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35241, + "estimated_input_tokens": 8811, + "estimated_eval_tokens": 17878 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous, with no single cluster-wide duplicate. The only plausible duplicate pair is the video-input regression in the Qwen/VL multimodal path.", + "confidence": 0.87, + "canonical_issue_reason": "issue:44479 is the broadest and most user-facing report in the only coherent subgroup: it describes the video-input regression across multiple Qwen VL variants, while issue:43329 points to the likely lower-level helper bug behind it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best representative issue overall because it captures the shared video-regression symptom across several models and versions, rather than a narrower internal failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different failures: Qwen3 MoE weight conversion/loading vs GPT-oss OOM." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both involve video/multimodal processing, but one is an undefined-variable bug in token counting and the other is a batched-shape bug in video processors; not the same concrete bug." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Strong overlap on the video-input multimodal regression path; 43329 names the likely helper defect, and 44479 reports the broader v5.3.0 regression across the same Qwen VL family." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen-related loading problems: MoE weight conversion vs a shape-mismatch load error." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Distinct model-loading failures with different symptoms and likely different code paths." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is int4 quantization memory growth and the other is a video model running out of memory; not the same bug." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both are quantization/loading bugs, but one falls back to bf16 for MXFP4 while the other ignores FP8 weight scales; different failure modes." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated issues: init_empty_weights signature/type error vs image processors incorrectly requiring torchvision." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count accounting vs a perplexity regression on gpt-oss; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different areas: Qwen3 MoE FP8 loading vs AutoImageProcessor URL loading." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency vs TrainerState token-count update bug; different subsystems." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both are error-handling issues, but they affect different code paths and are not the same underlying bug." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is lazy-init recompilation and the other is max_cache_length handling; not duplicates." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Placeholder/data request vs isolated reproduction of a separate issue." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4 config attribute error vs pipeline import failure due to kernels version/revision requirements." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "ImportError for missing PyTorch vs Bart generate() UnboundLocalError; unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Different memory/loading problems with no shared concrete code path." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model-loading failure for a specific model vs CLIPTokenizer max length bug." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Generic missing-torch import error vs Llama 3.2 Vision model-loading regression." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 compatibility issue vs kernels import failure; different dependencies and symptoms." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal pipeline failures involving different models and failure modes." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight tying bug in AyaVision vs dtype propagation bug in BLIP-2 loading." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both tokenizer regressions, but one is missing BOS/EOS insertion and the other is codec/warning handling for a different tokenizer." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error vs TrainerState token counter bug; unrelated." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "Different correctness bugs in different attention/multimodal paths." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging issue vs missing model class import; not the same bug." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output regression vs Qwen3.5 save_pretrained key regression; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the verdicts stay conservative overall. The only accepted soft edge, 43329 vs 44479, is plausibly the same video-path regression bug; the rest are reasonably rejected as distinct failures." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 23, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43749", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44857", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45127", + "issue:45137", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:44857|issue:46832", + "issue:45137|issue:45405", + "issue:43404|issue:45127", + "issue:45081|issue:47020", + "issue:28282|issue:29127", + "issue:43742|issue:44291", + "issue:44936|issue:46821", + "issue:44479|issue:46693", + "issue:42915|issue:45538", + "issue:45538|issue:46869", + "issue:44062|issue:44991", + "issue:24643|issue:29159", + "issue:43452|issue:43582", + "issue:27957|issue:28282", + "issue:42915|issue:43749", + "issue:43577|issue:46512", + "issue:41720|issue:43540", + "issue:44849|issue:45701", + "issue:42175|issue:44488", + "issue:43540|issue:44560", + "issue:43540|issue:44479", + "issue:44987|issue:45907", + "issue:44291|issue:44821", + "issue:44479|issue:45381", + "issue:38175|issue:44898", + "issue:34567|issue:36331", + "issue:44792|issue:44964", + "issue:44568|issue:45488", + "issue:44062|issue:45081" + ], + "prepared_review_unit_hash": "ecb93465c250a16be6c703a23bf35cc8cf7f35c9a0d16f19fa607add3b846429", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36412, + "estimated_input_tokens": 9103, + "estimated_eval_tokens": 18462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: it mixes tokenizer regressions, model-loading errors, trainer issues, and video-input bugs. Only one soft edge looks like the same underlying bug (the Qwen2.5-VL video-input regression).", + "confidence": 0.74, + "canonical_issue_reason": "No single canonical issue fits the whole cluster; the items span multiple unrelated bugs, with only a small Qwen video-input subgroup looking duplicate-like.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 is the best representative of the tokenizer-regression subgroup because it is broad, active, and has multiple inbound references, but it is not a true canonical for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both are vision/detection failures, but they hit different models and code paths: LwDetrImageLoss AMP vs RTDetrModel feature-level handling." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and a MIN_PEFT_VERSION packaging/versioning issue are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied embeddings, but one is a Mistral3 weight-tying bug and the other is LoRA merge collapse with extended vocab; different failure modes." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer classes and different bugs: Mistral regex patch backend access vs XLMRoberta/Unigram init mismatch." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import and a LayoutLMv3 box-validation error are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading-time TypeErrors, but one is a missing key for MobileLLM and the other is an init_empty_weights argument mismatch." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate-after-train failure and TimesFM window_size AttributeError are different subsystems and symptoms." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "One is a video-input regression, the other is a long-context FA2 performance regression; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 failure and CLIPTokenizer model_max_length behavior are unrelated." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Tokenizer max-length behavior and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-argument duplication and est-roberta tokenizer loading are different tokenizer issues." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight shape error and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF from_pretrained loading breakage and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta and missing PyTorch are not the same problem." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 failure and FSDP CPU RAM efficient loading are different training/loading paths." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype, but one is a loaded-model dtype/qformer mismatch and the other is stale config dtype after from_config." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device-map CUDA assert for Qwen3 and Qwen3OmniMoe video-input ValueError are different issues." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug and generic tokenization changes are not the same underlying bug." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Missing TensorFlow backend on pip install and failure to load a specific model are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input problems, but they affect different Qwen model families and report different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Same broad area, but these are separate model-specific video-input failures with different symptoms." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model-loading failure and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument mismatch and AutoImageProcessor-from-URL failure are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "These look like the same Qwen2.5-VL video-input regression: 45381 is a narrower report of the broader 44479 video-position/video-input bug." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver non-default-resolution failure are unrelated vision-model bugs." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token-count tracking and CustomTrainer.compute_loss signature breakage are different trainer issues." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both involve multimodal models, but one is a failing test for Janus image generation and the other is a model-loading error for Phi-4 multimodal." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is special-token addition for mDeBERTa and the other is LlamaTokenizer overriding tokenizer.json pre-tokenization." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken keyword duplication and Mistral regex patch AttributeError are different tokenizer bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst summary is grounded in the packet and stays conservative. The cluster is indeed mostly heterogeneous, and the one accepted soft edge (issue:44479 vs issue:45381) is a plausible duplicate-like Qwen2.5-VL video-input regression. The rejected soft edges are also framed cautiously and do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 24, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:43257", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44821", + "issue:44877", + "issue:44913", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:45042|issue:45081", + "issue:43257|issue:43756", + "issue:43582|issue:46821", + "issue:43742|issue:44589", + "issue:43531|issue:44821", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:45405|issue:45600", + "issue:44737|issue:46463", + "issue:43716|issue:46701", + "issue:43577|issue:45072", + "issue:45823|issue:46463", + "issue:43906|issue:46693", + "issue:44568|issue:46491", + "issue:24643|issue:29870", + "issue:45672|issue:45674", + "issue:44625|issue:44877", + "issue:43540|issue:46693", + "issue:43452|issue:44488", + "issue:43906|issue:46468", + "issue:28282|issue:32090", + "issue:43697|issue:46829", + "issue:44913|issue:46121", + "issue:45663|issue:46846", + "issue:44737|issue:45588", + "issue:43526|issue:45479", + "issue:46463|issue:46899", + "issue:43697|issue:45216" + ], + "prepared_review_unit_hash": "69bd00f67a1b3fec1585c8bca74216819a8791c4d2645bafaba9d66a4fb92c29", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36615, + "estimated_input_tokens": 9154, + "estimated_eval_tokens": 18564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated issues across loading, generation, quantization, tokenizer, config, and device/dtype bugs. None of the suggested soft pairs look like true duplicates or the same underlying fix target.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue is a safe canonical target because the cluster does not center on one bug; the items span many distinct code paths and model families.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative for deduping this cluster; any choice would be arbitrary because the topics are not the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Both involve loading behavior, but one is about PIL image processors wrongly requiring torchvision and the other is a Mistral tokenizer regex patch crash; different 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:43582", + "right": "issue:46821", + "accept": false, + "reason": "Apple Silicon warmup TypeError and TimesFM window_size AttributeError are separate runtime issues in different components." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM key lookup failure and Float8 storage lookup failure are different loading/type errors." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer count bug and Qwen3.5 kernel registration crash are different model-specific issues." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE-layer omission and Qwen2.5-VL temporal position scaling are distinct rotary-position bugs in different models." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT minimum version bump and stale auto_mappings config references are unrelated maintenance/config issues." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU placement bug and T5 decoder-input validation error are different code paths and symptoms." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch and DiffusionGemma pipeline failure are unrelated multimodal issues." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "BLIP2 dtype persistence and SwitchTransformers/TimmWrapperModel bfloat16 mismatch are separate dtype-loading problems." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map forward mismatch and T5 decoder validation are unrelated model execution bugs." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "Isolated reproduction of another issue and FA2 long-context performance regression are not the same underlying bug." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer special-token regression for mdeberta-v3-base and CodeLlama leading-space round-trip regression are different tokenizer behaviors." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed 2-D weight error and Bart decoder_attention_mask assignment error are unrelated training/generation failures." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are quantization-related, but one is a Gemma4 uint8 torch.finfo crash and the other is a BitsAndBytes lm_head exclusion bug; different fixes." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and strict config blocking granite_speech loading are different config issues." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and FA2 long-context performance regression are different problems." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file breaking tokenizer/model loading and inability to load a specific checkpoint are separate model-loading issues." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "A reproduction of an existing issue is not the same as the official Nemotron example being broken." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch-missing ImportError and Trainer _gpu_broadcast_one NoneType error are unrelated environment/runtime failures." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "RTDetrV2 output differences in v5 and VideoPrism hidden_states return bug are different model-output issues." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoX rotary_pct reload regression and rope-validation list TypeError are separate config serialization problems." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug and Qwen3.5 TP plan missing linear_attn entries are distinct training/sharding issues." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange bug and flash_attention s_aux=None crash are different code paths." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and single-label classification zero-loss bug are unrelated processing vs loss-calculation issues." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder-input validation and Gemma4 4-bit audio/vision dtype-cast bug are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output mismatch and Qwen3.5 save_pretrained regression are different model behaviors 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": 27, + "review_unit_index": 25, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43819", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44568", + "issue:44811", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45356", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:45920", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46463", + "issue:46701", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47000" + ], + "soft_pairs": [ + "issue:45357|issue:45920", + "issue:44466|issue:45005", + "issue:43720|issue:44898", + "issue:41762|issue:44936", + "issue:45200|issue:46463", + "issue:44493|issue:46050", + "issue:43643|issue:45375", + "issue:43688|issue:43749", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:43452|issue:44843", + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:43531|issue:43742", + "issue:44857|issue:47000", + "issue:45372|issue:46170", + "issue:43761|issue:46829", + "issue:29159|issue:33357", + "issue:43525|issue:46701", + "issue:45542|issue:46178", + "issue:46832|issue:46932", + "issue:43688|issue:45704", + "issue:43295|issue:45356", + "issue:43688|issue:45701", + "issue:43653|issue:44568", + "issue:43646|issue:43749" + ], + "prepared_review_unit_hash": "2803bfed095f975482fda7d201d5938e7939991de1c06af12ea65eec8522f5bd", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35560, + "estimated_input_tokens": 8890, + "estimated_eval_tokens": 18036 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly distinct bug reports spanning tokenizers, vision processors, model loading, and backend/import edge cases. I found no soft pair that is clearly the same underlying issue with enough confidence to merge; the closest cases are related by theme but still appear to hit different code paths or symptoms. The broadest, most representative issue is the v5 AutoTokenizer token-ID regression affecting many model families.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45920 is the most canonical because it describes a broad, concrete regression with multiple affected model families and a clear shared failure mode (wrong token IDs in AutoTokenizer).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best single issue to anchor this set: it is high-signal, regression-focused, and broader than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer/model-regression flavored, but one is about incorrect visual encoder keys on save_pretrained and the other about wrong token IDs from AutoTokenizer; different symptoms and likely different fixes." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights in v5, but one is about device-dependent lm_head.weight serialization while the other is broader translation-model tied-weight behavior; related area, not clearly the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different subsystems and failures: BitNet packed-weight loading vs Perceiver positional interpolation at non-default resolutions." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate-after-train failure are unrelated runtime paths." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids handling is unrelated to T5 decoder input validation error messaging." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Position-id unexpected-key loading issue and sinq quantization save/load breakage are different model-state serialization problems." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both concern missing config fields, but one is a generic AutoConfig trust_remote_code return issue and the other is a specific Qwen vision config field dropped by strict parsing." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 zero-probability output and processor.tokenizer regression are both vision-related but not the same code-path bug." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizers and failures: MLuke task-time AttributeError vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration bug and MLuke task AttributeError are not the same underlying issue." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading breakage and unconditional model_info() call in offline mode are separate AutoTokenizer/from_pretrained problems." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC.from_latents forward mismatch and Whisper batch_decode skip_special_tokens handling affect different components." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model inference issues, but SigLIP2 nonsensical outputs and Perceiver non-default-resolution failure are different bugs." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M load KeyError are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Both are detection-loss crashes, but one is float16/CUDA AMP in LwDetrImageLoss and the other is infeasible cost matrix in RTDetrLoss; not the same defect." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor loading import failure from mistral_common and Windows ROCm torch.distributed dependency errors are different platform/dependency issues." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "CLIPVisionModel missing hidden_states with a flag set and VideoPrism returning last_hidden_state as hidden_states are different output-contract bugs." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency and a MacOS bus error in a CLIP model are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and DiffusionGemma generation/pipeline failure are different model-initialization problems." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend-selection/import issues, but tensorboard-without-TensorFlow and tensorflow_text backend mapping are separate dependency bugs." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level mismatch and Gemma4 quantized embedder dtype casting are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE auxiliary-loss normalization is unrelated to T5 silently using apex.FusedRMSNorm." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor/tokenizer regression in custom model code and Kimi-K2.5 codec handling/regression are different tokenizer issues." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization and version-dependent tokenization behavior are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBird mask-token registration and MDeBERTa BOS/EOS add_special_tokens regression are different tokenizer special-token behaviors." + } + ] + }, + "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": 27, + "review_unit_index": 26, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43756", + "issue:43761", + "issue:43782", + "issue:43927", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44514", + "issue:44554", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:46002", + "issue:46050", + "issue:46402", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46821", + "issue:46846", + "issue:47013" + ], + "soft_pairs": [ + "issue:43756|issue:46402", + "issue:44464|issue:44743", + "issue:43452|issue:43577", + "issue:43653|issue:43927", + "issue:44821|issue:46821", + "issue:42898|issue:46491", + "issue:44843|issue:44991", + "issue:44479|issue:44625", + "issue:43761|issue:47013", + "issue:33666|issue:36010", + "issue:32090|issue:33666", + "issue:44484|issue:44704", + "issue:44466|issue:46050", + "issue:41720|issue:44464", + "issue:43688|issue:45440", + "issue:44977|issue:46693", + "issue:44464|issue:44977", + "issue:44734|issue:46612", + "issue:43504|issue:43550", + "issue:33666|issue:36331", + "issue:43262|issue:43295", + "issue:43278|issue:43688", + "issue:43504|issue:43720", + "issue:43782|issue:46693", + "issue:45491|issue:46002", + "issue:43720|issue:43927", + "issue:43577|issue:44554", + "issue:43611|issue:46846", + "issue:43606|issue:43927", + "issue:44514|issue:45290" + ], + "prepared_review_unit_hash": "3daafd649e64ec2dde90a93dd826a1cb46721d235689d19b2da23d81ac48b15c", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37020, + "estimated_input_tokens": 9255, + "estimated_eval_tokens": 18766 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose semantic cluster, not a true duplicate set: the issues span many unrelated Transformers regressions across loading, tokenization, processors, training, generation, and model-specific paths. All soft edges look superficial and should be rejected.", + "confidence": 0.12, + "canonical_issue_reason": "No single canonical issue: the set mixes unrelated bugs across tokenizers, processors, generation, training, and model-loading paths.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is globally suitable as a cluster anchor; this should be split by subsystem/model family rather than merged around one report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failures: Smollm3 RoPE-layer behavior vs Sam3 text-encoder weights not loading." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both are generation bugs, but one is compiled-forward chunked decoding and the other is recurrent-state reset in Qwen3.5 cache handling." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Unrelated paths: GGUF loading breaks tokenizer/model imports, while BLIP2 has a dtype propagation issue." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Both touch tokenization/config, but BigBird special-token decode and DiaConfig token IDs are different bugs." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "Different subsystems: AutoImageProcessor URL loading vs TimesFM window_size attribute access." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both concern tokenizer behavior, but one is a v5 cleanup default change and the other is CodeLlama leading-space round-trip regression." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline hub lookup in _patch_mistral_regex is unrelated to EMBEDDIA tokenizer loading failure." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Qwen3.5 video-input regression and num_labels propagation are separate code paths." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "Different model families and bugs: CLIPVision hidden_states vs xLSTM train-mode return shape." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast NoneType crash is a different training failure than Qwen2-VL multi-GPU behavior." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A save_pretrained shard-size question is unrelated to AutoProcessor kwargs not being forwarded." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Different persistence bugs: lm_head serialization/tied weights vs sinq quantization save/load breakage." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert is unrelated to compiled-forward chunked generation inconsistency." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization in MoE models is a different problem from DeepSeekV3 implementation divergence." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Both involve generation regressions, but one is Qwen3.5 flash-attention correctness and the other is a FA2 long-context performance regression." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation and Qwen3.5 flash-attention failures do not share the same underlying bug." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both are cache/generation issues, but KV-cache continuation indexing and beam-search cache reorder skipping are different mechanisms." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit legacy-field loading and Bamba torch.compile SDPA failures are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training and CustomTrainer compute_loss signature mismatch are separate trainer issues." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Processor chat-template sampling-rate defaults and processor.tokenizer regression are different API breakages." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to MoE auxiliary-loss normalization." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Model preset loading and BitNet packed-weight unpacking are distinct load-path bugs." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only loading error is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but Gemma3 sliding-window attention and classification-head checkout/init issues are different root causes." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight handling has nothing to do with DiaConfig custom token IDs." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype loading and the MPS attention correctness bug are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "base_model_prefix loading regression is not the same as Qwen3.5 linear_attn TP-plan OOM/shape errors." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig token-ID loss." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are apply_chat_template crashes, but batched padding=False and assistant tool-call/no-content are different edge cases." + } + ] + }, + "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": 27, + "review_unit_index": 27, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43575", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46710" + ], + "soft_pairs": [ + "issue:43504|issue:44610", + "issue:43525|issue:43572", + "issue:43643|issue:44561", + "issue:43720|issue:44361", + "issue:44964|issue:45405", + "issue:44625|issue:45584", + "issue:43493|issue:43825", + "issue:44977|issue:46209", + "issue:44554|issue:46365", + "issue:28218|issue:33357", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:39692|issue:43295", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:43646|issue:44466", + "issue:43278|issue:43701", + "issue:46209|issue:46710", + "issue:44568|issue:46489", + "issue:33357|issue:33666", + "issue:43927|issue:44361", + "issue:43575|issue:45405", + "issue:44792|issue:45405", + "issue:44568|issue:45812", + "issue:44849|issue:46209", + "issue:44488|issue:44843", + "issue:43572|issue:44291", + "issue:44589|issue:45520" + ], + "prepared_review_unit_hash": "c08c45d9e3ee5f36eda7e934b1c9c5223e224d13d58cce6a151545676e16d634", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36759, + "estimated_input_tokens": 9190, + "estimated_eval_tokens": 18636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated Transformers regressions, mostly around tokenizer/config/load-path breakages in v5. None of the soft pairs look like true duplicates, so I reject all of them; the best representative issue is the broad Granite tokenizer regression.", + "confidence": 0.31, + "canonical_issue_reason": "issue:45812 is the broadest, most representative user-facing regression here: a silent v4\u2192v5 tokenizer break that affects all Granite models and matches the cluster\u2019s overall tokenizer/config regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Same reason: it is the clearest, widest-scope issue in the set and the most plausible anchor for the surrounding tokenizer-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different models and failure modes: BEiT legacy-field loading bug vs OmDet processor/image-size mismatch." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are config-attribute regressions, but they affect different fields and model families; no concrete shared bug path." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but one is missing fields in AutoConfig and the other is a removed utility breaking imports." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Unrelated subsystems: BitNet accelerate-loading bug vs MLuke tokenizer task AttributeError." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model load failure vs dependency version bump issue; not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Different models and paths: Qwen3.5 num_labels propagation vs Whisper empty-transcription generation." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch and a pipeline error message regression are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different hardware/runtime issues: flash-attention generation bug vs FP8/B200 inference failure." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness and Trainer import dependency conflict are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug vs MacOS CLIP bus error; no shared code-path." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are load failures, but for different causes and models; not a duplicate." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-mapped Gemma4 forward mismatch is unrelated to sinq save/load quantization breakage." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 docs/example errors and processor/tokenizer regression are different problems." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "AutoModel/pipeline nonsense outputs vs return_tensors being ignored are separate API issues." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs Qwen3.5 flash-attention generation bug are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs ZeRO-3 gradient inflation are unrelated training/model issues." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "BF16\u2192FP32 dtype drift during evaluate is unrelated to the gradient increase report." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model init breakage and tied-weight serialization are different regression classes." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype change and checkpoint key mismatch are unrelated." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Both are performance/quality regressions, but they describe different failure modes and code paths." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Different tokenizer bugs on different models; no evidence of the same underlying defect." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error on CLIP and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token-id loss and MLukeTokenizer AttributeError are different bugs." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "TP OOM on a large Qwen model is unrelated to a PEFT version bump." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to dependency pinning." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and FP8/B200 inference issue are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Repo-specific load failure and offline-mode model_info call are different tokenizer-loading issues." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and unexpected _is_hf_initialized arg are unrelated compatibility regressions." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and flash_attn import key error are unrelated backend 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": 27, + "review_unit_index": 28, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:42490", + "issue:43257", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44464", + "issue:44493", + "issue:44589", + "issue:44849", + "issue:44869", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46399", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46832", + "issue:46846", + "issue:47145" + ], + "soft_pairs": [ + "issue:46821|issue:46832", + "issue:43334|issue:45759", + "issue:43824|issue:44589", + "issue:44849|issue:45357", + "issue:43504|issue:43606", + "issue:45245|issue:46710", + "issue:43334|issue:43572", + "issue:43257|issue:43299", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:45072|issue:46832", + "issue:46399|issue:46846", + "issue:44849|issue:47145", + "issue:44464|issue:45584", + "issue:43873|issue:46050", + "issue:43994|issue:44493", + "issue:43844|issue:44964", + "issue:29159|issue:32090", + "issue:44869|issue:46752", + "issue:45200|issue:45229", + "issue:45588|issue:46050", + "issue:43937|issue:46701", + "issue:45229|issue:45823", + "issue:42490|issue:43696", + "issue:45084|issue:45520", + "issue:29942|issue:30333", + "issue:28218|issue:34567" + ], + "prepared_review_unit_hash": "76a4878114b240cdad5c72b5bedcd6decd22031a38c8f123e4a598dcf7620609", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36148, + "estimated_input_tokens": 9037, + "estimated_eval_tokens": 18330 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated model/tokenizer/runtime bugs across different subsystems. None of the soft-similarity pairs look like the same underlying defect, so I would not merge any of them.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43873 is the broadest, highest-signal open issue here, with strong discussion and inbound references around a user-facing runtime problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most representative issue in the set: active, broad impact, and clearly about a concrete runtime failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "Different models and distinct failures: TimesFM window_size attribute error vs RT-DETR feature-level shape/type mismatch." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is AutoModelForCausalLM config unwrapping; different code paths." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated bugs: a missing Qwen2.5-VL import symbol versus a Float8 storage lookup/type error." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 regressions with different surfaces: output_hidden_states behavior vs save_pretrained visual-encoder keys." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Completely different subsystems: BEiT pretrained loading with a legacy field vs CPU offload device mismatch for bark-small." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "A category-cardinality runtime error is not the same as an accuracy regression after a version upgrade." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Similar missing-config-field theme, but different models and different missing attributes (pad_token_id vs pad_token_idx)." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen MoE-related, but one is a conversion/loading issue with accelerate+deepspeed and the other is a separate Qwen3VL loading regression." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Different problems: unexpected position-id keys in many models vs CLIP text model structural inconsistency." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy-field model loading bug and BigBirdTokenizer special-token registration bug are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Offload device mismatch for a model is not the same as a stale CI test issue in GraniteSpeech." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Both are inference/runtime failures, but they affect different models and different failure modes (dtype mismatch vs feature-level mismatch)." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a kernel registration crash and the other is a tensor-parallel plan/OOM issue." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Different bugs: Qwen3.5 hidden-state output behavior vs FP8 compressed-tensor weight-scale loading corruption." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward and Whisper empty-transcription failure are unrelated code paths." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both touch quantization/offloading, but one is runtime offloading behavior and the other is save/load corruption for sinq quantization." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different model families and distinct issues: nonsensical SigLIP pipeline output vs position-id key warnings." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Separate failures: ZeRO-3 gradient growth vs model import/loading for Phi-4 multimodal." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer consistency bug and Trainer/_gpu_broadcast_one TypeError are unrelated." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper word-timestamp decode crash and apply_chat_template empty-list IndexError are different input validation bugs." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "One is a missing default token-type tensor for fine-tuning; the other is a multi-GPU OOM on Gemma4 inference." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention crash on s_aux=None and sinq save/load breakage are different defects." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 is not the same as an image-text-to-text pipeline failure for DiffusionGemmaGenerationOutput." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is OOM during multi-GPU inference and the other is a device-map forward mismatch." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and GPT-oss-20b CUDA OOM are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compilation/template-node TypeError and Python 3.13 flash_attn import KeyError are separate issues." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 CI failures and MLFlow job-finalization/reporting are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added token and TrainerState token-count tracking are different 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": 27, + "review_unit_index": 29, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:15354", + "issue:29870", + "issue:29942", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46821" + ], + "soft_pairs": [ + "issue:43065|issue:46369", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:44977|issue:46701", + "issue:44423|issue:44734", + "issue:37428|issue:43957", + "issue:43295|issue:43450", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:45406|issue:46121", + "issue:45588|issue:45759", + "issue:43540|issue:45200", + "issue:43295|issue:43873", + "issue:43572|issue:46821", + "issue:43295|issue:44610", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue:43550|issue:43844", + "issue:43450|issue:43575", + "issue:43572|issue:44987", + "issue:29870|issue:29942", + "issue:45520|issue:46178", + "issue:37428|issue:43824", + "issue:45200|issue:45823", + "issue:42490|issue:43493", + "issue:39692|issue:46192", + "issue:43295|issue:43493", + "issue:44521|issue:45290", + "issue:42915|issue:43824" + ], + "prepared_review_unit_hash": "04453221808d00cf5f11479a3a95d6e7587620a76b09b05b9aca6b626fc80d3e", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36584, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a true duplicate cluster: the items span unrelated bugs across JIT, generation, flash-attention, multimodal processors, quantization, device mapping, and import/load regressions. None of the proposed soft links look like the same underlying issue.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43295 is the most broadly framed regression report and has enough generality to serve as a weak representative of the cluster, but it is still not a real canonical for the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Both mention Sam3, but one is about a dummy Conv2d implementation while the other is a memory overflow when calling sam3-litetext; different failure modes and likely different fixes." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "GeneratorExp/JIT export failure is unrelated to SigLIP2 zero probabilities; different models, code paths, and symptoms." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness with mismatched head dims is unrelated to an incorrect PyTorch version gate for AuxRequest import in flex_attention." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to resume_from_checkpoint key mismatch; both are broad regressions but not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 auto device map cudaErrorAssert and DeepSeek accuracy regression are different models and different classes of failure." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issues and DiffusionGemma pipeline failure are separate model-specific problems." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both affect serve, but one crashes on multimodal continuous batching with a string .to() call while the other is a KV-cache continuation tensor indexing bug; not the same code-path problem." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a missing flash-attention helper is unrelated to meta-device loading regressions, despite both involving loading/integration paths." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and incorrect video batch output shapes are different multimodal processing bugs." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Flash-attention generation failure in Qwen3.5 and accuracy regression in DeepSeek are not the same underlying issue." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "dtype mismatches in CI for SwitchTransformers/TimmWrapperModel are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to rope-parameter dict conversion with JSON-loaded lists." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "flash_attention.py crashing on s_aux=None is a sink-less flash-attention integration bug, not an AutoModelForCausalLM.from_config text_config unwrapping issue." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and Gemma 4 mm_token_type_ids defaulting are different multimodal-input handling issues." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading behavior are distinct problems even though both involve multimodal/model-loading infrastructure." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to TimesFM window_size AttributeError; different models and APIs." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Custom model code regression around processor.tokenizer is unrelated to OmDet-Turbo processor/model image-size mismatch." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes on NER/batching and return_tensors being ignored with text_kwargs are different tokenizer behaviors." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device_map='auto' forward mismatch is unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and gradient growth under HfDeepSpeedConfig + ZeRO-3 are separate training/runtime issues." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batched-shape bug and Qwen2-57B-A14B-Instruct tp OOM are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and loading physical-intelligence/fast on transformers>=5.1 are different compatibility issues." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "BART decoder_attention_mask UnboundLocalError and failing Flash Attention 2 tests are different bugs in different code paths." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn import KeyError on Python 3.13 is unrelated to an unsupported tensorflow_text backend mapping error." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Missing _flash_supports_window_size import and Qwen2.5-VL import failure are both import errors but for different symbols and modules." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaulting and PLE device mismatch under auto device mapping are separate Gemma4 issues." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash import warning for local models is unrelated to SigLIP2 implementation discrepancy." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 documentation example errors are unrelated to return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "processor.tokenizer regression and SigLIP2 HF-vs-JAX discrepancy are not the same bug." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "All-zero assistant masks for multimodal inputs and crashes on tool-call assistant messages are different apply_chat_template failures." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-VL import failure are unrelated model/config 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": 27, + "review_unit_index": 30, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43450", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44561", + "issue:44610", + "issue:44737", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:45593", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:45381|issue:46209", + "issue:44466|issue:45127", + "issue:28218|issue:35141", + "issue:44737|issue:46894", + "issue:43278|issue:43856", + "issue:43452|issue:46512", + "issue:43653|issue:44112", + "issue:43262|issue:43450", + "issue:43824|issue:43975", + "issue:43950|issue:46285", + "issue:43334|issue:43525", + "issue:44442|issue:45198", + "issue:43526|issue:46192", + "issue:45200|issue:46899", + "issue:45200|issue:46932", + "issue:44898|issue:45412", + "issue:44792|issue:45563", + "issue:43819|issue:44112", + "issue:45200|issue:45325", + "issue:43335|issue:43550", + "issue:41720|issue:46209", + "issue:44561|issue:46234", + "issue:44610|issue:44857", + "issue:43827|issue:43901", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:43388|issue:43526", + "issue:43606|issue:45083" + ], + "prepared_review_unit_hash": "00128302475710cc9603784edc577b7db198dbcb83034ed1d20a87240f4028e3", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36571, + "estimated_input_tokens": 9143, + "estimated_eval_tokens": 18542 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose mix of unrelated issues. I found one likely duplicate pair about Gemma4 quantized multimodal embedders casting to the wrong dtype; the rest are distinct bugs or docs issues and should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": "issue:46899 is the clearest and most complete report of the shared quantized vision/audio embedder dtype-cast bug; issue:46932 reads like a narrower follow-up/fix note for the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46899 best represents the duplicated bug because it describes the end-user failure, covers both audio and vision paths, and has the fuller repro context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Different Qwen2.5-VL bugs: bad vision_position_ids vs FP8 inference failure on B200." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied-weights/LM head behavior, but the concrete failures differ (serialization inconsistency vs LoRA merge collapse)." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing bug and embedding reinit bug are unrelated code paths." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU arange issue is unrelated to CohereASR double-shift training loss." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different problems: dtype drift in evaluate vs Qwen3 MoE memory usage." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "from_pretrained gguf loading bug is unrelated to from_config(dtype=...) stale config dtype." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration bug and GraniteSpeech CI stale test are different." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate bug is unrelated to batched video processor shape handling." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Import error for Qwen2.5-VL is unrelated to DeepSeek-Coder detokenization." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption and CLIPTextModel structure inconsistency are different regressions." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same symptom class (missing pad_token_id), but different model configs and not clearly the same underlying bug." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "AutoTokenizer load failure and Wav2Vec2 save/tokenization failure are distinct issues." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Label reduction bug and return_tensors being ignored are unrelated processor behaviors." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting issue is separate from quantized embedder dtype casting." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting issue is separate from quantized embedder dtype casting." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release bug are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image generation test failure and paged-generate warning issue are different." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC forward/from_latents mismatch is unrelated to GraniteSpeech CI test flakiness." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal bugs: Gemma4 token type ids vs Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Bamba SDPA compile bug are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different hardware/model failures: A800 cuda assert vs B200 FP8 inference." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Removed utility API and missing Falcon-Mamba utility flag are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output size mismatch and AMP float16 crash are different bugs." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs regressions, but they concern different pipeline APIs and are not the same change." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent mismatch and qwen3_omni_moe length helper behavior are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA crash and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Mask2Former gather_for_metrics label dropping and BeitImageProcessorFast reduce_labels bug differ." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Both describe the same Gemma4 quantized multimodal embedder dtype-casting bug; 46932 is a narrower fix-oriented duplicate of 46899." + } + ] + }, + "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": 27, + "review_unit_index": 31, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44855", + "issue:45083", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:46170", + "issue:46285", + "issue:46326", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:46512|issue:46821", + "issue:44206|issue:45584", + "issue:37428|issue:43425", + "issue:43335|issue:43653", + "issue:45759|issue:46285", + "issue:38175|issue:45412", + "issue:46424|issue:46858", + "issue:29942|issue:32090", + "issue:28282|issue:33357", + "issue:43611|issue:44466", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:43550|issue:44112", + "issue:45520|issue:46170", + "issue:37428|issue:44351", + "issue:44448|issue:44743", + "issue:43335|issue:45083", + "issue:43335|issue:44112", + "issue:45290|issue:46326", + "issue:43335|issue:45593", + "issue:44514|issue:44521", + "issue:43278|issue:43825", + "issue:34689|issue:35141", + "issue:45588|issue:45859", + "issue:42490|issue:43854", + "issue:29127|issue:32090", + "issue:43819|issue:44493", + "issue:39692|issue:43526" + ], + "prepared_review_unit_hash": "8cf2376b93879e21b8c8e9521f69366ec8f3e6ef2889aa32a801164b3567e796", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36519, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate: the cluster is broad and the proposed matches usually share only a subsystem name or a vague regression theme, not the same concrete bug.", + "confidence": 0.98, + "canonical_issue_reason": "No single issue is a good canonical representative here; the items span unrelated bugs across loading, caching, chat templating, CI, and model-specific edge cases.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is especially suitable as the global best issue because there is no coherent underlying duplicate cluster to represent.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Different bugs: one is dtype/config state propagation in from_config, the other is a TimesFM window_size AttributeError." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failure modes: LasrFeatureExtractor center-arg crash vs Whisper empty-transcription behavior after align_special_tokens." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "One is a missing internal import symbol; the other is a broad Torch 2.10 compatibility problem." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different code paths: SwitchTransformers sparse-layer construction vs BigBirdTokenizer special-token registration/decoding." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both involve model config structure, but they are different architectures and different bugs (Qwen multimodal text_config unwrapping vs CLIP text model structure)." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated issues: SigLIP2 zero probabilities vs RT-DETR memory not being released." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Different cache bugs: max_cache_length handling vs device-tensor seq_length breaking slice arithmetic under compile." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Different areas and symptoms: Flash Attention 2 test failures vs Trainer/_gpu_broadcast_one NoneType handling." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Different environment/runtime problems: missing PyTorch import vs MacOS bus error loading a community CLIP model." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "One concerns model loading with base_model_prefix, the other inconsistent lm_head.weight serialization; not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different failures in different model code paths: sparse layer creation vs legacy-field preset loading for BEiT segmentation." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import/parsing error vs qwen3_omni_moe helper behavior; unrelated defects." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "A torch.compile/SDPA model bug and a stale CI device-override test are not the same underlying issue." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different platform/dependency regressions: flash_attn import lookup on Python 3.13 vs Windows ROCm torch.distributed import behavior." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they refer to different missing symbols and different subsystems." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different behavior regressions: v4/v5 output mismatch for Pegasus vs recurrent state reset in qwen3_5 modular cache handling." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "The titles point to different model families and different bugs; only a broad Transformer theme is shared." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Sparse-layer config bug vs CI test failure in GraniteSpeech; no shared concrete code-path." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both are chat-template related, but one is a tool-call/no-content crash and the other is continue_final_message on mistral_common tokenizers." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same broad API, but different concrete failures: batched padding=False crash vs all-zero assistant_masks for multimodal inputs." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different bug classes: dtype mismatch during train/eval vs incorrect pipeline translation messaging." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model-loading regression for a specific model vs token-embedding reinitialization after resize; not the same defect." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention s_aux=None crash and CPU-offload rotary embedding incompatibility are separate issues." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Trailing-slash local-path import warning vs failing to load a specific GLM-4.7 model in tests." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different failures: LayoutLMv3 error-message clarity vs Trainer GPU broadcast NoneType type error." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC forward/latent mismatch and unexpected position-id keys are unrelated model bugs." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation example issues for SigLIP2 vs a BEiT fast image-processor label-reduction 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": 27, + "review_unit_index": 32, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:44112", + "issue:44206", + "issue:44448", + "issue:44464", + "issue:44493", + "issue:44617", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45593", + "issue:45823", + "issue:46234", + "issue:46424", + "issue:46431", + "issue:46566", + "issue:46697", + "issue:47000" + ], + "soft_pairs": [ + "issue:46431|issue:46566", + "issue:43606|issue:44857", + "issue:43720|issue:44112", + "issue:39692|issue:44493", + "issue:28218|issue:32090", + "issue:45310|issue:45478", + "issue:44448|issue:44779", + "issue:44206|issue:45823", + "issue:43701|issue:45083", + "issue:44617|issue:46697", + "issue:26413|issue:31501", + "issue:45127|issue:45245", + "issue:45459|issue:46234", + "issue:32090|issue:33357", + "issue:44857|issue:45072", + "issue:42490|issue:43575", + "issue:45593|issue:47000", + "issue:43550|issue:45083", + "issue:27957|issue:34689", + "issue:38175|issue:44493", + "issue:44464|issue:46424", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:45290|issue:45381", + "issue:43278|issue:43329", + "issue:10000|issue:15354" + ], + "prepared_review_unit_hash": "c7f0b2f989d6cdf3beaa5ae2fb8bd6f57a6db2bedc47d59f0d4bab174dd4ba8b", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34959, + "estimated_input_tokens": 8740, + "estimated_eval_tokens": 17736 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous issue reports. The only clear duplicate pair is the repeated Qwen3.5 MoE from_pretrained error (issues 45310 and 45478); the rest are distinct bugs or regressions in different code paths.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45310 is the best canonical issue because it has an almost exact duplicate in 45478 with the same title and underlying Qwen3.5 MoE from_pretrained failure, making it the clearest representative bug report in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the strongest issue to keep as the representative bug report: it is specific, well-scoped, and has a near-identical duplicate confirming the same underlying regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Different failures: missing chat template vs. model weights staying on meta with auto device map." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Unrelated bugs affecting different models and paths; one is CPU offload device mismatch, the other AMP loss crash." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different code paths: accelerate loading of packed BitNet weights vs. GraniteSpeech CI device override test." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and subsystems: SigLIP2 doc example errors vs. a broad position-id key regression." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug and Trainer broadcast NoneType error are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Near-identical reports of the same Qwen3.5 MoE from_pretrained regression with matching title and failure mode." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both mention output differences, but one is Pegasus v4/v5 behavior and the other is Deepseek tokenizer correctness; not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different models and errors: unsupported center arg in audio feature extraction vs. Gemma4 device mismatch." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume-from-checkpoint key mismatch is unrelated to qwen3_omni_moe feature-extractor length behavior." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video is not the same underlying issue as Swin2SR image over-padding." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Resume-from-checkpoint epoch iterator failure and FineWeb training startup failure are distinct training issues." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge / tied embeddings collapse is unrelated to the categorical limit runtime error." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error handling and a missing import_utils helper are different bugs." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error is not the same as a MacOS bus error in CLIP loading." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both involve dtype issues, but they affect different models and concrete failures; not mergeable as one fix." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to Qwen2-57B tensor-parallel OOM." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Different detection-loss bugs with different triggers and failure modes." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to qwen3_omni_moe output-length behavior." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and Llama 3.2 model loading regression are different problems." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero probabilities and unexpected position-id keys are different model bugs." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Compiled forward chunked generation inconsistency is not the same as max_cache_length only applying to quantized cache." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention 2 tests and output embedding reinitialization on resize are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Bart generate decoder_attention_mask bug is unrelated to Trainer broadcast NoneType error." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template crash with tool calls is a different path from Qwen2.5-VL video position-id handling." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift in evaluation and an undefined-variable video token-count bug are unrelated." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and torch.jit.script GeneratorExp export failure are unrelated legacy bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45310/45478 is the only clearly duplicated pair by title/body, and the remaining soft-pairs are conservatively rejected as different issues. I don\u2019t see evidence of overstatement, and there are no PR-pair mergeability concerns here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 33, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43381", + "issue:43526", + "issue:43575", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44186", + "issue:44360", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46858" + ], + "soft_pairs": [ + "issue:37428|issue:42175", + "issue:45290|issue:46655", + "issue:29870|issue:33290", + "issue:44448|issue:44977", + "issue:44360|issue:44561", + "issue:43278|issue:43381", + "issue:44855|issue:46399", + "issue:40444|issue:43526", + "issue:45920|issue:46192", + "issue:32090|issue:33290", + "issue:44977|issue:45229", + "issue:43927|issue:45698", + "issue:46421|issue:46858", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:25251|issue:32090", + "issue:44448|issue:44466", + "issue:43381|issue:43701", + "issue:43976|issue:45440", + "issue:44871|issue:44977", + "issue:29127|issue:34567", + "issue:33357|issue:39692", + "issue:43278|issue:43575", + "issue:44561|issue:44779", + "issue:45588|issue:45823", + "issue:44568|issue:45491", + "issue:41720|issue:45229", + "issue:44186|issue:45198", + "issue:44361|issue:45198", + "issue:45198|issue:45803", + "issue:44977|issue:45563" + ], + "prepared_review_unit_hash": "f4256ea590fe9cd4074c0b787e726b057c940cba2e93bd3736bc909f7d068983", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37321, + "estimated_input_tokens": 9331, + "estimated_eval_tokens": 18918 + }, + "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 issues across tokenizers, generation, training, caching, vision, and packaging. No soft edge looks like the same underlying bug/change.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue stands out because the items are heterogeneous and do not share a single root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative; at best, issue 45920 is the broadest regression report, but it still does not match most of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "ImportError for flash attention utils vs missing TensorFlow backend package." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat template tool-call crash vs video processor padding bug." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "BART generate() mask bug vs DeepSpeed Adafactor OOM." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output regression vs Qwen3.5 flash-attn generation crash." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer/ReLU discussion vs trust_remote_code FX helper removal." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval dtype drift vs gradient checkpointing unsupported in eval." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 IndentationError vs missing decorator for kernel registration." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure vs BEiT label reduction bug." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer regression across many models vs ignored return_tensors kwarg." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error vs optimizer-related OOM." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation crash vs multi-GPU CUDA OOM." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Config token IDs lost vs wrong custom module loaded after save/load." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Spurious recompilation vs static-cache slice arithmetic failure." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning vs quantization offloading failure." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Offloading/quantization issue vs Gemma4 CUDA OOM." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k shape change vs Trainer GPU broadcast error." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Generation output mismatch vs tied-weight serialization inconsistency." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval checkpointing restriction vs checkpoint resume key mismatch." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility break vs DeepSeekV3MoE divergence." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config mismatch vs Qwen3.5 flash-attn crash." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error clarity issue vs token counter not updating." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error vs documentation example errors." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Eval dtype change vs tensor-parallel load OOM." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removed FX helper breakage vs tokenizer regression in v5." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention None handling vs device-map PLE mismatch." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Special-token insertion bug vs Gemma3 NaN embeddings." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Device-mapping assert vs multi-GPU OOM." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLuke tokenizer AttributeError vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 serialization/tokenization bug vs Fuyu exception handling bug." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Generation crash vs stale warning text." + } + ] + }, + "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": 27, + "review_unit_index": 34, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", + "issue:44206", + "issue:44265", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46121", + "issue:46369", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:43611|issue:46121", + "issue:29870|issue:34689", + "issue:29942|issue:30064", + "issue:43653|issue:44743", + "issue:44206|issue:44479", + "issue:42915|issue:42994", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:43065|issue:43994", + "issue:43065|issue:45412", + "issue:44265|issue:45198", + "issue:43575|issue:43701", + "issue:29127|issue:33357", + "issue:43412|issue:45588", + "issue:45372|issue:45588", + "issue:45491|issue:46693", + "issue:42490|issue:43381", + "issue:45245|issue:45563", + "issue:29127|issue:35141", + "issue:45459|issue:45712", + "issue:45440|issue:45593", + "issue:43994|issue:45412", + "issue:45372|issue:45406", + "issue:45406|issue:46701", + "issue:43575|issue:44387", + "issue:43421|issue:45491", + "issue:45412|issue:46369", + "issue:43066|issue:44462", + "issue:45372|issue:45459", + "issue:44442|issue:45072", + "issue:43526|issue:45834" + ], + "prepared_review_unit_hash": "9391ddd2879d5067b0737b0a1d886ba69cb782e2a0c0e5dad5d7aa4869ac2c4f", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36514, + "estimated_input_tokens": 9129, + "estimated_eval_tokens": 18514 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a collection of unrelated Transformers bugs across different models and subsystems; none of the soft pairs look like the same underlying issue, so all should be rejected as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44462 is the clearest broadly relevant bug report in the set: it has concrete reproduction details, impacts AutoTokenizer loading, and is phrased as a precise user-facing regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the best issue candidate because it is specific, actionable, and well-scoped to a real loading-path problem with likely wider impact than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Both are loading/config-related, but one is a base_model_prefix regression and the other is a rope-validation TypeError; different code paths and failures." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate() decoder mask initialization and Llama 3.2 vision model loading are unrelated bugs." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are different subsystems with different failure modes." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration and Qwen3.5 recurrent-state caching are not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center argument in a feature extractor is unrelated to the Qwen VL video-input regression." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and quantized model saving are separate quantization bugs." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and DeepseekV3MoE divergence are different model implementation issues." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird tokenizer special-token registration and FastSpeech2ConformerTokenizer loading are distinct tokenizer bugs." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "A dummy Conv2d placeholder in Sam3PixelDecoder is not the same as SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer and RT-DETR memory release are unrelated issues." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failures with torch_compilable_check are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM on Qwen2-57B and resume_from_checkpoint key mismatch are different problems." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box info error messaging and a CLIP MacOS bus error are not the same underlying bug." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n export guard/erfinv support and flash_attention s_aux=None crashes occur in different code paths." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor loading import error and flash_attention sink handling are unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaN embeddings from all-padding windows and FA2 long-context performance regression are different symptoms with different root causes." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Path-with-slash import warning and gradient-checkpointing eval-mode behavior are not the same issue." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality overflow and a stale generate() warning are different generate/save behaviors." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error clarity and token-embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Protobuf decode error masking tokenizer failures and leftover dummy classes in dummy_pt_objects are separate cleanup/exception-handling issues." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss behavior are different model bugs." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 bad outputs and RT-DETR memory leak do not share the same underlying cause." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "ReasoningEffort import failure and Gemma4Processor missing _tokenizer are distinct processor-loading regressions." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4Processor attribute error and DiffusionGemma image-text pipeline failure are different bugs." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "TP OOM on Qwen2-57B and int4 reserved-memory regression are both memory-related but not the same code-path problem." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor updates for special tokens and Gemma3 NaN embeddings are unrelated." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR garbage-collection memory leak and sam3-litetext memory overflow are different memory issues." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and AutoTokenizer ignoring tokenizer.json are different tokenizer-loading problems." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import failure and protobuf-missing tokenizer decode masking are unrelated exception paths." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are separate bugs." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels truncation and Kosmos2.5 long-OCR index errors are 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": 1, + "component_count": 27, + "review_unit_index": 35, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29870", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43646", + "issue:43720", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45245", + "issue:45250", + "issue:45381", + "issue:45440", + "issue:45588", + "issue:45859", + "issue:46121", + "issue:46234", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46821" + ], + "soft_pairs": [ + "issue:27957|issue:33290", + "issue:27957|issue:29127", + "issue:43526|issue:46693", + "issue:43824|issue:44279", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:44857|issue:45588", + "issue:43994|issue:46369", + "issue:42915|issue:43931", + "issue:43526|issue:44186", + "issue:43334|issue:43531", + "issue:45250|issue:46640", + "issue:43381|issue:43873", + "issue:45588|issue:46821", + "issue:43646|issue:44077", + "issue:46121|issue:46399", + "issue:44514|issue:45381", + "issue:44977|issue:45245", + "issue:43761|issue:45859", + "issue:44743|issue:44811", + "issue:43262|issue:44206", + "issue:44442|issue:44898", + "issue:42490|issue:44743", + "issue:43720|issue:44442", + "issue:27957|issue:29870", + "issue:42175|issue:46234", + "issue:43316|issue:43525", + "issue:45003|issue:45440" + ], + "prepared_review_unit_hash": "3ad74388bdf2ae424ec8c2cc4e58eee4b89be867808ea2805686ccfaac05bbf5", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35955, + "estimated_input_tokens": 8989, + "estimated_eval_tokens": 18234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most pairs are only superficially similar by subsystem or model family, and none look like safe duplicates. I\u2019d use the open Flash Attention 2 report as the best anchor, but it does not unify the rest of the set.", + "confidence": 0.91, + "canonical_issue_reason": "issue:46640 is the most representative concrete issue in the only loosely related flash-attention subgroup; it is more substantive than the vague FA2 placeholder issue:45250.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46640 has the clearest actionable bug report and the broadest relevance within the cluster\u2019s small flash-attention subset, while still being specific enough to serve as the anchor issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Unrelated failures: XLM-RoBERTa Flash Attention 2 support vs AdaFactor/DeepSpeed OOM." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Different models and symptoms: FA2 support on XLM-RoBERTa vs LayoutLMv3 error messaging." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Different bugs: BeitImageProcessorFast label reduction vs FA2 long-context performance regression." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Different problem scopes: missing Qwen2.5-VL import vs a generic dependency issue." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM during training with AdaFactor/DeepSpeed is not the same as Llama 3.2 Vision model loading breakage." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Training OOM and embedding reinitialization are separate code paths and failures." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: LwDetrImageLoss AMP/CUDA crash vs flash_attention sink-less model AttributeError." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 bad outputs vs SAM3-LiteText memory overflow." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3MoE FineGrainedFP8Config failure is not the same as Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Separate image-processing/tokenizer bugs with no shared concrete code path." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding_window are different config/runtime issues." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but the titles are too vague to show the same underlying bug or mergeable fix." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior is unrelated to quantized offloading." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "flash_attention.py sink handling is unrelated to TimesFM window_size attribute errors." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization breakage and patchtsmixer post_init policy are different issues, not one concrete fix." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Both touch rotary/rope-related areas, but one is a TypeError in validation and the other is a registration/decorator crash." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen2.5-VL bugs: batched apply_chat_template crash vs incorrect vision_position_ids for video input." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation failure and category-cardinality runtime error are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen3_5MoE text rotary offload compatibility." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state cache reset in Qwen3.5 modular code is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and unsupported center arg in LasrFeatureExtractor are different bugs." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver interpolation failure are separate model/processor issues." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and FastSpeech2Conformer tokenizer loading are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Different failures: XLM-RoBERTa FA2 support vs BART generate() decoder_attention_mask unbound variable." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging backend omission and missing import_utils helper are unrelated dependency issues." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-API discrepancies, but they concern different models and different missing attributes." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to DeepSeekV3MoE implementation divergence." + } + ] + }, + "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": 27, + "review_unit_index": 36, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45325", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46506", + "issue:46697", + "issue:46829", + "issue:46932" + ], + "soft_pairs": [ + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:43873|issue:44871", + "issue:45325|issue:46697", + "issue:44062|issue:45907", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:43316|issue:45759", + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:44190|issue:44496", + "issue:43931|issue:45216", + "issue:42617|issue:43575", + "issue:43701|issue:46506", + "issue:44442|issue:45803", + "issue:43232|issue:43388", + "issue:43550|issue:43701", + "issue:43575|issue:43742", + "issue:43761|issue:44079", + "issue:27957|issue:32090", + "issue:43761|issue:44188", + "issue:43606|issue:43701", + "issue:25251|issue:28282", + "issue:46829|issue:46932", + "issue:42907|issue:45698", + "issue:16998|issue:22355" + ], + "prepared_review_unit_hash": "b34f724d98d9b7f3e133fafc17468d7089dd2feea4c4a2b0686b9043689ca109", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34972, + "estimated_input_tokens": 8743, + "estimated_eval_tokens": 17742 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous set of unrelated transformer issues. None of the soft pairs look like the same underlying bug or change, so no merges are warranted.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Different models and failures: an API removal for patchtsmixer vs a video-input regression for Qwen VL variants." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to docs still referencing `pipeline()` after v5 removals." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma-3 EOS token config inconsistency are separate issues." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Both concern preprocessing math, but one is rope/temporal position scaling and the other is image over-padding." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer construction error is unrelated to `list_repo_files` not forwarding `revision`." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "`AutoConfig.from_pretrained` missing fields with remote code is not the same as GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 TorchScript parsing error is unrelated to the DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config APIs, but one is a Gemma3TextConfig discrepancy and the other is `from_config` not unwrapping `text_config` for Qwen multimodal configs." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Broken FSDP CPU RAM-efficient loading is a different path from Qwen3-VL shape mismatch on model load." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model-loading regression for a specific repo is unrelated to a backend mapping error for `tensorflow_text`." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to unrecognized model config loading." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Loading shape mismatch and incorrect checkpoint saving are different Qwen3-VL/Qwen3.5 problems." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "`3d_parallel.py` runtime failure is not the same concrete issue as TP loading OOM for Qwen2-57B." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch and CPU/CUDA output divergence are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure is unrelated to Fuyu tensor conversion error handling." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync bug and metric-gathering label truncation are separate code paths." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to resume-from-checkpoint key mismatch." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Qwen2 TP OOM and MobileLLM key error are distinct model-loading failures." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "A model-specific hidden_states regression is not the same as a generic ModelOutput key assignment bug." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta is unrelated to the Trainer `_gpu_broadcast_one` TypeError." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden_states output regression and attention-kernel divergence under torch.compile are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to resume checkpoint key mismatch." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline `top_k` output nesting bug is unrelated to missing PyTorch dependency detection." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism output field mix-up is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models and loading the wrong custom module after save/load are different serialization bugs." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to missing `transformers.onnx` import." + } + ] + }, + "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": 27, + "review_unit_index": 37, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43352", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43646", + "issue:43650", + "issue:43716", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44464", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46424", + "issue:46640", + "issue:46894" + ], + "soft_pairs": [ + "issue:43295|issue:43825", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:46234|issue:46291", + "issue:44077|issue:44534", + "issue:43316|issue:43716", + "issue:42175|issue:43316", + "issue:44464|issue:46421", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:44871|issue:46050", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:43404|issue:43441", + "issue:43065|issue:44617", + "issue:44242|issue:46894", + "issue:43540|issue:44514", + "issue:44610|issue:46369", + "issue:45632|issue:46424", + "issue:43572|issue:46178", + "issue:45542|issue:46234", + "issue:45803|issue:46170", + "issue:44792|issue:45600", + "issue:44792|issue:44977", + "issue:43504|issue:45698", + "issue:43650|issue:46202", + "issue:43352|issue:46640", + "issue:45127|issue:45200" + ], + "prepared_review_unit_hash": "59168b96a37a9ec0a328105bc1e5fa8cdf9d4eeccaeee491e8de5511a2d468c6", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35938, + "estimated_input_tokens": 8985, + "estimated_eval_tokens": 18226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated model- and subsystem-specific bugs. A few pairs share broad themes (tokenizers, Flash Attention, cache/prefill, loading), but the concrete failure modes are different, so I do not see any true duplicate clusters here.", + "confidence": 0.29, + "canonical_issue_reason": "issue:43646 is the broadest umbrella regression in the list ('Transformers 5.0.0 breaks custom model initialization'), but the other issues are largely separate, model-specific bugs rather than duplicates of it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most general/high-level issue and the closest thing to a cluster anchor, though it still does not actually subsume the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Both are Transformers v4.57/v5 regressions, but one is about `processor.tokenizer`/image handling and the other is about an incorrect pipeline error message for translation tasks; different code paths." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "`processor.tokenizer` access regression and Gemma-3 eos token config mismatch are different bugs affecting different APIs/models." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Both mention tokenizer/template behavior, but Gemma-3 eos_token_id inconsistency and Whisper empty transcription after `align_special_tokens` are distinct model-specific failures." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing `is_falcon_mamba_ssm_available` in `import_utils` and a kernels version/revision import failure in `transformers.pipelines` are different dependency/import issues." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "`patchtsmixer` post_init policy and non-persistent buffer junk in v5 are unrelated changes with different symptoms and fixes." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency and Mistral-3 image-preprocessor dtype mismatch are different model-specific bugs." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "A packaging/backend issue with `pip install '.[torch]'` missing TensorFlow is unrelated to the Gemma3TextConfig API discrepancy." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both touch chunked generation/cache behavior, but one reports inconsistent outputs under compiled forward while the other is about lazy cache init causing recompilation; not the same underlying bug." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Generic custom model initialization breakage is different from GPTNeoXConfig `rotary_pct` not persisting on reload." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "`gguf_file` breaking `from_pretrained` and an unrecognized model missing `model_type` are both loading problems, but with different root causes and failure surfaces." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma-3 eos token mismatch and quantized model save/load breakage are unrelated." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare `except` in Fuyu tensor conversion and Trainer import failure due to datasets are completely different issues." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 workflow breakage and a Janus image-generation test failure do not describe the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 weight tying and Ministral-3 FlashAttention failure are both Mistral-family issues, but they are different concrete code-path problems." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Video CUDA OOM are different Sam3 problems with different causes." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Missing load-balancing loss when `output_router_logits=False` and CohereASR double-shift training loss are separate loss-calculation bugs." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are Qwen multimodal input bugs, but Qwen3OmniMoe video processing and Qwen2_5_VL batched chat-template padding behavior are different failure modes." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo processor image size mismatch and Sam3-LiteText memory overflow are unrelated model/processor problems." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "A cache-path collision for local models and `max_cache_length` only applying to quantized cache are different cache/config issues." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLmConfig missing `pad_token_idx` and an invalid `tensorflow_text` backend mapping are unrelated bugs." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Undefined tf backend when only tensorboard is installed and a missing import-utils helper for Falcon Mamba are different backend/import issues." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Swallowing exceptions in Fuyu tensor conversion is unrelated to the Windows ROCm `torch.distributed` dependency problem." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A Janus generation test failure and stale auto-mappings for removed Sam3LiteText configs are different CI failures." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image generation failure and Qwen3.5 FlashAttention generation issues are model-specific and not duplicates." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "BEiT legacy field loading and wrong custom-module loading after `save_pretrained`/`from_pretrained` both affect loading, but they are separate mechanisms." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "These issues are entirely unrelated; one is effectively non-informative, the other is a Gemma pipeline roundtrip bug." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one says NemotronHForCausalLM does not support it yet while the other is an unspecified flash-attention issue; not enough to treat as the same bug." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings and Gemma 4 `mm_token_type_ids` defaulting are different model-behavior 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": 27, + "review_unit_index": 38, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:41720", + "issue:41950", + "issue:42490", + "issue:43335", + "issue:43388", + "issue:43475", + "issue:43525", + "issue:43531", + "issue:43644", + "issue:43673", + "issue:43688", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44855", + "issue:44869", + "issue:44877", + "issue:44913", + "issue:44964", + "issue:45072", + "issue:45245", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46421", + "issue:46617", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932" + ], + "soft_pairs": [ + "issue:43525|issue:43531", + "issue:44534|issue:44913", + "issue:35141|issue:42490", + "issue:43673|issue:44743", + "issue:41950|issue:43475", + "issue:43388|issue:43688", + "issue:44190|issue:44964", + "issue:44855|issue:45588", + "issue:29870|issue:35141", + "issue:45072|issue:46932", + "issue:45632|issue:46617", + "issue:44869|issue:46832", + "issue:45245|issue:46858", + "issue:44734|issue:45406", + "issue:46082|issue:46697", + "issue:43827|issue:43994", + "issue:44617|issue:45584", + "issue:43644|issue:44913", + "issue:25251|issue:27957", + "issue:43931|issue:44060", + "issue:43335|issue:44855", + "issue:44242|issue:46897", + "issue:44077|issue:44877", + "issue:43673|issue:46421", + "issue:45381|issue:46369", + "issue:45563|issue:45584", + "issue:41720|issue:45245" + ], + "prepared_review_unit_hash": "f3a598c1bee416b04bf42e76e1291002caa0bf15bdb0eff1b186bef7ee862ade", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36031, + "estimated_input_tokens": 9008, + "estimated_eval_tokens": 18272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous semantic cluster, not a duplicate set: the items span unrelated model, cache, config, pipeline, and documentation bugs. None of the soft pairs look like the same underlying issue, so all should stay separate.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out; the cluster is too heterogeneous, and the soft pairs are only broad subsystem similarities rather than duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the broadest representative of the only cluster-wide regression theme here (non-persistent buffer state in v5) and is more central than the model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different problems: missing pad_token_id vs sliding_window handling in Qwen3-MoE." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/runtime regressions, but one is buffer initialization junk and the other is rotary_pct not persisting on reload." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Unrelated: embedding reinit after resize vs import warning from trailing slash paths." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache, but one is missing GenerationMixin cache and the other is recurrent state reset in modular_qwen3_5." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different subsystems: video-classification processor lookup vs missing fpn_position_embeddings on Sam3VisionEncoderOutput." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different bugs: gather_for_metrics drops tuple labels, while the other is aux-loss normalization." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading script failure vs model weight-shape mismatch on Phi-4 multimodal." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 JIT parsing/indentation issue vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Different code paths: Bart generate decoder mask bug vs output embedding reinit after resizing." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both are dtype-related, but one is CI inference mismatches and the other is Gemma4 quantized embedders casting." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve trust_remote_code cache loading, but one is leaf-path collision and the other is FileNotFoundError from cache." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper decode crash vs RT-DETR forward TypeError; no shared underlying bug." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-count limit error vs cache.get_seq_length() device-tensor arithmetic; unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve KV-cache indexing crash vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig validation vs Swin2SR over-padding; different layers and symptoms." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() vs bad outputs from AutoModel/pipeline for siglip2; not the same bug." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video vs Whisper empty-transcription crash after align_special_tokens." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Related to loading/config state, but not the same issue: non-persistent buffer junk vs rotary_pct resetting on reload." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k output shape bug vs XLMRoberta Flash Attention 2 support issue." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Model weight shape mismatch vs incorrect tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer creation bug vs Python 3.13 JIT indentation error." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Load-balancing loss omission vs Florence2 training-loss double-shift; both are loss bugs but distinct." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "patchtsmixer post_init policy vs strict-config loading failure for granite_speech." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both involve chunked prefill/cache, but one is missing cache in v5 and the other is lazy cache init causing recompilation." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position ids bug vs Sam3-litetext memory overflow." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate warning regression vs Whisper empty transcription crash." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert vs category-count limit in another model path; 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": 27, + "review_unit_index": 39, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:25251", + "issue:29870", + "issue:39692", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44112", + "issue:44190", + "issue:44246", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45907", + "issue:46369", + "issue:46489", + "issue:46655", + "issue:46697", + "issue:46752", + "issue:46858", + "issue:47013" + ], + "soft_pairs": [ + "issue:43550|issue:44190", + "issue:44933|issue:45362", + "issue:43065|issue:44610", + "issue:43335|issue:44190", + "issue:45588|issue:47013", + "issue:44479|issue:44734", + "issue:44617|issue:46369", + "issue:45381|issue:46655", + "issue:43854|issue:44792", + "issue:39692|issue:44190", + "issue:45127|issue:45357", + "issue:43295|issue:45276", + "issue:44464|issue:45563", + "issue:44779|issue:46489", + "issue:45276|issue:45584", + "issue:43540|issue:44734", + "issue:45290|issue:46752", + "issue:44112|issue:45600", + "issue:44521|issue:45381", + "issue:25251|issue:29870", + "issue:44462|issue:45907", + "issue:43643|issue:44496", + "issue:43526|issue:46697", + "issue:44938|issue:45542", + "issue:43854|issue:44964", + "issue:44246|issue:45003", + "issue:43673|issue:46858" + ], + "prepared_review_unit_hash": "b8ba91dccb2e2ad672923e62fda5f19bf5f4be1a815ee03278876011cd9f87b2", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35942, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated Transformers bug reports. The only soft pair that looks like the same underlying issue is the DeepSeek tokenizer regression pair (44779/46489); the rest differ by model, subsystem, or failure mode.", + "confidence": 0.84, + "canonical_issue_reason": "issue:46489 is the most specific of the only true duplicate pair: it clearly describes the DeepSeek-Coder v1 tokenizer regression in v5+ and ties it to a gap in a prior fix, making it the best canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46489 is the strongest representative issue here because it pinpoints the concrete tokenizer regression and its relation to the earlier fix, which makes it the clearest anchor for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Different models and failures: torch.compile/SDPA vs local dataset loading." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Unrelated subsystems: missing image_utils import vs Qwen chat crash." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Both are SAM/vision issues, but one is a dummy Conv2d and the other is a processor/model image-size mismatch." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Completely unrelated: SwitchTransformers config bug vs dataset loading script issue." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Different code paths and failure modes: flash attention sink handling vs xLSTM unpacking in train mode." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Different regressions: video input handling vs serve KV-cache continuation indexing." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory pressure in SAM3, but one is video OOM and the other is sam3-litetext memory overflow; not clearly the same bug." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processing bugs, but they affect different models and likely different preprocessing logic." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "Different model-loading/test failures for different models." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Documentation example errors vs local dataset loading; unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Different mechanisms: LoRA merge/vocab collapse vs incorrect saved visual encoder keys." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Different bugs: processor/tokenizer regression vs resize_token_embeddings not updating outputs." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Different generation issues: compiled forward inconsistency vs a stale warning in paged generate()." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Same underlying DeepSeek tokenizer regression in v5+; 46489 is a more specific instance tied to the earlier fix gap." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated: embedding resize bug vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different subsystems: multimodal video input parsing vs response KV-cache continuation indexing." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both are apply_chat_template crashes, but one is tool-call/no-content handling and the other is empty-list input; different edge cases." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI failures in different areas: GraniteSpeech device override test vs stale auto_mappings entries." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both concern multimodal chat/video, but assistant_masks and vision_position_ids are different code paths and bugs." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Unrelated bugs: pipeline top_k nesting vs Bart generate decoder_attention_mask initialization." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer loading behavior vs repo file listing revision forwarding; not the same issue." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Different config-loading problems: missing fields with trust_remote_code vs unrecognized model_type." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Both are image-processor bugs, but one is label reduction and the other is over-padding." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure is unrelated to tensorboard-without-TF backend behavior." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model loading failures for different models." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness vs unsafe sys.modules access; related only loosely, not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation cache, but 43673 is missing cache in chunked_prefill while 46858 is a static-cache slice arithmetic bug on non-CUDA backends." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The single accepted soft pair (44779/46489) is the only clearly supported duplicate from the titles, and the rest of the false verdicts are conservative rather than overreaching." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 40, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43582", + "issue:43673", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44737", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45446", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759", + "issue:45803", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46424", + "issue:46506", + "issue:46932" + ], + "soft_pairs": [ + "issue:44737|issue:45803", + "issue:27957|issue:35141", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:42175|issue:44279", + "issue:45632|issue:46234", + "issue:42796|issue:44521", + "issue:32090|issue:35141", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:43404|issue:45216", + "issue:43531|issue:45600", + "issue:44295|issue:46506", + "issue:46082|issue:46121", + "issue:41950|issue:44016", + "issue:43673|issue:46424", + "issue:43295|issue:45335", + "issue:43582|issue:46932", + "issue:45083|issue:46506", + "issue:44496|issue:45042", + "issue:43976|issue:44987", + "issue:43526|issue:43901", + "issue:43901|issue:44496", + "issue:43673|issue:44336", + "issue:44496|issue:45759", + "issue:44683|issue:45446", + "issue:44016|issue:44220", + "issue:43381|issue:45593", + "issue:42907|issue:43441" + ], + "prepared_review_unit_hash": "d8b4417316e5408c01d313f048bc5d464f2788fb7f65e173c9927a6d4e34071d", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36526, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These look like a loose collection of unrelated Transformers issues rather than a duplicate cluster. None of the soft pairs appear to be the same underlying bug or change.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44521 is the most active and referenced item in the set, and it is a broad user-facing multimodal regression, so it is the best single issue anchor here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 has the strongest signal for reuse as a representative issue: it is open, has inbound references, and describes a concrete end-user bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU device-placement bug vs Fuyu exception-swallowing bug; different code paths and fixes." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "FlashAttention 2 support for XLM-Roberta is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal load failure vs stale auto_mappings references/CI breakage; not the same bug." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "GraniteSpeech CI stale device override test is unrelated to loading Phi-4 multimodal models." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Missing TensorFlow backend after torch-only install is not the same as a generic dependency issue." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Local trust_remote_code cache collision and missing import_utils symbol are different problems." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to all-zero assistant masks in multimodal chat templates." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to post-init embedding reinitialization." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor import and missing AutoImageProcessor import are different symbols/code paths." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but they involve different missing names and different modules." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Mistral3 lm_head tying bug and Qwen3.5 save_pretrained regression are distinct model/config issues." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to stale auto_mappings config references." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "position_ids buffer access error vs CPU/CUDA output divergence are different failures." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter list handling are separate validation bugs." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline image-processor lookup bug is unrelated to a notebook syntax error." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "GenerationMixin cache missing and cache max_length semantics are related to caching but not the same concrete bug." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor.tokenizer regression with images is unrelated to t5gemma resize_token_embeddings not affecting decoder.embed_tokens." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon warmup TypeError and Gemma4 dtype-casting fix are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Helper output-length computation bug is unrelated to CPU/CUDA result differences." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config error is not the same as PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version support regression and model-load failure are different issues." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to a docs mismatch about return_all_scores." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation wording issue vs model config import failure; different domains entirely." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache-missing regression and ANSI escape handling in loading_report are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model config error is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a torch>=2.9 compiled-failure and the other is an AuxRequest version-check/import bug." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and _torch_extract_fbank_features bug are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and missing auxiliary losses when denoising is off are different behaviors." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Dequantized save failure and FlashAttention failure are separate Ministral issues with different 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": 27, + "review_unit_index": 41, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43577", + "issue:43650", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44220", + "issue:44279", + "issue:44327", + "issue:44351", + "issue:44368", + "issue:44466", + "issue:44521", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:45020", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45375", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45812", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46515", + "issue:46614", + "issue:46693", + "issue:46752", + "issue:47000", + "issue:47085" + ], + "soft_pairs": [ + "issue:43650|issue:44220", + "issue:44016|issue:44062", + "issue:43976|issue:44279", + "issue:44792|issue:46424", + "issue:43441|issue:45588", + "issue:44521|issue:46693", + "issue:43824|issue:44933", + "issue:44279|issue:46515", + "issue:43479|issue:45375", + "issue:45335|issue:45584", + "issue:43299|issue:45216", + "issue:44327|issue:46752", + "issue:46123|issue:46369", + "issue:46614|issue:47085", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:42796|issue:43650", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:43976|issue:45405", + "issue:44779|issue:45812", + "issue:43381|issue:47000", + "issue:46082|issue:46399", + "issue:44466|issue:45276", + "issue:43299|issue:45357" + ], + "prepared_review_unit_hash": "43625d2df4f56ed34f09dd13bb28def182507b66e5bfc2cb8c82029b9dab6229", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36069, + "estimated_input_tokens": 9018, + "estimated_eval_tokens": 18292 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is not a true duplicate cluster: the pairs span unrelated regressions, docs bugs, tokenizer issues, and import errors. None of the soft edges look like the same underlying bug/change, so all should be rejected.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44521 is the strongest representative issue here: it is open, has multiple inbound references, and describes a concrete, reproducible multimodal API bug with broad user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 is the best issue for triage priority overall because it is open, has substantial discussion, and reports a high-impact performance regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Completely different problems: a vague data request versus a specific fbank feature extraction bug." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword collision are unrelated failure modes." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Different topics: Python-version support breakage versus a generic dependency issue." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus test failure is unrelated to cache max length behavior in quantized cache." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but they affect different models and different code paths; not the same bug." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Multimodal chat-template masks and FA2 long-context performance regression are different issues." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different import failures involving different modules and symbols." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issue and torch 2.4.1 incompatibility are not the same underlying defect." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different config bugs: default vision/audio config initialization versus a missing vision-index field being dropped by strict parsing." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Token embedding resize propagation and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are regressions, but one breaks Qwen3VL model loading and the other breaks Qwen3.5 checkpoint saving." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans top-k crash and empty apply_chat_template crash are different code paths and failure conditions." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch result dropping and SAM3 LiteText memory overflow are not the same bug." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Phonemizer language state bug and tokenizer thread-safety regression are unrelated." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Dependency trouble and an unreleased PEFT version bump are different problems." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer regression with images and Deepseek tokenizer output corruption are distinct tokenizer issues, not one fix." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 docs quantization/model mismatch and TextClassificationPipeline return_all_scores docs mismatch are unrelated documentation problems." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling and a vague 'ADD THE DATA' request are not duplicates." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD optimizer args not used is unrelated to a tie_word_embeddings warning during Qwen3.5 fine-tuning." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained corruption are separate model-loading/saving bugs." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Specific HybridCache import failure versus broad import errors after upgrading to 5.5.0 are not the same issue." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup and remote_code breakage are different failures." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support regression and an unreleased dependency version bump are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Deepseek tokenizer regression and Granite AutoTokenizer ID regression are different model-specific tokenization bugs." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing in eval mode and RTDetrLoss infeasible cost matrix are unrelated training/runtime bugs." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation and Qwen3.5 rotary-embedding registration are different code paths." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Tied-weight serialization inconsistency and resize_token_embeddings not updating Gemma4 layers are not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Model loading breakage and incorrect visual encoder keys on save_pretrained are separate Qwen3.5 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": 27, + "review_unit_index": 42, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42175", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43873", + "issue:43901", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44336", + "issue:44462", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46512", + "issue:46851", + "issue:47000", + "issue:47145" + ], + "soft_pairs": [ + "issue:46082|issue:46512", + "issue:43653|issue:45593", + "issue:41950|issue:45823", + "issue:43650|issue:46209", + "issue:44242|issue:45200", + "issue:43644|issue:47145", + "issue:43299|issue:43854", + "issue:43931|issue:47145", + "issue:44462|issue:45081", + "issue:45588|issue:47000", + "issue:44683|issue:45542", + "issue:44016|issue:44291", + "issue:43479|issue:43525", + "issue:45081|issue:45907", + "issue:33290|issue:45656", + "issue:42994|issue:43317", + "issue:43441|issue:45834", + "issue:44336|issue:46851", + "issue:44623|issue:44749", + "issue:43873|issue:47145", + "issue:45103|issue:45372", + "issue:45859|issue:46851", + "issue:44261|issue:44263", + "issue:44623|issue:45397", + "issue:42175|issue:43976", + "issue:43901|issue:44246" + ], + "prepared_review_unit_hash": "fbcb211b56aa1866ce2fae4bab45fbb1fb763c39d30f15298662b1d108b02653", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34849, + "estimated_input_tokens": 8713, + "estimated_eval_tokens": 17682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are largely unrelated Transformers issues; none of the soft pairs look like true duplicates or mergeable same-bug cases. The only broadly notable open issue is the quantization/offloading report, but this set does not form a coherent duplicate cluster.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43873 is the most active and broadly framed open bug (quantization/offloading with inbound references), but it is still not a true canonical duplicate for the rest of this mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best anchor only because it is open, high-signal, and broadly scoped; otherwise the cluster is too heterogeneous to pick a stronger representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Different bugs: LlamaConfig validation vs dtype persistence in from_config." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration vs D-FINE auxiliary-loss behavior; unrelated code paths." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor lookup bug vs Gemma4 device-mismatch forward bug." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder issue text vs FP8 inference failure; no shared underlying bug." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss omission vs multimodal token-id defaulting; different failures." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Both involve model loading/weights, but one is buffer initialization and the other is FP8 weight_scale application." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different models and different loading failures; no shared concrete fix." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Shape mismatch on one model vs silent FP8 scale corruption on another." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer.json selection bug vs mistral regex patch crash; separate loading paths." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "FlashAttention sink-less crash vs RTDetr loss infeasibility; unrelated subsystems." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch flex_attention compile failure vs missing TensorFlow backend dependency." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights argument mismatch; different layers." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config objects and fields; not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash vs repository revision forwarding; unrelated APIs." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Deepspeed OOM from Adafactor vs double optimizer.step calls; distinct issues." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized saving failure vs dequantized model offload loading failure." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Model-specific FlashAttention bug vs OCR index error; no shared code path." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI logging formatting issue vs variable-length position_ids bug." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files vs unrelated performance regression report." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Both mention quantization/offload, but one is broad offloading behavior and the other is a specific missing weight_scale application." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring AttributeError vs Gemma 4 processor import error; separate components." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "CPU-offload rotary embedding bug vs variable-length position_ids bug; different fixes." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "LayerNorm epsilon precision bug vs torch.split return-value handling; unrelated logic." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained issue vs gemma-4 zero3 from_pretrained issue." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Missing TensorFlow backend on install vs Python version compatibility; different root causes." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch vs import slowness; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 43, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:41628", + "issue:42796", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43540", + "issue:43575", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44671", + "issue:44779", + "issue:44871", + "issue:44987", + "issue:45003", + "issue:45083", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:46291", + "issue:46399", + "issue:46655", + "issue:46726", + "issue:46752", + "issue:46851", + "issue:47000", + "issue:47145" + ], + "soft_pairs": [ + "issue:45600|issue:45712", + "issue:44671|issue:44779", + "issue:43673|issue:43761", + "issue:43525|issue:43881", + "issue:43575|issue:47145", + "issue:44016|issue:45823", + "issue:44186|issue:47000", + "issue:44188|issue:44336", + "issue:44987|issue:45542", + "issue:43824|issue:43976", + "issue:43525|issue:43643", + "issue:42796|issue:43441", + "issue:43723|issue:44162", + "issue:44336|issue:44373", + "issue:44589|issue:45362", + "issue:45325|issue:46851", + "issue:44246|issue:44496", + "issue:46291|issue:46399", + "issue:44871|issue:47145", + "issue:44297|issue:45397", + "issue:45083|issue:46851", + "issue:46655|issue:46726", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:46399|issue:46851", + "issue:43526|issue:45003", + "issue:45561|issue:45563", + "issue:43540|issue:46752" + ], + "prepared_review_unit_hash": "ec1a071b0328010f570cd46191739d030c2b3f391e2f0ce76bc7c5dd8c06d843", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36040, + "estimated_input_tokens": 9010, + "estimated_eval_tokens": 18276 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated bug reports spanning different models, APIs, and failure modes. The soft pairs share only broad themes like imports, tokenizers, or loading, but not the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45561 is the most actionable anchor in this set: it is open, has the strongest ongoing discussion/inbound attention, and describes a concrete, reproducible failure in patched testing utilities.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45561 is the best representative issue because it is specific, currently active, and has clear downstream impact; the rest are mostly isolated model- or API-specific regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both affect repo hygiene, but one is an auto-mapping CI break and the other is leftover dummy PT classes; different files and different bugs." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and different failure modes: CamemBERT MLM predictions vs Deepseek BPE handling." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "One is a GenerationMixin cache/chunked_prefill bug; the other is a CLIPVisionModel hidden_states regression. Same broad version, different code paths." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "These are separate loading failures for different models: Llama4Config pad_token_id missing vs glm-4v-9b loading failure." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "OOM during tensor-parallel load is unrelated to silent FP8 checkpoint corruption from missing weight_scale application." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "A notebook syntax error and a Gemma4 device-mismatch forward bug are not the same underlying issue." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and RTDetrLoss infeasible cost-matrix errors are distinct model-specific failures." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "One is a torch.compile attention-kernel branching bug; the other is ANSI escape codes in loading_report output." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "These are different loading problems: one is a model load regression for physical-intelligence/fast, the other is a backend-detection error from tensorboard without TensorFlow." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for a missing Qwen2.5-VL class and a Python-version compatibility problem are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and missing fields from AutoConfig with trust_remote_code are distinct config-handling bugs." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral-3, but one is tokenizer/BPE-marker handling and the other is a FlashAttention failure in v5 RC." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading in v5 and ESM2 breakage are different components and different reported symptoms." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI-code emission in loading_report is unrelated to a wrong docstring for position_ids." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "A missing Float8 storage type and a Qwen3.5 chat crash are different runtime failures." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both involve position_ids, but one is Qwen2.5-VL still-image rope scaling and the other is Qwen3.5 variable-length input handling." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import taking too long and unrecognized model/config loading are unrelated issues." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel-version/revision import requirements and a missing decorator on apply_rotary_pos_emb are different failures in different layers." + }, + { + "left": "issue:44871", + "right": "issue:47145", + "accept": false, + "reason": "Gemma-3 EOS config inconsistency and FP8 weight_scale omission are separate checkpoint/config bugs." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer_config class mismatch on save and gemma-4 zero3 from_pretrained are not the same bug." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Unexpected helper output lengths in qwen3_omni_moe is unrelated to Qwen3.5 variable-length position_ids behavior." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "SmolVLM video padding miscalculation and AutoProcessor fallback when vision backend is missing are different processor issues." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "An AutoImageProcessor import error and a Python 3.9/3.10 compatibility report are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import failing with NameError nn and undefined tf backend error are separate dependency/import issues." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "A missing decorator on kernel registration is unrelated to variable-length input position_ids handling." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels behavior and unsafe sys.modules access in modeling_utils are different code paths." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "One is a pytest-xdist race on captured_info.txt; the other is a stale warning in paged generate()." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and empty-list apply_chat_template IndexError are distinct crashes." + } + ] + }, + "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": 27, + "review_unit_index": 44, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43299", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43901", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44479", + "issue:44485", + "issue:44496", + "issue:44749", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45103", + "issue:45137", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46132", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:45103|issue:46399", + "issue:45072|issue:46829", + "issue:44246|issue:44871", + "issue:44295|issue:45397", + "issue:43531|issue:45362", + "issue:46614|issue:46665", + "issue:45588|issue:46851", + "issue:42491|issue:43299", + "issue:44336|issue:44485", + "issue:45003|issue:46821", + "issue:44242|issue:45593", + "issue:43550|issue:46506", + "issue:44779|issue:45292", + "issue:42886|issue:46132", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:44496|issue:45003", + "issue:43540|issue:46655", + "issue:41950|issue:44220", + "issue:43262|issue:44246", + "issue:44451|issue:46752", + "issue:44479|issue:46655", + "issue:45375|issue:45759", + "issue:44295|issue:44749", + "issue:45003|issue:45561" + ], + "prepared_review_unit_hash": "77b80df9ccd611f9ce6ea50f788e9e0ffaf4d2c44e382a0fd4cf8946a2726d99", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35294, + "estimated_input_tokens": 8824, + "estimated_eval_tokens": 17904 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: import/export errors, Qwen-family model regressions, video/audio processor bugs, and unrelated infra/docs issues. None of the proposed soft pairs look like the same underlying bug or change, so no merges are justified.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items are too diverse to safely consolidate under one bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue stands out as a true duplicate hub or superset of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Different failures: auto_docstring annotation handling vs Qwen3.5 kernel registration/decorator error." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Unrelated code paths: bfloat16 dtype mismatch in inference vs a VideoPrism output field mix-up." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import-time slowness is unrelated to the Gemma eos_token_id config inconsistency." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Buffer access error and ZeRO3 from_pretrained failure are distinct issues." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both involve Qwen models, but one is sliding_window behavior and the other is chat loading failure; not the same bug." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer language state is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention s_aux handling and variable-length position_ids are different failure modes." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen MoE-related, but they target different loading/conversion problems and versions." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI escape output in loading_report is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "sys.modules access safety and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention missing auxiliary losses, but they are model-specific and caused by different conditions." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile/SDPA failure and CPU-vs-CUDA output divergence are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression is not the same as resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and AttentionInterface.register behavior do not share a concrete code-path bug." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different packages." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing imports from transformers, but the symbols and underlying fixes differ." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion and ZeRO3 deque IndexError are different DeepSpeed-related failures." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Model config recognition error is unrelated to sys.modules access in modeling_utils." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Different video-processing bugs affecting different models and code paths." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor lookup and fbank feature extraction are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat template sampling-rate behavior is unrelated to import slowness." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure and empty-chat-template IndexError are different issues." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both touch video inputs, but they are model-specific regressions with different symptoms." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Config field dropping and text_config unwrapping are distinct multimodal config issues." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Buffer registration error and major slowdown after upgrade are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access has nothing to do with the pytest-xdist captured_info race." + } + ] + }, + "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": 27, + "review_unit_index": 45, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:42199", + "issue:43065", + "issue:43295", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45600", + "issue:45656", + "issue:45859", + "issue:46123", + "issue:46170", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46726", + "issue:46851", + "issue:46894", + "issue:46897", + "issue:47000" + ], + "soft_pairs": [ + "issue:44162|issue:45200", + "issue:45292|issue:47000", + "issue:45859|issue:46399", + "issue:45137|issue:45600", + "issue:43295|issue:45292", + "issue:36246|issue:43596", + "issue:43475|issue:46369", + "issue:44466|issue:45335", + "issue:44623|issue:46726", + "issue:44242|issue:44857", + "issue:44038|issue:46506", + "issue:44877|issue:45375", + "issue:43526|issue:46897", + "issue:44987|issue:45459", + "issue:29870|issue:30333", + "issue:43352|issue:45250", + "issue:43526|issue:46894", + "issue:44479|issue:46170", + "issue:42199|issue:46851", + "issue:44060|issue:44077", + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:45397|issue:45656", + "issue:45412|issue:46123", + "issue:43065|issue:43408", + "issue:44877|issue:46170", + "issue:43475|issue:43540" + ], + "prepared_review_unit_hash": "f485e580c194d8ce210754cdb3c2c9df5a29a47e869b05f488036b19449fba19", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35932, + "estimated_input_tokens": 8983, + "estimated_eval_tokens": 18222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated issue reports spanning different models, subsystems, and failure modes. I found one plausible duplicate pair around `resize_token_embeddings` not propagating updated embeddings; the rest should stay separate.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 45292 is the broad, model-agnostic report for the `resize_token_embeddings` propagation bug; 45335 looks like a model-specific manifestation of the same underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "If consolidating the only credible duplicate pair, 45292 is the best representative because it states the general embedding-resize failure rather than a single architecture-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "Different models and different failures; both are training-related but not the same bug." + }, + { + "left": "issue:45292", + "right": "issue:47000", + "accept": false, + "reason": "`resize_token_embeddings` mismatch is unrelated to RT-DETR loss infeasibility." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both touch Qwen3.5 rotary code, but one is CPU offload compatibility and the other is a kernel registration/decorator crash." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and stale auto_mappings config references are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to embedding resizing." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Importing a missing Qwen2.5-VL image processor is unrelated to the BertModel ZeRO3 indexing error." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Same SAM3 family, but one is a missing vision-encoder attribute and the other is memory overflow." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization of tied weights is a different bug from resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Saving missing processor files and backend-dependent AutoProcessor loading are different problems." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Router load-balancing loss logic is unrelated to the RT-DETR AMP crash." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe loading issue and PPDocLayoutV3 CPU/CUDA divergence are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve strict config handling, but they affect different model configs and different missing fields." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "BEiT label reduction bug is unrelated to the Florence2 double-shift training-loss bug." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure and protobuf-related tokenizer error masking are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate-time UnboundLocalError and MLflow reporting after training failure are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Generic Flash Attention 2.0 topic is not the same concrete bug as NemotronHForCausalLM lacking support." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "Label reduction and CohereASR double-shift are different training/data-processing bugs." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen models is unrelated to the Windows/ROCm torch.distributed dependency issue." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality handling and Qwen3.5 variable-length position_ids are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Tied-weights warning and patchtsmixer post_init validation are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Tie-word-embeddings warning during LoRA fine-tuning is unrelated to the flash-attention generation bug." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBird tokenizer special-token registration and ESM2 breakage are unrelated." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "ZeRO3 from_pretrained failure and optimizer step being called twice are different DeepSpeed issues." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR GC/memory retention and MaskGenerationPipeline final-batch handling are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "SAM3 pixel-decoder dummy layer and SAM3 model-type mismatch are different config/model bugs." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading and Windows ROCm import/type errors are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing SAM3 vision-encoder attribute is unrelated to Qwen3OmniMoe video-input validation." + } + ] + }, + "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": 27, + "review_unit_index": 46, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43482", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44871", + "issue:44964", + "issue:44995", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45375", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46832", + "issue:46858", + "issue:47020", + "issue:47068", + "issue:47145" + ], + "soft_pairs": [ + "issue:46170|issue:46832", + "issue:42886|issue:45229", + "issue:43723|issue:46710", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:44995|issue:45200", + "issue:44368|issue:45563", + "issue:46132|issue:47145", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:44188|issue:46421", + "issue:44995|issue:45588", + "issue:45593|issue:47068", + "issue:45685|issue:46431", + "issue:45987|issue:46082", + "issue:44361|issue:44749", + "issue:45103|issue:46858", + "issue:44297|issue:44623", + "issue:43065|issue:46123", + "issue:43994|issue:46726", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:46752|issue:47020", + "issue:44871|issue:46132", + "issue:44964|issue:45137", + "issue:45375|issue:45478", + "issue:42994|issue:43482" + ], + "prepared_review_unit_hash": "7aaddb3661c1ce613724f1ac20b829dc71a038e089761a5e8980a79cb9f02f19", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36543, + "estimated_input_tokens": 9136, + "estimated_eval_tokens": 18528 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated symptom-level issues. The only strong duplicate signal is the Qwen3.5 MoE config/loading regression, where a missing config field appears to drive the from_pretrained failure.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45375 is the most specific root-cause report: it identifies the missing `deepstack_visual_indexes` field and explains why strict config handling drops it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45375 is the best representative issue because it states the concrete config defect, which is more actionable than the broader downstream loading-error report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Different subsystems and failures: Windows/ROCm import dependency issue vs RT-DETR feature-level mismatch." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Tokenizer offline cache loading and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 vs accuracy regression in a specific model after upgrade; not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Weight-shape mismatch during model load is unrelated to a config warning about `tie_word_embeddings`." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Torch.compile attention-kernel divergence and Gemma pipeline roundtrip tokenization are different problems." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale cache crash on second forward pass is not the same as missing `mm_token_type_ids` defaults." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both are warnings, but they concern different fields and behaviors; not the same underlying issue." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "Registered-function behavior change is unrelated to FP8 checkpoint weight_scale loading corruption." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "API request rejection and Gemma pipeline roundtrip failure are different code paths." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of an earlier issue is not the same as the Gemma pipeline token roundtrip bug." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both touch compilation/caching, but one is attention-kernel divergence and the other is spurious recompilation from lazy cache init." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Second-forward stale indexer cache is unrelated to flash_attention crashing on `s_aux=None`." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "Auxiliary-loss behavior in D-FINE is not the same as a host-sync concern in DeepSpeed loss computation." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram kernel limitation and missing chat template are unrelated failures." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Cache length return-type bug is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError and a performance regression after upgrade are different issues." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "auto_docstring annotation handling and static-cache seq-length device-tensor behavior are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained issues, but one is wrong tokenizer_class metadata and the other is missing processor files; distinct bugs." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Dummy Conv2d in SAM decoder is unrelated to mask generation pipeline batch handling." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Nonsensical model outputs and missing vision backend handling are not the same defect." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Data-filtering slowdown after upgrade is unrelated to deepspeed causing double optimizer steps." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to a performance regression in filtering." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both mention broad v5 breakage, but they concern different models and different failure modes." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file omissions are unrelated to double optimizer stepping under deepspeed." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty chat-template input crash and XLMRobertaTokenizer constructor type error are different tokenizer bugs." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id mismatch is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading error and DeepSpeed ZeRO3 deque pop crash are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE loading regression: one report identifies the missing config field/root cause, the other reports the resulting from_pretrained failure." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are separate serialization/loading problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is well grounded in the packet. The 45375/45478 pairing is the only clearly supported duplicate signal, and the reasons stay conservative and specific to the missing `deepstack_visual_indexes` config field versus the resulting `from_pretrained` error. The other soft-edge rejections are generally cautious and do not overclaim linkage from superficial similarity. Summary language is also appropriately restrained." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 47, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44188", + "issue:44351", + "issue:44373", + "issue:44623", + "issue:44857", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45593", + "issue:45753", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46726", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059" + ], + "soft_pairs": [ + "issue:39692|issue:46726", + "issue:43475|issue:46821", + "issue:43475|issue:43643", + "issue:44188|issue:46851", + "issue:43232|issue:43673", + "issue:45230|issue:45397", + "issue:43986|issue:46726", + "issue:28282|issue:30990", + "issue:46877|issue:47000", + "issue:45310|issue:45375", + "issue:44373|issue:46851", + "issue:44038|issue:44623", + "issue:46463|issue:46877", + "issue:41628|issue:44933", + "issue:42994|issue:43525", + "issue:44869|issue:45356", + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:43784|issue:46399", + "issue:45137|issue:47000", + "issue:41628|issue:44351", + "issue:36010|issue:41628", + "issue:44945|issue:45753", + "issue:42994|issue:43824", + "issue:44857|issue:46877", + "issue:45561|issue:47059", + "issue:44038|issue:45310", + "issue:45081|issue:45103", + "issue:45593|issue:46877" + ], + "prepared_review_unit_hash": "f5d19afbea4c8a4117706ff265b9526f758ad81527fed03b863ac8c5cba2b9a3", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35937, + "estimated_input_tokens": 8985, + "estimated_eval_tokens": 18226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous mix of unrelated Transformers bugs; only one clear duplicate-like subcluster emerged around AutoProcessor failing when a required vision backend is missing. The remaining soft matches are mostly keyword/model-family similarity rather than the same concrete bug.", + "confidence": 0.68, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46726 is the best representative of the only credible duplicate subcluster: AutoProcessor/vision-backend missing handling. It describes the concrete failure clearly and is closest to 43986.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Different bugs: a SigLIP2 docs/example mismatch and quantization failure versus AutoProcessor backend-missing error handling." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Both are AttributeError reports, but they affect different models and different missing fields/code paths." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 output attribute loss is unrelated to AutoConfig returning incomplete fields under trust_remote_code." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Different runtime problems: torch.compile attention-kernel divergence versus Qwen3.5 position_ids handling." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both involve generation internals, but one is sync_gpus/update_model_kwargs behavior and the other is chunked_prefill cache handling." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Issue 45230 is too generic to establish the same bug, and the other is a specific Gemma-4 ZeRO3 loading failure." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": true, + "reason": "Same underlying failure mode: AutoProcessor crashes or misreports when the required vision backend/torchvision is missing." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "An AutoModel PyTorch ImportError is unrelated to Sentence Transformers getting stuck while loading." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Completely unrelated: auto_docstring import-time diagnostics versus RTDetrLoss infeasible cost matrix." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same model family, but one is a generic from_pretrained error and the other is a specific config-field omission; not enough evidence of the same defect." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "A docstring issue about position_ids is not the same as a runtime variable-length input failure." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Different areas: Qwen3-VL-Moe behavior versus processor.save_pretrained missing files." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "Incorrect T5 validation messaging is unrelated to auto_docstring printing lint diagnostics." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols/modules and different failure causes." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving and a missing pad_token_id on Llama4Config are different bugs." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both mention tokenizer/codec behavior, but they are different models and different failure modes." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "AutoTokenizer loading in v5 and continue_final_message for mistral_common tokenizers are separate issues." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance is unrelated to InternVL2 remote-code/meta-init incompatibility." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading and pipeline-parallelism output corruption are different code paths." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-Transformers import failure and Qwen3.5 kernel registration crash are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors from transformers, but the missing symbols are different and imply different regressions." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "PyTorch missing for AutoModel is unrelated to an AutoImageProcessor import failure." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallelism output errors and an image-specific infinite loop are different problems." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving and missing Qwen2.5-VL import are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "A CUDA/AMP loss crash is unrelated to auto_docstring import-time stdout noise." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "Both are test failures, but one is a pytest-xdist file race and the other is a huggingface_hub CLI API break." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Same broad family, but the model variants and failure details differ too much to treat as one bug." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patching and auto_docstring future-annotations handling are unrelated." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior is unrelated to auto_docstring diagnostics output." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted soft edge, issue:43986 \u2194 issue:46726, is supported by both titles describing AutoProcessor failures when a required vision backend is missing. The remaining pair rejections are appropriately cautious and do not overclaim duplicate status." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 48, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:39692", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43479", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44016", + "issue:44079", + "issue:44186", + "issue:44222", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44661", + "issue:44743", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46231", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46877", + "issue:46909", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:45406|issue:46202", + "issue:44661|issue:47059", + "issue:44222|issue:45310", + "issue:46202|issue:46701", + "issue:42673|issue:43704", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:42175|issue:44933", + "issue:44496|issue:45561", + "issue:45405|issue:46877", + "issue:30333|issue:33290", + "issue:44743|issue:47068", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:45561|issue:45600", + "issue:43479|issue:46829", + "issue:42175|issue:45712", + "issue:44568|issue:47085", + "issue:44623|issue:45310", + "issue:42673|issue:46693", + "issue:44186|issue:47085", + "issue:45600|issue:47059", + "issue:46077|issue:46123", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:43479|issue:44869", + "issue:44016|issue:46231", + "issue:39692|issue:46909", + "issue:43784|issue:43824", + "issue:42898|issue:44779", + "issue:43479|issue:44079" + ], + "prepared_review_unit_hash": "c9d0a6216a15d2f59f552247640040b5212bdd70be084496719e4a6964224102", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37341, + "estimated_input_tokens": 9336, + "estimated_eval_tokens": 18928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with one clear duplicate pair around the Qwen3ForCausalLM VRAM leak; the rest are separate bugs in different subsystems and should not be merged.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue fits the whole set: most items are unrelated, and only issue:42673 / issue:43704 form a true duplicate pair.", + "canonical_pr_reason": "No pull requests are present in the input.", + "best_issue_reason": "issue:42673 is the strongest anchor among the issues because it has a clear exact duplicate (issue:43704) and a concrete, reproducible bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Both are Gemma-related, but one is a missing processor attribute and the other is a pipeline roundtrip/tokenization issue; different bugs." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Unrelated subsystems: model-mapping logic versus CLI completion breakage from huggingface_hub." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention MoE/FP8, but one is a save_pretrained issue and the other is a from_pretrained loading regression; not the same bug." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Different Gemma pipeline failures with different symptoms and code paths; not mergeable as one fix." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same title, same symptom, same underlying Qwen3ForCausalLM VRAM leak in multiple dataloader threads; clear duplicate." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs handling versus a Janus model test failure; no shared root cause." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both involve FP8, but one reports accuracy degradation and the other save_pretrained behavior for MoE; different issues." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "TensorFlow backend packaging and an image_utils import error are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model auto-loading/config resolution versus a pytest-xdist race in testing utils; unrelated." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT version pinning and docstring lint output are unrelated maintenance issues." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to a DeepSpeed Adafactor OOM." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Recurrent-state reset in modular Qwen3.5 and a possible CUDA host sync in loss computation are different code paths and symptoms." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version support breakage versus an import error in image_utils; unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang and token embedding reinitialization are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is clean-up spacing behavior and the other is missing BOS/EOS insertion; different bugs." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Pytest-xdist race on a generated file versus stale auto_mappings references; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Multimodal config defaults and VideoPrism output field wiring are different defects." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging/backend dependency issue versus leftover dummy classes leaking into exports; not the same change." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer special-token behavior and tokenizer thread-safety are distinct problems." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained file handling and Qwen3.5 MoE loading are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in dataloader threads and a long-context performance regression are not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER inputs versus fast tokenizer thread-safety regressions; different issues." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "CI break from removed configs versus CLI completion attribute error; unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention mask construction and MaskGenerationPipeline final-batch handling are different pipeline bugs." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but one concerns cleanup-space behavior and the other wrong token IDs for Granite models; not the same root cause." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure and special-token insertion regression are separate tokenizer issues." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config defaults versus Whisper timestamp decoding crash are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and documentation parameter mismatch are different documentation problems." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are broken docs examples, but they concern different models and different failure modes; not a duplicate pair." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "One is a NameError importing sentence-transformers, the other is an ImportError for a missing model class; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions: cleanup-space behavior versus DeepSeek tokenization correctness." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config initialization and ModelOutput key assignment are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:42673 and issue:43704 are an exact duplicate pair with identical titles, and the rest of the cluster is reasonably characterized as heterogeneous. The soft-edge rejections are conservative and do not overclaim shared root cause. No pull requests are present, so the PR reasoning is also consistent." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 49, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:41628", + "issue:42222", + "issue:42673", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43874", + "issue:44060", + "issue:44075", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44843", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46132", + "issue:46231", + "issue:46762", + "issue:47085" + ], + "soft_pairs": [ + "issue:44843|issue:47085", + "issue:27957|issue:30333", + "issue:42673|issue:47085", + "issue:30333|issue:34689", + "issue:42898|issue:43295", + "issue:43874|issue:45092", + "issue:42222|issue:45200", + "issue:44295|issue:45656", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:44297|issue:45656", + "issue:44933|issue:45712", + "issue:42831|issue:44623", + "issue:44448|issue:46132", + "issue:44060|issue:45125", + "issue:44222|issue:44623", + "issue:42796|issue:43723", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:44373|issue:44485", + "issue:44360|issue:46762", + "issue:41628|issue:42757", + "issue:44297|issue:45310" + ], + "prepared_review_unit_hash": "5b96407e197a76650d9940108cd76a60f4900065ce3ed40c162c2f7dd8808c2c", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35704, + "estimated_input_tokens": 8926, + "estimated_eval_tokens": 18108 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly keyword-similar but do not describe the same underlying bug or change. All candidate duplicate edges should be rejected, and there is no clear canonical issue/PR for this heterogeneous set.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items span unrelated topics (tokenizers, multimodal models, optimizers, serving, docs), and the soft similarities do not indicate one shared root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue target: none of these issues is a plausible umbrella duplicate for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline HF hub lookup in `AutoTokenizer.from_pretrained` is unrelated to tokenizer thread-safety regressions." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 model support and MLflow reporting on failed jobs are different subsystems and bugs." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "VRAM leakage in dataloader threads is not the same as Rust tokenizer thread-safety." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting failure and Llama 3.2 vision model-loading regression have different causes and code paths." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenization cleanup behavior changes and processor/tokenizer image-handling regression are distinct issues." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image patch-count method and old remote-code/meta-init incompatibility are different multimodal bugs." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 multimodal token type defaults are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Reading `position_ids` after buffer registration and double optimizer stepping under deepspeed are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache tensor indexing crash in serving and auto-docstring annotation crash are unrelated failures." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "`clean_up_tokenization_spaces` behavior and Kimi-K2.5 tokenizer codec/regex regression are not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow failure reporting and embedding reinitialization in `post_init` are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing `transformers.onnx` module and missing PyTorch dependency error are different import problems." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 `save_pretrained` for MoE models and tokenizer class mismatch on save are separate save-path bugs." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Ignored SGD optimizer args is a runtime bug; the other is only a docstring parameter-name mismatch." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Multi-label classification example returning empty results and local dataset loading failure are different scripts and issues." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version bump and leftover dummy classes leaking into `dir(transformers)` are unrelated maintenance issues." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch has nothing to do with deepspeed causing optimizer step calls." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing import from `image_utils` and dummy class leakage are both import-surface issues but not the same root cause." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression and missing files from `processor.save_pretrained` are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different outputs between v4/v5 for Pegasus and `AttentionInterface.register` changing behavior are separate model/API bugs." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Wrong tied-weights warning in Qwen3-Next and missing `_tp_plan` in Qwen3.5 MoE are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE `save_pretrained` and processor file omissions are different persistence bugs." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "BPE marker handling in a specific tokenizer and `AutoTokenizer.from_pretrained` loading failure in v5 are not the same issue." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Incorrect default multimodal config initialization and junk-filled non-persistent buffers are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime error and `AttentionInterface.register` behavior change are different code paths." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Wrong `position_ids` docstring and GLM-5 RoPE implementation discussion are not duplicates." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer missing ReLU and Minimax attention numerical differences are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing `AutoImageProcessor` import and missing `is_offline_mode` import are distinct symbol-export regressions." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config class mismatch and Qwen3.5 MoE from_pretrained failure are not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 50, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43504", + "issue:43723", + "issue:43824", + "issue:44038", + "issue:44190", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44484", + "issue:44623", + "issue:44829", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46655", + "issue:46909", + "issue:46932", + "issue:47059" + ], + "soft_pairs": [ + "issue:45071|issue:46082", + "issue:43504|issue:47059", + "issue:44222|issue:44484", + "issue:43723|issue:44977", + "issue:43122|issue:46209", + "issue:46614|issue:46932", + "issue:44263|issue:45092", + "issue:46209|issue:46431", + "issue:44295|issue:44623", + "issue:43232|issue:46424", + "issue:43232|issue:45834", + "issue:44263|issue:44373", + "issue:30990|issue:38175", + "issue:44190|issue:46082", + "issue:46369|issue:46909", + "issue:43475|issue:46305", + "issue:44263|issue:44360", + "issue:46305|issue:46655", + "issue:42831|issue:45310", + "issue:42907|issue:46050", + "issue:22355|issue:27957", + "issue:44279|issue:46328", + "issue:45092|issue:45357", + "issue:42831|issue:44038", + "issue:44829|issue:46002", + "issue:41628|issue:43824", + "issue:44261|issue:45092", + "issue:45381|issue:46305", + "issue:43408|issue:46402" + ], + "prepared_review_unit_hash": "1cf6e4eeedba9cca3798bc4f6e7c49036ad367442c603d82621b3700a4258e8d", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36014, + "estimated_input_tokens": 9004, + "estimated_eval_tokens": 18264 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the soft pairs span unrelated loading, config, quantization, generation, vision, tokenizer, and CLI problems. None of the candidate edges look like the same underlying bug/change, so I would not merge any of them or pick a single canonical item for the whole set.", + "confidence": 0.93, + "canonical_issue_reason": "There is no single underlying issue shared by this set; the items cover many unrelated failure modes across different subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative because the cluster is not coherent and does not center on one bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Both involve config handling, but one is a v5 type-checking regression and the other is a Llama head_dim validation edge case." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Legacy preset loading for Beit is unrelated to a CLI failure caused by huggingface_hub compatibility." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "One is an FP8 save_pretrained bug; the other asks about the default max_shard_size value." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer import/load failure is unrelated to a flash-attention generation problem in Qwen3.5." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization changes across versions are unrelated to FP8 inference failing on B200." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "A stale phonemizer backend bug is unrelated to a Gemma4 dtype-casting fix." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer split semantics are unrelated to remote-code checkpoint meta-init compatibility." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 is unrelated to processor chat-template handling." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to missing files in processor.save_pretrained." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs sync_gpus behavior is unrelated to cache max_cache_length semantics." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs handling is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A torch.split return-value issue in DSA indexing is unrelated to a docstring correction." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading stalls and zero probabilities in SigLIP2 are different bugs." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to a LlamaConfig validation error." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "SAM3 LiteText memory overflow is unrelated to a broken documentation example." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 vision output attribute errors are unrelated to a MoonshineStreaming off-by-one mask bug." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention the DSA indexer, but they describe different defects: split outputs vs missing ReLU." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Two padding/masking issues in different models, but they affect different processors and code paths." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy issues are unrelated to Qwen3.5 Moe from_pretrained errors." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to sinq quantization round-trip breakage." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx module import and XLMRoberta Flash Attention 2 are unrelated issues." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A dependency problem is unrelated to SequenceFeatureExtractor.pad inefficiency." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both touch Transformers v5 / Qwen-family compatibility, but one is checkpoint meta-init loading and the other is save_pretrained key mapping." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Both are FP8-related, but one concerns accuracy and the other a specific Qwen3-VL-Moe bug." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash Attention 3 training degeneration is unrelated to NaNs appearing in classification heads during checkout/init." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "AutoImageProcessor import failure and Qwen2.5-VL import failure are different missing-symbol issues." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA rms_norm_eps precision error is unrelated to InternVL2 remote-code checkpoint meta initialization." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL video vision_position_ids mismatch is unrelated to MoonshineStreaming masking." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "A SAM3 tracker/model-type warning is unrelated to SAM3 model text encoder weights not being loaded." + } + ] + }, + "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": 27, + "review_unit_index": 51, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43329", + "issue:43408", + "issue:43540", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43784", + "issue:43976", + "issue:44188", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44327", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44945", + "issue:44964", + "issue:45278", + "issue:45381", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46305", + "issue:46369", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:44964|issue:47059", + "issue:39379|issue:46172", + "issue:44483|issue:45406", + "issue:43644|issue:46305", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:44327|issue:47059", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:44188|issue:44373", + "issue:43408|issue:46369", + "issue:42886|issue:43066", + "issue:42886|issue:42994", + "issue:27957|issue:30990", + "issue:42796|issue:43122", + "issue:45381|issue:46909", + "issue:43232|issue:45593", + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:42907|issue:44945", + "issue:44295|issue:44297", + "issue:30990|issue:33357", + "issue:43576|issue:43784", + "issue:43976|issue:44945", + "issue:42907|issue:44964", + "issue:41628|issue:45278", + "issue:42371|issue:44263", + "issue:43329|issue:47059" + ], + "prepared_review_unit_hash": "6fd39962edecf0261058641c87fdc86b1b7d0268a5fe157acb96a93e50a507c0", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35009, + "estimated_input_tokens": 8753, + "estimated_eval_tokens": 17762 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose collection of mostly unrelated issues across tokenizer behavior, model loading, multimodal inference, import regressions, and CLI/API breakages. None of the soft pairs look like the same underlying bug or change, so I reject them all as duplicates.", + "confidence": 0.47, + "canonical_issue_reason": "Issue 45278 is the broadest representative item in this set: it describes widespread import breakage after a Transformers version upgrade, which is a recurring theme among several nearby issues in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best single issue to anchor the cluster because it is high-scope, clearly user-facing, and closest to the repeated import/regression failures seen elsewhere in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Different failures: multimodal model loading vs a CLI completion attribute error from huggingface_hub." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Different code paths and symptoms: mllama mask handling vs a DeepSeek tensor transpose bug." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "One is an API request acceptance problem; the other is a serve-time processor attribute crash." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer initialization corruption is unrelated to a streaming window off-by-one mask bug." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Accuracy loss in FineGrainedFP8 is not the same as an infinite-loop bug on a specific image." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Import failure for transformers.onnx is unrelated to tokenizer spacing after added tokens." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA decode_spans top-k crash and a CLI completion attribute error are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer issues, but they affect different models and different behaviors (offset mapping vs BOS/EOS insertion)." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both mention imports, but one is a specific missing huggingface_hub symbol while the other is a broad upgrade regression with many import errors." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "A torch.compile attention-kernel divergence bug is unrelated to a docstring issue." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "These involve different SAM3 model variants and different failures: type warning vs memory overflow." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer cache loading and wrong tokenizer decoder type are different bugs." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer cache/offline loading is not the same as quantized model saving failure." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta is unrelated to Sentence Transformers loading hangs." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Model-specific BPE marker handling is not the same as a broader version-to-version tokenization difference." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "A video position_ids bug in Qwen2.5-VL is unrelated to a broken DIA documentation example." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus and D-FINE auxiliary-loss behavior are unrelated subsystems." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "A Qwen3OmniMoe video-input ValueError is unrelated to a documentation example issue." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are different initialization-time problems." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model save failures are unrelated to incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a buffer-marked position_ids tensor and tokenizer_class metadata mismatches are different serialization issues." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are load-time failures, but for different models and different root causes (hang vs bus error)." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken transformers env CLI command is unrelated to a NameError when importing sentence-transformers." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility regressions are not the same as incorrect LLM output under pipeline parallelism." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized weights and loading a multimodal model are different operations and failure modes." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Missing AutoImageProcessor is a specific import symbol issue; 45278 is a broad collection of import errors after upgrade, not the same concrete bug." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance and a torch.split return-value bug are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "A multimodal token counting video-branch bug is unrelated to a CLI completion attribute regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 52, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:39379", + "issue:39401", + "issue:42175", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:45200", + "issue:45216", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:45753", + "issue:46172", + "issue:46326", + "issue:46614", + "issue:46762" + ], + "soft_pairs": [ + "issue:44117|issue:44704", + "issue:43756|issue:44060", + "issue:42907|issue:43937", + "issue:43784|issue:45600", + "issue:39401|issue:44488", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:44704|issue:45290", + "issue:46172|issue:46762", + "issue:44360|issue:44485", + "issue:43122|issue:46326", + "issue:43408|issue:43475", + "issue:43122|issue:44521", + "issue:44038|issue:44297", + "issue:42907|issue:43452", + "issue:22355|issue:29159", + "issue:44038|issue:44295", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:43116|issue:45200", + "issue:39401|issue:46614", + "issue:43122|issue:44779", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:39379|issue:43232", + "issue:43493|issue:45753" + ], + "prepared_review_unit_hash": "3bc7e524c0629d0c67929961e95838beb341425407e67c0498893b68566aaa97", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36442, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The pairs are mostly same-subsystem but not the same underlying bug; I would reject all soft edges. For a canonical issue, the clearest and most self-contained bug report is the Deepseek tokenizer regression.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44779 is a concrete, versioned regression report with a specific model and observable behavior, making it a strong anchor issue for triage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the most actionable issue here: it is narrowly scoped, reproducible, and clearly states the regression boundary (works in v4, breaks in v5).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Different failure modes: tokenizer mapping fallback vs AutoProcessor not forwarding kwargs." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Both touch model internals, but one is RoPE layer composition and the other is a tied-weights warning bug." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Distinct code paths: dequantized save_pretrained vs invalid GenerationConfig on GLM-5." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Both are import/compatibility issues, but one is a missing nn import and the other is stale auto_mappings references." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer offset_mapping bug vs model loading failure for a specific checkpoint." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset_mapping issue and multimodal assistant_masks issue are separate bugs." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 training degeneration are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Different API surfaces: cached_file kwargs forwarding vs apply_chat_template crash with tool calls." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Both concern numerical behavior, but they refer to different models and different implementations." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "One is about a DSA indexer activation, the other about GLM-5 RoPE implementation." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but one is a v4-to-v5 regression and the other is continue_final_message for mistral_common tokenizers." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same model family, but a warning about model type mismatch is not the same as a missing output attribute error." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization regression and multimodal chat-template assistant mask bug are different behaviors." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe import/breakage vs tokenizer save_pretrained metadata mismatch." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized saving problem is unrelated to gguf_file breaking model/tokenizer loading." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module import vs slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe issue vs reading position_ids after buffer registration are different bugs." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Different failures: model import/config issue vs FP8 save_pretrained for moe." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5, but one is save_pretrained regression and the other is from_pretrained loading error." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and different failure causes." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label output bug vs Gemma 4 mm_token_type_ids defaulting issue." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizer implementations and different bugs: offset mapping vs stale phonemizer language state." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Missing huggingface_hub symbol and missing transformers symbol are separate import regressions." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug is unrelated to the classification example returning empty results." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Dtype drift between train/eval and pipeline-parallel output corruption are different code paths." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Module import failure and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend packaging omission and Python 3.14 load failure are different environment issues." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "mllama mask handling bug vs generation kwargs update after sync_gpus are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model-specific problems: SigLIP2 numerical mismatch vs Qwen3_5 image loop." + } + ] + }, + "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": 27, + "review_unit_index": 53, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:28348", + "issue:38617", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43493", + "issue:43611", + "issue:43618", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44355", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46710", + "issue:46726", + "issue:46829", + "issue:46877", + "issue:46909", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:46231|issue:46877", + "issue:44188|issue:46328", + "issue:43937|issue:44485", + "issue:42898|issue:46614", + "issue:38617|issue:45278", + "issue:43976|issue:45446", + "issue:43611|issue:46002", + "issue:44038|issue:45478", + "issue:43066|issue:44779", + "issue:42673|issue:45072", + "issue:44355|issue:46231", + "issue:45357|issue:45478", + "issue:44625|issue:46002", + "issue:43116|issue:43493", + "issue:44610|issue:46909", + "issue:45083|issue:45446", + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:46726|issue:46981", + "issue:43618|issue:46829", + "issue:46328|issue:47116", + "issue:43992|issue:44704", + "issue:43066|issue:46710", + "issue:43116|issue:43825", + "issue:28348|issue:46640", + "issue:42673|issue:42796", + "issue:43827|issue:45446", + "issue:44995|issue:46697" + ], + "prepared_review_unit_hash": "a4ae4b367ec558c0d153283c9e5b9ce2eeaa4fdd7e0181696d9e636e03316ddc", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35238, + "estimated_input_tokens": 8810, + "estimated_eval_tokens": 17876 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most pairs are only loosely related by subsystem or model family, not the same underlying bug/change. I rejected all soft edges and found no safe canonical issue/PR representative.", + "confidence": 0.91, + "canonical_issue_reason": "No canonical issue: the items span unrelated regressions across tokenizers, model loading, vision/audio processors, docs, and runtime/version checks, so no single issue safely represents the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a reliable cluster representative; several candidates are superficially broad (for example, version/import regressions), but none clearly subsume the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "One is a docs parameter-name mismatch, the other is import-time doc-lint stdout noise; unrelated bugs." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel branching under torch.compile is unrelated to a padding performance issue in SequenceFeatureExtractor." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Both mention GLM-5, but one is GenerationConfig validation and the other is RoPE implementation; different concrete failures." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior in v5 is unrelated to stale espeak backend state in Wav2Vec2PhonemeCTCTokenizer." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad import-regression report, but not evidence of the same specific missing symbol/import path as 38617." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Different version-check bugs in different code paths: Python support vs PyTorch import gating." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model-loading/base_model_prefix regression is unrelated to NaNs in classification heads during checkout/init." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3 Moe variants, but the model/version and failure mode differ; not the same underlying bug." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but for different tokenizers and symptoms; too broad to merge." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage in Qwen3ForCausalLM has nothing to do with bfloat16 dtype mismatches in other models." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file execution errors are unrelated to a documentation parameter-name mismatch." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is save_pretrained key corruption and the other is from_pretrained loading failure; distinct code paths." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to NaNs in classification heads." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output bug is unrelated to a SigLIP2 implementation discrepancy." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor padding/input-size bug is unrelated to a broken documentation example." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A feature-extractor length-calculation issue in qwen3_omni_moe is unrelated to an AuxRequest import version check." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 behavior API guidance and a missing image-processor method are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unused SGD args and trainer.evaluate failing after train are different training/runtime issues." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Missing vision backend handling in AutoProcessor is unrelated to repeated HTTP 429 retries for cached files." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field regressions, but they affect different model output classes and different fields; not enough to treat as one bug." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "Padding inefficiency is unrelated to a streaming pipeline regression." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight on encoder load is unrelated to AutoProcessor kwargs not being forwarded to cached_file." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "A tokenizer decoder-type regression is not the same as an accuracy regression in DeepSeek-R1 after upgrade." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script classification output and pipeline error-message wording are unrelated." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Flash-attention support for GPT2LMHeadModel is not clearly the same bug as a generic flash-attention issue report." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leakage in Qwen3ForCausalLM and a tokenizer BPE-marker bug are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline after removals is unrelated to a PyTorch version check bug." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale indexer cache crash on second forward pass is unrelated to an image over-padding preprocessing 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": 27, + "review_unit_index": 54, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42617", + "issue:43064", + "issue:43408", + "issue:43441", + "issue:43450", + "issue:43673", + "issue:43688", + "issue:43742", + "issue:43824", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45092", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45632", + "issue:46002", + "issue:46077", + "issue:46328", + "issue:46512", + "issue:46752", + "issue:46762", + "issue:46897", + "issue:46981", + "issue:47000", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:45092|issue:46762", + "issue:33453|issue:39401", + "issue:44263|issue:46762", + "issue:43824|issue:46981", + "issue:43064|issue:43673", + "issue:43673|issue:46328", + "issue:42222|issue:43441", + "issue:39379|issue:43688", + "issue:42222|issue:47000", + "issue:42222|issue:46752", + "issue:45405|issue:45446", + "issue:43937|issue:45563", + "issue:44380|issue:46077", + "issue:44117|issue:45588", + "issue:44291|issue:45071", + "issue:44466|issue:46002", + "issue:39379|issue:46897", + "issue:44410|issue:45310", + "issue:39401|issue:44779", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:44704|issue:47110", + "issue:45071|issue:47059", + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:45071|issue:46512", + "issue:45341|issue:45561", + "issue:43408|issue:43742", + "issue:45632|issue:46981", + "issue:42617|issue:45341", + "issue:44117|issue:45081" + ], + "prepared_review_unit_hash": "96385758d1edf92929f495527dff7e2ea411b9e07248fab8d9707e5c9f72ff1a", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37012, + "estimated_input_tokens": 9253, + "estimated_eval_tokens": 18762 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly broad subsystem similarities rather than true duplicates. I don\u2019t see any pair that clearly describes the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 44779 is the clearest canonical candidate: it describes a concrete v5 tokenizer regression with a specific model, reproducible incorrect behavior, and a stable user-facing failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44779 is the strongest standalone issue in this set because it is specific, reproducible, and tied to a single code-path regression; the others are generally either broader, less focused, or about different subsystems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Different failures: meta-init incompatibility for remote-code checkpoints vs numerical differences in Minimax attention." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer-related, but one is a loading regression and the other is a Qwen3 offset_mapping bug; not the same defect." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "Unrelated code paths: GLM MoE DSA indexing split behavior vs Minimax attention numerics." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "ImportError for a missing class is unrelated to repeated HTTP 429 retry behavior in AutoProcessor." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer-state corruption under FSDP/PEFT is unrelated to missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache handling and SequenceFeatureExtractor padding performance are different problems." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose model breakage and Ministral FlashAttention failure affect different models and code paths." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "Incorrect mllama mask handling is unrelated to auxiliary-loss normalization in OLMoE/GPT Oss." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "All-vitpose breakage is not the same as RTDetrLoss cost-matrix infeasibility." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Model breakage in vitpose is unrelated to apply_chat_template failing on an empty list." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Dependency-version bump policy issue is unrelated to a PyTorch version check bug in flex_attention." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 is a different bug than a stale warning in paged generate()." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both involve attention settings, but GPT2 scaling being ignored is a different bug from Gemma4 building causal masks under bidirectional attention." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping returning None is unrelated to a flash_attention crash on s_aux=None." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5/type-related, but init_empty_weights argument handling is a different failure than PretrainedConfig type checking." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Inconsistent lm_head serialization by device is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "These are different bugs: mllama mask semantics vs Florence2 double-shift training loss." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing Qwen3Next projections is an architectural/model-definition issue, not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and symptoms: offset_mapping vs general incorrect tokenization." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape output and missing torchvision crash are distinct processor-loading issues." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 GenerationConfig validation and Qwen3.5 flash-attention generation failure are different issues." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "AutoProcessor kwargs forwarding is unrelated to special_tokens being the wrong type." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "PretrainedConfig type checking and cli completion compatibility with huggingface_hub are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A generic testing_utils bug is not the same as a padding performance regression in SequenceFeatureExtractor." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training with flash_attention_3 is unrelated to Qwen3.5 save_pretrained checkpoint serialization." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Stale config dtype after from_config is a different config-state bug than PretrainedConfig type checking failures." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing utils, but one is an unspecified bug and the other is a specific xdist race on captured_info.txt." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "sam3_video/sam3_tracker class mismatch is unrelated to a MobileLLM loading KeyError." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Cache-path collision for local trust_remote_code models is unrelated to repeated 429 retries in AutoProcessor." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to the testing_utils bug." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None is a different bug from Mistral regex patching crashing on backend_tokenizer access." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 55, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:44075", + "issue:44077", + "issue:44220", + "issue:44261", + "issue:44263", + "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:45464", + "issue:45478", + "issue:45656", + "issue:46172", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46617", + "issue:46752", + "issue:46762", + "issue:46894", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:42222|issue:46178", + "issue:44877|issue:46231", + "issue:39401|issue:46209", + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:44484|issue:45310", + "issue:44261|issue:46762", + "issue:44933|issue:45278", + "issue:42371|issue:46617", + "issue:44410|issue:45478", + "issue:44075|issue:45656", + "issue:38617|issue:44220", + "issue:44263|issue:44485", + "issue:43066|issue:43122", + "issue:43208|issue:46894", + "issue:43097|issue:44493", + "issue:44077|issue:46981", + "issue:46752|issue:47116", + "issue:43673|issue:45341", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:44483|issue:45464", + "issue:43874|issue:44261", + "issue:44484|issue:45478", + "issue:27957|issue:43352", + "issue:44263|issue:46172", + "issue:43012|issue:43577" + ], + "prepared_review_unit_hash": "f6f4d11131fd8001848f68c82168156f8d39703c3442a0119640d22995a4ef39", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35776, + "estimated_input_tokens": 8944, + "estimated_eval_tokens": 18144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The only accepted soft edge in the provided list is the Qwen3.5 streaming chat/completions regression (44483\u219445464). Separately, the packet also contains issues 45310 and 45478 with identical titles, so there is another obvious duplicate-like pair outside the soft-edge set; the packet is not limited to just one duplicate-like pair.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45464 is the strongest canonical for the Qwen3.5 streaming chat/completions failure because it is the most detailed, reproducible report in that duplicate pair. Separately, issue:45310 and issue:45478 appear to be a second duplicate-like pair because they share an identical title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45464 is the best issue candidate for the streaming chat/completions regression: it is specific, actionable, and clearly matches the same failure mode as issue:44483. The packet also contains a separate duplicate-like pair, issue:45310 and issue:45478, with identical titles.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different code paths." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer regression vs noisy logging; not the same underlying bug." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose model breakage and a backend-mapping error are unrelated failures." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Config-loading breakage and a documentation parameter mismatch are different issues." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset-mapping bug and FP8 inference failure are different code paths." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 settings/configuration issue vs MLA layernorm precision bug; not the same defect." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation error and unrecognized-model config error are different problems." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Save-pretrained shard-size question vs Qwen3.5 MoE from_pretrained loading error are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both mention numeric behavior, but they affect different models and implementations." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "One missing import vs a broad import-error regression after upgrade are not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 behavior control and trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3Next missing projections and Qwen3.5 MoE loading failure are different model bugs." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args ignored and deepspeed double optimizer steps are separate optimizer issues." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Different import/attribute failures in different subsystems." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return handling and GLM-5 RoPE implementation are not the same defect." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but the concrete symptoms and likely fixes differ." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training bugs and CohereASR double-shift are unrelated model-specific issues." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Embedding tying removal and unexpected position-id key errors are different regressions." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "PatchTSMixer init policy and HTTP 429 retry behavior are unrelated." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "Empty chat-template crash and streaming pipeline regression are different problems." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache regression and a testing_utils bug are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3Next missing projections are different loading issues." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "General import error and PreTrainedConfig type-checking breakage are not the same concrete bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": true, + "reason": "Same model and same streaming chat/completions failure; 45464 is the richer duplicate report." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch helper in GLM46V is unrelated to MLA q_a_layernorm precision handling." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5-related issues: save_pretrained shard-size question vs from_pretrained loading failure." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they target different models and support checks." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "torch.split return-value handling and a DeepSeek tensor transpose issue are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "General precision-warning behavior vs BLIP2 dtype staying float32 are similar only at a high level, not the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The soft-edge verdicts are mostly conservative, but the summary overstates uniqueness: the packet also contains issue:45310 and issue:45478 with identical titles ('[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error'), which looks duplicate-like. Because of that, saying the Qwen3.5 streaming chat/completions pair is 'the only clear duplicate-like pair' is not fully grounded in the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 56, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46298", + "issue:46369", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46752", + "issue:46821", + "issue:46897", + "issue:46981" + ], + "soft_pairs": [ + "issue:44360|issue:46172", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43986|issue:45341", + "issue:44261|issue:44485", + "issue:45003|issue:45341", + "issue:42886|issue:46981", + "issue:45753|issue:46369", + "issue:43531|issue:45341", + "issue:44117|issue:44987", + "issue:43874|issue:44263", + "issue:43097|issue:45588", + "issue:43673|issue:46123", + "issue:44410|issue:45375", + "issue:45440|issue:46172", + "issue:38617|issue:42757", + "issue:44038|issue:44410", + "issue:43986|issue:45372", + "issue:43097|issue:46050", + "issue:43064|issue:44315", + "issue:43208|issue:46897", + "issue:46655|issue:46664", + "issue:43986|issue:44484", + "issue:46298|issue:46752", + "issue:38617|issue:44351", + "issue:42890|issue:46298", + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:43012|issue:46821", + "issue:44117|issue:46701" + ], + "prepared_review_unit_hash": "d5f7f5252c276887258d1abd9b53e81237239313360dd0821a6f68282a2b8f3c", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36848, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy mixed cluster of unrelated Transformers import, model, training, and processor bugs. None of the soft edges look like true duplicates or mergeable as the same underlying fix.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43097 is the broadest representative of the cluster: a clear v5 breaking-change regression with multiple inbound refs and a general API-removal theme. It is the best cluster anchor, but it should not be treated as a duplicate of the other reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the strongest single issue to keep as the cluster representative because it is a concrete, widely relevant regression report tied to the v5 transition. The other issues are mostly distinct model-specific or subsystem-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Different bugs: one is about the DSA indexer lacking ReLU, the other about a deepseek-v4 tensor transpose/computation issue." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both are model/training regressions, but the concrete failures differ: Ministral flash-attention crash vs. degenerate sequence-classification training." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Same family only superficially; one is a Qwen3-VL-30B weight-shape mismatch, the other is a Qwen3-VL-Moe issue with a different failure mode." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "One is a removed API in v5, the other is a gguf_file from_pretrained loading breakage; different code paths and fixes." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated subsystems: video AutoProcessor/torchvision crash vs. a testing_utils bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different model internals: MLA q_a_layernorm precision/config issue vs. GLM-5 RoPE implementation bug." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Different areas and symptoms: unsafe sys.modules access vs. a testing_utils issue." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Offline cache loading failure and repeated HTTP 429 retries are distinct networking behaviors with different root causes." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different model-specific problems: an infinite loop on a specific image vs. memory overflow in sam3-litetext." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing_utils bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None is a different failure than loading physical-intelligence/fast in >=5.1.0." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different implementations: missing multimodal image-patch method vs. torch.split return handling in the DSA indexer." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "API removal in v5 and a flash_attention integration crash on s_aux=None are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Cache handling during chunked_prefill and a final-partial-batch flag bug in MaskGenerationPipeline are different code paths." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen3-family issues: missing projections in a layer vs. a missing config field silently dropped by strict validation." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different models and bugs: DeepseekV3MoE divergence vs. deepseek-v4 comb transpose behavior." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different modules and different fixes." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both mention Qwen3, but one is a Qwen3-VL-Moe bug and the other is a qwen3next layer-definition issue." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different crash surfaces: missing torchvision for video processor loading vs. a mistral_common import error affecting Gemma 4 processor loading." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A removed v5 API and a sinq quantization save/load regression are not the same underlying bug." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different training/integration paths: FSDP2+PEFT optimizer state corruption vs. Liger Kernel not being applied with model_init." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Separate model-specific reports: xLSTM training blockers vs. Florence2 double-shift loss bug." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same subsystem only, but distinct bugs: incorrect padding calculation vs. inconsistent num_frames semantics." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video processor import failure and a save_pretrained shard-size question are unrelated." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and apply_chat_template crashing on an empty list are unrelated issues." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors from transformers, but they concern different missing exports and different call sites." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A test flake from missing set_seed and a noisy logging message are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken argument duplication and TOKENIZER_MAPPING_NAMES returning None are different tokenizer internals." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A removed API in v5 and a quantization/offloading bug are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "PyTorch precision warning for bf16 compilation is unrelated to a TimesFM window_size AttributeError." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping None and a DiffusionGemmaGenerationOutput pipeline failure are different bugs in different paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 57, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:36683", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43582", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44368", + "issue:44380", + "issue:44451", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44734", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46710", + "issue:47059", + "issue:47116" + ], + "soft_pairs": [ + "issue:46172|issue:46710", + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:44936|issue:46365", + "issue:44451|issue:47116", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44016", + "issue:43064|issue:47116", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43827|issue:47116", + "issue:43208|issue:43550", + "issue:43352|issue:43976", + "issue:43352|issue:44380", + "issue:43825|issue:44655", + "issue:43066|issue:43906", + "issue:44734|issue:47116", + "issue:43097|issue:46298", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44162|issue:46172", + "issue:44077|issue:46365", + "issue:42890|issue:47059", + "issue:44222|issue:45478", + "issue:42757|issue:43824", + "issue:44380|issue:45479", + "issue:36683|issue:43582", + "issue:43064|issue:44380" + ], + "prepared_review_unit_hash": "95c97b8a174d2a322e1cc3fe25314fec0d185409f64ac6a98b5f742e9987af89", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37473, + "estimated_input_tokens": 9369, + "estimated_eval_tokens": 18994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues; the soft links look like superficial keyword similarity rather than shared root causes. None of the candidate pairs are strong enough to merge, and there are no PRs here.", + "confidence": 0.44, + "canonical_issue_reason": "issue:47116 is the broadest, most central open report in the set, covering a v5 regression class rather than a narrow model-specific bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47116 is the best umbrella issue because it is recent, open, and framed as a general regression rather than a one-off symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Both mention DeepSeek, but one is a dtype/transpose bug and the other is an accuracy regression; different failure modes and likely different fixes." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Unrelated areas: offline/local-files-only network behavior vs missing encoder weights during model loading." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor cached_file kwargs forwarding and auto_docstring annotation parsing are different subsystems and bugs." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Training/evaluate lifecycle failure is unrelated to the import-path issue caused by datasets shadowing Trainer import." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "Model-loading failure for ScandiBERT is not the same as a streaming pipeline regression in v5." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT-2 attention scaling under SDPA/FlashAttention is a model/backend bug, not the cache-lazy-init recompilation issue." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure and tensorflow_text backend validation are unrelated compatibility problems." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "AutoProcessor/video-model torchvision dependency issue is unrelated to a notebook syntax error." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "Distributed optimizer-state corruption under FSDP2/PEFT is not the same as a streaming pipeline regression." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and a Qwen3.5 image infinite loop are different model-path failures." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Save-pretrained failure for dequantized models is not the same as inability to save Pipeline objects." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Both involve compilation/backends, but one is a bfloat16 warning and the other is a Bamba SDPA compile failure; not the same bug." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Left is repo hygiene/dummy class leakage; right is a noisy logging message." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A PyTorch precision warning is not the same as a tie_word_embeddings warning from LoRA fine-tuning." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed tokens on load and a max_shard_size question are unrelated save/load concerns." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Documentation still referencing pipeline() is not the same underlying problem as the runtime streaming pipeline regression." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba SDPA compile failure are different model-specific issues." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Nemotron flash-attn support and Python version compatibility are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash Attention support gating for Nemotron and GPT-2 attention scaling under SDPA/FlashAttention are distinct code paths." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation error messaging and saving Pipeline objects are different pipeline-related problems, not one bug." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer decoder type mismatch and an isolated reproduction of another issue are not evidenced as the same underlying defect." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "Server KV-cache continuation indexing failure is not the same as a generic streaming pipeline regression." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed API warning/removal notice and a noisy logging message are unrelated." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty transcription failure has no relation to the Trainer import conflict." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention scaling under backend selection and AttentionInterface.register behavior change are different attention bugs." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a DeepSeek tensor operation issue are unrelated model failures." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init validation is unrelated to the Trainer import problem." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Seed-related flaky tests and a huggingface_hub CLI API break are different classes of failures." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention MoE/FP8/Qwen3.5, but one is save_pretrained in FP8 and the other is from_pretrained loading; insufficient evidence of one root cause." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "huggingface_hub import break and a missing Transformers class import are separate import errors from different packages." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend scaling and a degenerate zero-loss classification bug are unrelated model behaviors." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption and GPT-2 attention scaling are unrelated code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 58, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:29870", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:46050", + "issue:46077", + "issue:46082", + "issue:46365", + "issue:46877", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:42175|issue:46365", + "issue:43012|issue:44683", + "issue:44483|issue:44514", + "issue:38617|issue:43502", + "issue:43618|issue:44380", + "issue:43756|issue:44485", + "issue:43618|issue:43761", + "issue:45276|issue:46077", + "issue:43208|issue:43526", + "issue:36010|issue:42757", + "issue:44038|issue:44230", + "issue:42994|issue:44655", + "issue:43299|issue:43867", + "issue:44483|issue:45290", + "issue:44625|issue:46365", + "issue:43352|issue:43937", + "issue:44625|issue:46077", + "issue:44355|issue:46877", + "issue:43611|issue:44655", + "issue:36683|issue:43475", + "issue:44655|issue:46050", + "issue:43976|issue:44938", + "issue:44938|issue:47059", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:36683|issue:47110", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:29870|issue:36296", + "issue:43064|issue:44492" + ], + "prepared_review_unit_hash": "74b1fd1c1a371ae732a688116631c1154e66912715f49c3ae1611d6203a73e1f", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36110, + "estimated_input_tokens": 9028, + "estimated_eval_tokens": 18312 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly false-positive similarities: the items span unrelated import errors, model/config regressions, backend issues, and feature-specific bugs, with no pair clearly showing the same root cause.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue; the cluster is dominated by unrelated false-positive similarities across different components and failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong representative because the items do not share one underlying bug or change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Different problems: one is missing TensorFlow in the torch extra, the other is an import failure for Trainer likely tied to datasets interaction." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Unrelated failures: bfloat16 compile warning versus compiled flex_attention failing on torch >= 2.9." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Different request paths: chat/completions API rejection versus batched chat template crash with padding=False." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Both are import/network-related only at a high level, but one is a missing symbol import and the other is unwanted hub requests despite local_files_only=True." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Different model behaviors: CLIP attentions missing versus GPT2 attention scaling ignored in SDPA/FlashAttention." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Different model-specific issues: Smollm3 RoPE layer handling versus GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both involve CLIP vision outputs, but one is attentions not assigned and the other is hidden_states missing; not the same bug." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma4 bugs: token embedding resize propagation versus bidirectional attention mask construction." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs are unrelated to BeitImageProcessorFast reduce_labels returning only one label." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different packages and release breakages." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Related Qwen3-VL-Moe family, but one is a generic loading bug and the other is fp8 inference support; not the same change." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Different save/load problems: quantized model saving versus saving Pipeline objects with save_pretrained." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different loading regressions: Qwen3VL MoE model loading versus model loading failure when state_dict is sorted." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Different chat/completions vs tokenizer chat template bugs; not the same code path." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 config propagation bug is unrelated to a Trainer import problem involving datasets." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Nemotron FlashAttention support error is unrelated to GLM-5 generation config validation." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different config propagation issues in different models; one is num_labels, the other is attention masking." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled Python file execution errors are unrelated to auto_docstring emitting lint diagnostics at import time." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Transformers 5.0 base_model_prefix loading regression is unrelated to Pipeline save_pretrained serialization." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different model families and symptoms: Gemma3Config missing vocab_size versus SAM 3 Video missing fpn_position_embeddings." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Both involve saving, but Pipeline save_pretrained and sinq quantized save/load failures are distinct code paths." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python version compatibility issue for 5.1.0 is not the same as Transformers failing to load in Python 3.14." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Both are environment/version breakages, but one is Python 3.14 loading and the other is a CLI incompatibility with huggingface_hub 1.22.0." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init validation are unrelated configuration bugs." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Model loading failure from sorted state_dict is unrelated to Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Gemma3Config vocab_size missing is unrelated to special_tokens being a list instead of a dict-like object." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention-mask construction and LlamaConfig head_dim validation are different model/config issues." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions regression is unrelated to Qwen3.5 checkpoint saving correctness." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Llama4Config missing pad_token_id are separate configuration attributes on different models." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate() decoder_attention_mask bug is unrelated to a tensor parallel training bug." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state mismatch is unrelated to a typo in cache strategies." + } + ] + }, + "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": 27, + "review_unit_index": 59, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44908", + "issue:44964", + "issue:45125", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46617", + "issue:46664", + "issue:46851", + "issue:47000" + ], + "soft_pairs": [ + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:44075|issue:46365", + "issue:44908|issue:46851", + "issue:29870|issue:33453", + "issue:44393|issue:47000", + "issue:43867|issue:46202", + "issue:44355|issue:44855", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:43867|issue:45375", + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:43502|issue:44062", + "issue:42898|issue:46664", + "issue:44734|issue:46617", + "issue:44222|issue:45125", + "issue:43723|issue:44556", + "issue:43502|issue:44485", + "issue:43010|issue:43065", + "issue:43874|issue:46617" + ], + "prepared_review_unit_hash": "bf6f3bae02d52265be5afa40531896629b37d5b869b13dd13b5cbb52f2d218b1", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36303, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly noisy and mixes unrelated transformer bugs; one clear subcluster is import-time regression/slow import complaints. I\u2019d use the broad import-regression report as the canonical issue, and there are no PRs here.", + "confidence": 0.46, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella report in the set: it describes widespread import failures after a version upgrade, which best matches the cluster\u2019s import/regression subset and can absorb narrower import-related reports better than model-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the most representative user-facing report with the widest scope among the listed issues; it is concrete enough to anchor the cluster while still covering the general import regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Different problems: cache/layer no_grad decoration vs general import failures after upgrade." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different model families and failures: missing UMT5 encoder weights vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling and Trainer import failure are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs bug and Qwen3.5 variable-length position_ids bug are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "BART generate decoder mask bug is not the same as tokenizer loading regression." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Both are vision/detection-related, but they are different failures in different code paths." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State-dict loading order issue and Gemma pipeline roundtrip issue are different bugs." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both involve imports/compilation, but the root causes differ: compiled Python files vs a JIT parsing indentation error." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "General 'too many models break' complaint does not match cache update/no_grad decoration." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and Qwen2 load-time OOM are not the same underlying issue." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Missing state-dict key and missing config field are different model-loading regressions." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both are about slow transformers import; one reports the symptom, the other identifies a concrete import-time cause." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Seed-related flaky integration test and xdist captured_info race are different test failures." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions assignment and patchtsmixer post_init constraints are unrelated model issues." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "No_grad decoration for caches is unrelated to Python-version load failures." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 regressions: sorted state_dict loading vs incorrect visual encoder save keys." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Same general area (Qwen3.5 loading), but the reported failures are different and not clearly the same bug." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch missing dependency error is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIP attentions assignment and CLIP text-model structure mismatch are different regressions." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A DSA indexer/ReLU discussion is unrelated to DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "SAM HQ test seeding flake is unrelated to Phi-4 multimodal model loading." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI/test issues with different symptoms and scope." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only API requests and AddedToken keyword collision are unrelated tokenizer/loading bugs." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization cleanup behavior change is unrelated to SmolVLM video processor frame semantics." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation crash and cache FileNotFoundError are different runtime failures." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained issue and missing tensor-parallel plan are different MoE/tensor-parallel problems." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both involve loading regressions after v5, but one is tokenizer loading and the other is checkpoint reload; too broad to treat as the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only bug is unrelated to GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/layer no_grad issue and dummy Conv2d in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-patch API and cache FileNotFoundError are different loading/runtime issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The chosen canonical issue, 45278, is a reasonable umbrella for the import-regression/import-error subset, and the one accepted soft pair (41669 \u2194 44246) is plausibly the same import-slowness theme. No PR pairings are present, and the rejected pairs are generally conservative 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": 27, + "review_unit_index": 60, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43867", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:45850|issue:47110", + "issue:43824|issue:46617", + "issue:43576|issue:46132", + "issue:44387|issue:44556", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:30990|issue:31795", + "issue:45125|issue:45375", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:43827|issue:44961", + "issue:46664|issue:46726", + "issue:43010|issue:43232", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:29870|issue:31795", + "issue:33453|issue:34689", + "issue:44355|issue:45071", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:47059", + "issue:31795|issue:38617", + "issue:43576|issue:43824", + "issue:44315|issue:44360", + "issue:44961|issue:45468", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:43352|issue:44961", + "issue:36296|issue:43901", + "issue:43475|issue:46617", + "issue:46143|issue:46144", + "issue:41628|issue:42548", + "issue:45375|issue:47110", + "issue:44222|issue:44230", + "issue:43867|issue:47110", + "issue:44315|issue:46209" + ], + "prepared_review_unit_hash": "d289179a48b73d824aaea99b26317d6d7a73c5f83a245440a022a07d2c0188e1", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38511, + "estimated_input_tokens": 9628, + "estimated_eval_tokens": 19512 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous transformer issues. The only clear duplicate-looking pair is the RoFormer bug around kwargs/attention-interface forwarding; the rest are separate bugs, regressions, or docs/import issues.", + "confidence": 0.91, + "canonical_issue_reason": "issue:46144 is the most concrete and code-path-specific RoFormer report, and it is open; it best represents the shared RoFormer forwarding/attention-interface problem with issue:46143.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46144 is the best issue to anchor this cluster because it is the clearest, most actionable statement of the shared RoFormer bug and is still open.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "Both mention broad breakage, but one is a generic v5 regression and the other is a specific special_tokens type error; different failure modes." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Different problems: missing exported Qwen2_5_VL class vs cache loading FileNotFoundError for trust_remote_code." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "One is the transformers env CLI, the other is AttentionInterface.register behavior; different surfaces and root causes." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Both are version regressions, but one is int4 memory/OOM and the other is checkpoint reload incompatibility; not the same bug." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely unrelated packaging/export paths." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is missing tensor-parallel plan and the other is a from_pretrained regression; not clearly the same issue." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "Unrelated: MLflow reporting on failed training vs tokenizer loading regression." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Completely different symptoms: compiled Python file errors vs slower filtering after upgrade." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence-Transformers loading hang vs documentation confusion about forward args; no shared code bug." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen3.5 MoE config/model issues: tensor-parallel metadata vs missing vision config field." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only network leak vs FP8 moe save_pretrained issue; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only API requests vs an unrelated issue titled 'racoon'." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs mentioning pipeline() after v5 removals vs unrelated 'racoon' issue." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video processor num_frames semantics vs AutoProcessor backend-missing image processor error; different layers." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation/caching, but one asks for no_grad on cache updates and the other is a sync_gpus generation bug." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "Unrelated training/reporting issue vs tensor parallel training bug." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions after version changes, but for different models and failure points." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "BART generate() UnboundLocalError vs forward-doc confusion; no shared underlying bug." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression vs Llama 3.2 Vision model loading breakage; different artifacts and code paths." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file errors vs PretrainedConfig type-checking breakage; unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "huggingface_hub import failure vs transformers env CLI breakage; different packages/features." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI command breakage vs type-checking regression; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "Both are CLI-related, but one is env command breakage and the other is a hub 1.22.0 completion API mismatch; not the same bug." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion in a model forward method vs an import error for layer_type_validation." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Env CLI bug vs model import error; different domains." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel not applied with model_init vs DSA indexer missing ReLU; unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated issue titled 'racoon' vs Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion vs unrelated 'racoon' issue." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Importing HybridCache vs FileNotFoundError when loading trust_remote_code from cache; different failure modes." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention 2 support gap for Nemotron vs unrelated 'racoon' issue." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug vs docs mentioning return_all_scores; no shared bug." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 Video missing attribute vs trust_remote_code cache file missing; unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": true, + "reason": "Both report the same RoFormer implementation problem: kwargs/attention-interface forwarding is not respected in model methods and attention code." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different import errors for different public symbols; not the same missing-export bug." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Qwen3_5MoeVisionConfig strict-field omission vs special_tokens list type error; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is save_pretrained behavior and the other is inference support; not mergeable as one fix." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "State-dict sorting load error vs special_tokens type error; different loading paths." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel/model_init issue vs FP8 inference on B200; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the one accepted soft-edge pair is reasonably conservative based on the RoFormer titles. The other rejected pairs are also appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 61, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46664", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:43525|issue:47110", + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44485|issue:46664", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44360|issue:46664", + "issue:41669|issue:43673", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44230|issue:46095", + "issue:44492|issue:45850", + "issue:45850|issue:47059", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44908|issue:45071", + "issue:44492|issue:46328", + "issue:41669|issue:44351", + "issue:44704|issue:44908", + "issue:41669|issue:45341", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:44315|issue:44829" + ], + "prepared_review_unit_hash": "1fb00566925ccaec44695c9f1d15f43b644d6e1b72c978ac75dd7208b94a6058", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39113, + "estimated_input_tokens": 9779, + "estimated_eval_tokens": 19814 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports. Several are superficially similar around v5 regressions, import/lazy-loading, or model-specific failures, but they do not share a concrete enough code path to treat as duplicates. I would not merge any of the soft edges.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45850 is the broadest umbrella among the v5-regression reports, but it is too vague and high-level to safely absorb the others as duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best global representative only because it captures the broadest symptom class ('v5 breaks too many models'), but it is still too generic to be a strong canonical target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Different failures: missing pad_token_id on Llama4Config vs special_tokens being a list without keys()." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific Qwen3.5 chat crash; the other is a broad v5 breakage complaint with no shared code path." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Different subsystems: chunked_prefill cache handling vs a typo in cache strategy docs/code." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to SmolVLM video num_frames semantics." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading issues and a TensorBoard-without-TF backend error are not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor save_pretrained missing files is not the same as a generic bug report." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Different model-specific problems: Qwen3-VL-Moe bug vs missing tensor-parallel plan support." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import behavior, but lazy loading failure and unsafe sys.modules access are distinct code paths." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to a video processor num_frames mismatch." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance regression and missing GenerationMixin cache are different bugs." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL 2D bbox output bug is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but hallucination/error in bbox output and an infinite-loop image case are not clearly the same defect." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Transformers env command breakage and checkpoint reload incompatibility after upgrade are different failures." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A specific Llama4Config attribute error is not the same as a generic statement that v5 breaks many models." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade incompatibilities, but they affect different models and likely different initialization paths." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is a specific config bug, not the broad v5 regression umbrella." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "fp8 support for Qwen models and a deepseekv4 weight-conversion question are unrelated feature requests." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategies is too specific to be the same as a broad v5 breakage report." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "General v5 breakage and a huggingface_hub CLI compatibility failure are different issues." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and cache strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star slowdown and failure to import Qwen3_5ForCausalLM are both import-related, but not the same concrete bug." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3_video/sam3_tracker warning and Liger Kernel not applied with model_init are unrelated subsystems." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both mention import/lazy-loading behavior, but one is intermittent import slowness and the other is a lazy-loading correctness issue." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed calls in tests and inverse_sqrt scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "transformers env CLI breakage is unrelated to scheduler keyword propagation." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Wildcard imports causing slow import and missing HybridCache export are different API/export problems." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs forwarding and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-time slowdown and a testing_utils bug do not share the same underlying change." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version compatibility breakage and a model import failure are not the same issue." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and _get_tied_weight_keys crashing on list input are distinct code-path bugs." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward args is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "CLI env command breakage and lazy loading malfunction are both v5-era issues, but not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer discussion is unrelated to Gemma4AudioRelPositionalEncoding." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application with model_init and flash_attention_3 training degeneration are different acceleration/training 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": 27, + "review_unit_index": 62, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43618", + "issue:43704", + "issue:43717", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218", + "issue:46655", + "issue:46894", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:43519|issue:46655", + "issue:44273|issue:44908", + "issue:45230|issue:45310", + "issue:43519|issue:44485", + "issue:45468|issue:46894", + "issue:44655|issue:44861", + "issue:43576|issue:46218", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:46018|issue:46172", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:44861|issue:47110", + "issue:42913|issue:43066", + "issue:44861|issue:47059", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:44998|issue:45850", + "issue:43618|issue:44998", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:31515|issue:36296", + "issue:30333|issue:31515", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144" + ], + "prepared_review_unit_hash": "60b72ff4910b5a0192435d667ed106d96bce315ca33fd918b0f8ff8717ddd7e9", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 43, + "serialized_chars": 39689, + "estimated_input_tokens": 9923, + "estimated_eval_tokens": 20102 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers issue reports with only superficial keyword overlap (loading, tokenizer, model-specific bugs, Flash Attention, v5 regressions). I did not find any pair that clearly describes the same underlying bug/change, so no soft duplicates are accepted.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43519 is the strongest canonical issue candidate because it is concrete, well-scoped, and actionable, with a clear failing code path in a specific processor/model rather than a vague or generic report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43519 is also the best global issue choice: it has a precise title and a specific repro target, making it the cleanest representative issue in an otherwise noisy set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Different multimodal processor bugs: timestamp calculation vs video padding." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Unrelated topics: lazy loading vs scheduler kwargs handling." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "One is a generic bug report, the other a specific Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Both are model-specific correctness bugs, but they affect different code paths: Qwen3VL timestamps vs GLM-5 RoPE." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Both are audio-related, but they describe different models and different bugs." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Serialization/save_pretrained failure is not the same as _tied_weight_keys attribute handling." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Both are import/bootstrap problems, but they involve different commands and different missing symbols/modules." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation bug and scheduler kwargs bug are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-* cleanup/perf issue is unrelated to a VRAM leak in Qwen3." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about forward args is unrelated to a model loading regression." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model families and different numerical/architectural bugs." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3 is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both mention DeepSeek-V4, but one is a gating logic bug and the other is a tensor conversion/transpose issue." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network behavior is unrelated to Qwen3VL timestamp math." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration guidance is unrelated to a VRAM leak bug." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad v5 breakage complaint is not the same as a specific module import failure." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and processor save_pretrained file omissions are different bugs." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "Different models and different code paths: GlmMoeDsaIndexer split values vs Gemma audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "RMS norm epsilon precision issue is unrelated to Gemma audio positional encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are unrelated concerns." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Different subsystems: processor timestamp bug vs multi-thread VRAM leak." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2 support in one model is unrelated to a module import error in another model." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but they are for different symbols and likely different breakages." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Tied-weight key handling and special_tokens list-key access are unrelated errors." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer v5 regressions, but one is a vague behavior change and the other is a specific decoder-type bug." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Tied-weight metadata handling is unrelated to the CLI completion attribute error." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is a GPT2 support request and the other is an unspecific standalone issue." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and the unrelated 'Unemployment' issue do not match." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Typo in cache strategies is unrelated to the unrelated placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "A generic '5.0 breaks models' complaint is not the same as an unrelated placeholder issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to the placeholder issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key crash and chat template tool-call crash are different failure modes." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint loading slowness is not the same as an import error for layer_type_validation." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support request is unrelated to processor save_pretrained file omissions." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both are Flash Attention 2.0 feature gaps, but they target different models and are not the same change." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate mask initialization bug and from_pretrained slowness are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading performance and tensor-parallel training correctness are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to checkpoint loading speed." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading performance issue and documentation confusion are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support request and Qwen3.5 MoE from_pretrained failure are different issues." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio support and FP8 support are different feature areas." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Init-weights usage in Mamba is unrelated to RoFormer attention interface usage." + } + ] + }, + "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": 27, + "review_unit_index": 63, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-514", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "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:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "96617343b4b632324a1949ecefeb3ab9ccefd32e7f588bcf87e285a6b7e29469", + "component_budget": { + "node_count": 514, + "item_count": 514, + "soft_pair_count": 1891, + "serialized_chars": 980926, + "estimated_input_tokens": 245232, + "estimated_eval_tokens": 490720 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7777, + "estimated_input_tokens": 1945, + "estimated_eval_tokens": 4146 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are not duplicates; they span unrelated models and bug classes (normalization, loss plumbing, tokenizer warnings, quantization typo, DeepSeek gating, RoFormer attention). The cluster should be split rather than merged around a single canonical item.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits this cluster because the items describe different underlying bugs in different components, with no shared target or code path.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue for the whole cluster; the safest triage is to keep these as separate issues rather than selecting one representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value handling and DeepSeek-V4 shared expert gating are unrelated bugs in different models/code paths." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "An incorrect type hint in ModernBERTConfig is unrelated to the tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2former ignore_value usage is a model-specific loss/config bug; passing kwargs to a loss function is a separate API-plumbing issue." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Missing kwargs in loss calculation and RoFormer attention not using the attention interface affect different subsystems and code paths." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former ignore_value behavior has nothing to do with tokenizer regex warnings after 4.57.3." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "These are different model bugs: one concerns Mask2former ignore_value, the other RoFormer attention implementation." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2former loss/config behavior and a quantization-operation typo are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT norm_eps type hint and the orig_conversion.quantization_operation typo are distinct, non-overlapping issues." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss-function kwargs plumbing and a config type-hint mistake are different kinds of defects in separate areas." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm possibly being RMSNorm is a model-implementation question, not the ModernBERT norm_eps type-hint issue." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value usage and ModernBERT config typing are unrelated and do not share a code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "f9bf23e21e81cb859796c7fdb4eda32de5db1c928691118c0603ae3b84785381", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are about different topics: tokenizer truncation behavior, ReduceLROnPlateau-like scheduling functionality, and Wav2Vec2 word-level time offsets. They do not describe the same underlying bug or feature request, so none should be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the issues are unrelated and should remain separate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 10519 is the most concrete, narrowly scoped feature request, but it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and requests: truncation strategy vs. Wav2Vec2 word boundary offsets." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated features: truncation from the beginning vs. a ReduceLROnPlateau-like scheduler." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared underlying bug/change; one is learning-rate scheduling, the other is speech model time offsets." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "6dcbbf1c75b46fa40685a43adc6a013348be127d51c7371972d165ec68605e0d", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster does not contain a clear duplicate set. Issue 13244 is unrelated. Issue 15980 is a narrow login/authentication error-message problem, while 16618 is a broader model-loading failure but not clearly the same bug, so both soft links should be rejected.", + "confidence": 0.78, + "canonical_issue_reason": "If one issue must represent the cluster, issue 16618 is the broadest and most central model-loading report; however, the evidence is weak and it is not a confirmed duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 16618 is the best issue to surface because it is the most general user-facing failure around model loading and has the strongest discussion signal among the three.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch is a different problem than failing to load bert-base-uncased; no shared underlying bug is apparent." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Private-model unauthenticated download errors are a specific auth/error-message issue, not the same as a generic inability to load a public model." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "a1d23823acba9cee165e0849f82f9cae4f00acc98082530a259e736b058c597f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures. They share a loose pattern (\u201ccommunity contribution\u201d support expansion) but target different features and code paths.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different underlying requests and implementation areas: Flash Attention 2 architecture support vs GGUF support. Similar framing is 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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-9", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931" + ], + "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:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:46226", + "issue:46222|issue:46931", + "issue:46226|issue:46931" + ], + "prepared_review_unit_hash": "9d351f1a5a3ba4e0578066adae0c03a05c25102b7b4bebb1c7c75c62d87c8801", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15986, + "estimated_input_tokens": 3997, + "estimated_eval_tokens": 8250 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15986, + "estimated_input_tokens": 3997, + "estimated_eval_tokens": 8250 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a false-positive mix of separate translation-request issues for different languages, plus two small true-duplicate subgroups: the generic placeholder translation issue trio and the Thai pair.", + "confidence": 0.81, + "canonical_issue_reason": "43834 is the best representative of the true duplicate subgroup: it is the earliest of the near-identical placeholder translation issues, and 44365/44370 look like copies of the same templated request.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the strongest issue candidate overall because it anchors the clearest duplicate subcluster and has the broadest exact/near-exact overlap with the other placeholder issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language request; similar translation-template wording is not enough to treat Turkish and the placeholder issue as the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish vs. a generic placeholder translation request are distinct issue targets, not the same bug/change." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Different concrete translation request; only the template is shared." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish and Romanian translation requests are separate issues." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different language targets (Turkish vs Spanish), so not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request is distinct from the placeholder templated issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language target; shared i18n wording is too broad to merge." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs Romanian translation requests are separate." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish translation issue and placeholder issue are not the same underlying request." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request is separate from the generic placeholder translation issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different concrete translation target; not a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation request is not the same as the placeholder templated request." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different language/request context; shared template similarity is insufficient." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different language/request context; do not merge." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Near-identical placeholder translation issue; looks like the same templated request duplicated." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic placeholder title/body pattern; plausibly one duplicated issue." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "The titles/content do not indicate the same concrete request; this looks like a different issue despite template similarity." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Same as above: too little evidence of the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Different title/content; not clearly the same request." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "These are near-identical copies of the same placeholder translation issue." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Only template similarity; not enough to conclude the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Not clearly the same concrete issue; reject." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different issue content and title." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Shared i18n template language is too broad; the issues do not clearly describe the same request." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Not the same concrete issue; reject." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different issue content; no strong duplicate evidence." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact duplicate subgroup: same Thai title and highly similar issue content indicate the same underlying issue." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Thai-titled issues are not clearly the same underlying request." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different title/content; insufficient evidence of a true duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: the three placeholder issues have identical titles and near-identical bodies, the Thai pair has identical titles and exact similarity, and the Turkish/Spanish/Romanian items are distinct by title. The soft-edge verdicts are conservative overall, with rejections based on clear language/title differences and accepts limited to the strongest duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36718-21", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "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:42954", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:42954|issue:43671", + "issue:42954|issue:45177", + "issue:42954|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "e4eb40d2a080bb871845218a18d9148f6a23bb20ec50b3147f6cee0d42a4eb46", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28611, + "estimated_input_tokens": 7153, + "estimated_eval_tokens": 14562 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28611, + "estimated_input_tokens": 7153, + "estimated_eval_tokens": 14562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a loose semantic group of model-request issues, not a duplicate set: the items span unrelated architectures, tasks, and modalities (keypoint matching, BERT variants, detection, audio ASR/TTS, vision-language, etc.).", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: the cluster mixes distinct model requests that do not share the same underlying change.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative; the overlap is only broad topical similarity around \"add model support\".", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Similar keypoint terminology, but RoMa matcher and LoMa detector+matcher are different model requests." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Keypoint matcher request vs MiniCPM3 model support; unrelated code paths." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model families: EuroBert config addition vs DEIMv2 support." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "Different tasks and models: EuroBert vs Qwen3-TTS." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Both are model additions, but EuroBert and RF-DETR are unrelated changes." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert and XiaoMi MiMo are separate model families." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "Two distinct detection-model requests; not the same underlying change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR detection support and LFM2.5 Audio support are unrelated." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Different model families and implementation paths." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different models/tasks." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR detection support is unrelated to Qwen3-TTS." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT model addition vs Qwen3-ASR support; unrelated." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and OpenAI weight-sparse transformer are different model requests." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "BERT model support vs audio model support; different changes." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are distinct model integrations." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model families." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 support and Qwen3-ASR support are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 vs weight-sparse transformer; different model work." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are separate model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 support and Voxtral TTS support are different tasks." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR are different model families." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT models and Qwen3-TTS are unrelated." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT and XiaoMi MiMo are different model additions." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support is not the same change as Voxtral TTS support." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "Both are transformer-related, but ModernVBERT models and BERT-like RoPE support are distinct requests." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like RoPE models and XiaoMi MiMo are unrelated model support requests." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "Model-architecture request vs a non-model issue; no duplicate relation." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo and SAM3-LiteText are different model families/modalities." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "MiMo and Qwen3-TTS are separate model requests." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "MiMo and DeepSeek-OCR2 target different models." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "Model request vs unrelated issue." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are close in family, but they are different modalities and code paths." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and weight-sparse transformer support are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Both are audio-related requests, but Qwen3-ASR and LFM2.5 Audio are different model integrations." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer request vs EUPE vision encoder request; unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "ASR and TTS support for different model families are not the same underlying change." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and model families." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are separate vision-language model requests." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and an unrelated issue are not duplicates." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and an unrelated issue are not duplicates." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "fedd33d170c1a59ab7a077d5482dd31b1af36249575d953d63bf931945e69da4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "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 to add Pruna as an optimization framework, and the other is an open Vision RoPE refactor. There is no shared code path, target, or substantive overlap indicating duplication.", + "confidence": 0.97, + "canonical_issue_reason": "issue:46443 is the more substantive technical item and remains open; issue:38740 is a separate closed documentation request and does not describe the same work.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46443 is the better representative issue because it reflects the actual implementation refactor work, whereas issue:38740 is a docs-only request in a different area.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Reject: these are different topics entirely (docs request for an optimization framework vs. a Vision RoPE refactor) with no shared target, filenames, or code-path overlap." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "9c4b1d05ba749489449dd0dbe705a8dc29cfd8f02106ab0e6a72f0197b390dc4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is about block decoding behavior, the other is a DeepSeek v3.2 support request. This is not a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a clear duplicate of the other; if forced to pick a representative, issue 43037 is slightly more specific, but the cluster should not be merged.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying topics and no shared targets/files; a vague decoding issue is not the same as adding model-version support." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "edf802d892c21285ff6bba2fa77dbd6af2179aa4a7b6a8cc2330735555118e28", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both Tiled-related feature requests, but they describe different changes: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, while the other requests integrating TiledMLP for lower memory use. They are not the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 41306 is the more concrete and narrowly scoped request; 41826 is a separate architecture/integration feature request.", + "canonical_pr_reason": null, + "best_issue_reason": "41306 is the best representative issue because it is specific, actionable, and centered on a single API change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different requested changes and code paths: one concerns enabling FLCE via `from_pretrained()`, the other concerns adding TiledMLP for memory reduction. Similar theme, but not the same fix or mergeable duplicate." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "88e66d4d4cf5e287f8cfcf9b7bc0fe1bad76daeffd77d040ea8b8ceeb275d5e5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at the broad Trainer/customization level, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. Not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43598 is the clearer canonical issue because it is more specific and actionable around `remove_unused_column` and Trainer customizability.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the better representative of the cluster only because it is more narrowly scoped; however, the two issues do not appear to describe the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying concerns: one changes how Trainer drops unused columns, the other adjusts FLOPS estimation for custom trainers. Shared Trainer context is too broad to treat as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "04a866c3963ce37d1bc3dee4f8ae78bac35f2f790dadbff6f7b9b4157694be50", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are separate feature requests: one for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, the other for Qwen3.5 sequence-classification support. They target different model families and different auto-model entry points, so they should not be deduplicated.", + "confidence": 0.95, + "canonical_issue_reason": "If one issue must represent the cluster, issue 44405 is the more specific and actionable request (a concrete AutoModelForSequenceClassification gap for Qwen3.5).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44405 is the clearest standalone request because it names the exact missing task head and config, making it easier to implement and track.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: Qwen3-Omni model registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 AutoModelForSequenceClassification support. Different model variants and different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "447a03a4de289d4a1e6e579fe3f36b6d41353a525cf8cb4c9e934e8ad01521da", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster looks like one unrelated issue ('Fett') plus three very sparse issues with the same title ('huggingface '). There isn\u2019t enough substantive content to confidently merge any pair; the repeated titles are suggestive but not sufficient on their own.", + "confidence": 0.71, + "canonical_issue_reason": "issue #43845 is the earliest of the repeated 'huggingface ' issues and is a reasonable representative if these turn out to be duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #43845 is the best issue representative because it is the earliest matching title in the apparent mini-cluster and has at least as much signal as the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no concrete body/diff evidence tying them to the same underlying problem." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no concrete body/diff evidence tying them to the same underlying problem." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no concrete body/diff evidence tying them to the same underlying problem." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Same short title, but there is no substantive description or explicit linkage proving the same bug." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same short title, but the issues are too underspecified to confirm they describe the same underlying bug." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same short title, but the issues are too underspecified to confirm they describe 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": 13, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "16f6e753b07a5b907229b399434874de3dbf830fc85bffd5a0bbff41ae74eb82", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7346, + "estimated_input_tokens": 1837, + "estimated_eval_tokens": 3930 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7346, + "estimated_input_tokens": 1837, + "estimated_eval_tokens": 3930 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is dominated by spammy or generic issues with no shared concrete bug/change. The only mildly descriptive items are unrelated to each other, so there is no true duplicate set here.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44418 is the least spam-like and has a real topical title, but it still does not appear related to the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just '' placeholders; no concrete underlying bug or change is described." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders with no actionable content to indicate the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "A spam placeholder and a generic documentation suggestion are not the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "A spam placeholder does not match the unrelated 'Community benchmark tip' issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and 'Check out \"Google LLC\"' are unrelated." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation enhancement and spam placeholder do not describe the same problem." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation suggestion vs. spam placeholder: no shared underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no evidence they refer to the same bug/change." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder and community benchmark tip are unrelated." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and 'Check out \"Google LLC\"' are unrelated." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder and community benchmark tip are unrelated." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and 'Check out \"Google LLC\"' 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": 14, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "ac8a41dd98c89a155f78991cca4fef97c780cbfdb2a937615cc43f2955a01c6b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues have identical titles, highly similar bodies, and no distinguishing links/files, so they appear to be duplicates of the same energy-optimization proposal.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #45145 is the better canonical candidate because it was created earlier and already has an inbound reference, while #45151 adds no unique identifying information.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest single issue representative since it is the earliest instance of the duplicate pair and has slightly more reference activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and very similar body content with no conflicting details or unique scope; they look like duplicate reports of the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: the issues share an identical title, very similar body lengths, no files or explicit links, and a soft-similarity signal supports duplication. The canonical choice is also conservative and well-supported by earlier creation plus inbound reference. The wording is appropriately cautious overall, though the confidence is somewhat high for a soft-only match." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "10dd56511b12c8c968e005d9da0bb607ea30b817009b376d7d3902c72c6474bb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated closed items with different personal-name/date titles and no shared targets, files, or discussion, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Only weak title similarity; no shared code, target, or discussion evidence, and they do not appear to describe the same underlying bug or request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "6853cc498a77a549f65c2927d2d67cc6c3de0ddd59d1c4f0012ac0c44344a5b3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are just unrelated personal-name/date titles with no body or linking evidence, so they do not look like duplicates of the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative for a duplicate cluster; if one must be chosen, issue 45764 is only marginally cleaner because the title is slightly more complete, but there is no substantive triage basis.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles refer to different people and different dates, with no shared bug report, code path, or change description; 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": 18, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "d58777eb237bad2a02f476ad037e5901ad7638bf94665ea3b488727fb56addb6", + "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 and should not be clustered as duplicates: one asks for a new Qwen token-classification class, the other requests FP8 training support.", + "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 problem domains and code paths: model-head support for a specific architecture vs. training/runtime support for FP8. They do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "1fc5304a5052cf625466dce86ac61aef138ccb296d0846c170870543889c01cf", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5722, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5722, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "There are two exact duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a separate dataset/sample post, and the two financial example topics differ enough to keep separate.", + "confidence": 0.94, + "canonical_issue_reason": "45870 is the cleanest representative of the exact duplicate 'Example: Financial time series prediction with DataForge' pair and is a better canonical label than the longer variants.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the strongest single issue to anchor the cluster because it is an exact duplicate target with a concise, neutral title; the others are either redundant copies or a different topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Financial dataset bundle promotion and a time-series example request are related to the same domain but not the same underlying issue/change." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "The dataset listing and the example request are distinct; no evidence they describe one identical task or bug." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact same title and apparent same example request; these are duplicates." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial DataForge examples, but one is a basic prediction example and the other adds a scraping service, so they are not clearly the same underlying request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as the 45870/45872 pair: related theme, but different concrete scope and not safe to merge as duplicates." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "The titles overlap in broad subject matter, but the requested example scopes differ enough to treat them as separate issues." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Not the same concrete issue; the scraping-service variant is broader and distinct from the plain prediction example." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact same title and scope; these are duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are conservative and grounded in the packet. The duplicate calls for 45870/45871 and 45872/45873 are supported by identical titles and matching body lengths, and the rejections for the other pairs avoid overclaiming beyond the available evidence. The summary is appropriately cautious about 45869 and about the different scope of the remaining financial example issue." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "8f3c9a6e3f283ee7d9175bd36bc49762daf8903f8255b55a3bf77e12a6e8fdaa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues concern static cache behavior with linear-attention/Qwen3.5, but they describe different failure modes: one is a shape corruption RuntimeError during early initialization, the other is a KeyError for `linear_attention`. They look related in subsystem, not clearly the same underlying bug.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the more general bug in `static` cache `early_initialization` affecting linear-attention layers, with a concrete mechanism and symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best representative of the cluster since it captures the broader root-cause description rather than a model-specific crash symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Related subsystem and likely overlapping fix area, but the reported failures are not the same concrete bug: one is wrong-shape corruption in `early_initialization`, the other is a `KeyError: 'linear_attention'`. Too little evidence they would be merged into one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "e8c558a40f5a28fe12fd2fdf7a8ad3df38642a8efe19c7aff943ec525089307a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are effectively duplicates: same title, same described tokenizer bug, and one is just a closed twin of the other. Keep the open issue as the canonical tracker.", + "confidence": 0.99, + "canonical_issue_reason": "Issue 46552 is the open instance and already has inbound references, so it is the better long-lived tracker; 46551 is closed and redundant.", + "canonical_pr_reason": null, + "best_issue_reason": "46552 is the best issue to surface because it remains open and appears to be the active discussion thread for the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and same underlying Wav2Vec2CTCTokenizer v5 bug; the issues are duplicates rather than merely related." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The decision is well grounded in the packet: the issues have identical titles, identical body length, and the open issue 46552 has inbound references while 46551 is closed. Treating 46551 as a duplicate and 46552 as the canonical tracker is conservative and supported." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "3b7774f6885f3f25976bdcebaccdfd7ae0d4d456b96e01ce17af6159656a1962", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues both involve training-time problems in object detection, but they describe different failure modes: one is a tensor shape mismatch, the other is an out-of-memory condition after several epochs. They do not look like duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Neither issue is a clear duplicate of the other; if one had to be picked as the more general training bug report, #46657 is the cleaner canonical candidate because it describes a concrete error rather than a later-training resource failure.", + "canonical_pr_reason": null, + "best_issue_reason": "#46657 is the better standalone issue because it names a specific reproducible failure mode (tensor size mismatch) and is more likely to be actionable for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different underlying problems: a tensor dimension mismatch versus GPU memory exhaustion after epochs. They share a broad training context only, not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "f4a733d3e07670a4731d47df737745ec45428646f5ad34b5e78651858cf6eee0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe different bugs in different subsystems: ZeRO-3 model partitioning during load vs. 4-bit quantized loading with device_map/max_memory dispatch. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue fits because the reports are unrelated; if one must be picked for prominence, issue 46823 has more inbound references and a clearer reproduction path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Reject: the titles and described failure modes point to different code paths and different root causes, so they are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46906-12", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053", + "issue:47091", + "issue:47102", + "issue:47120" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:47049", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:47091", + "issue:46985|issue:47037", + "issue:46985|issue:47049", + "issue:46998|issue:47053", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47049", + "issue:47037|issue:47091", + "issue:47037|issue:47053", + "issue:47049|issue:47053", + "issue:47049|issue:47091", + "issue:47053|issue:47091", + "issue:47053|issue:47102", + "issue:47091|issue:47102", + "issue:46985|issue:47091", + "issue:47037|issue:47102", + "issue:46985|issue:47102", + "issue:47049|issue:47102", + "issue:47102|issue:47120", + "issue:47053|issue:47120", + "issue:47049|issue:47120", + "issue:46998|issue:47120", + "issue:47091|issue:47120" + ], + "prepared_review_unit_hash": "c9414c5ca6b278c708d5b48523a4c367af8ecde7870b4cd0f407b8536186b112", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 39, + "serialized_chars": 20780, + "estimated_input_tokens": 5195, + "estimated_eval_tokens": 10646 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 39, + "serialized_chars": 20780, + "estimated_input_tokens": 5195, + "estimated_eval_tokens": 10646 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look like a dated series of repetitive integration-failure triage issues for the same project, but each item is a separate daily report rather than a duplicate bug report. The open 2026-07-07 issue is the best current representative.", + "confidence": 0.97, + "canonical_issue_reason": "issue:47120 is the latest open triage report and already has inbound references, so it is the most useful cluster representative.", + "canonical_pr_reason": null, + "best_issue_reason": "Same reason: it is the current open daily triage issue and best matches the active tracking role for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage template and project, but different dates indicate separate daily reports, not the same issue." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Highly similar wording, but these are distinct day-stamped triage issues." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Different report dates; similarity comes from the recurring triage format, not a shared underlying bug." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Separate daily integration triage entries, not one duplicate issue." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Same series of daily triage reports, but each date corresponds to a different issue." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Consecutive daily reports with templated content; not the same underlying report." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Different dates and likely different run data; do not collapse these into one issue." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "These are recurring triage tickets, not duplicates of one bug report." + }, + { + "left": "issue:46940", + "right": "issue:47049", + "accept": false, + "reason": "Same subsystem and template, but distinct daily triage issues." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Similar triage text is expected here; the day-specific titles show separate reports." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Recurring daily triage items, not a single issue repeated verbatim." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Different dates mean different triage reports, despite strong textual overlap." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Adjacent daily triage issues, but not the same underlying problem statement." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "The similarity is from the shared template; the report date makes them distinct." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "These are separate daily integration-failure triage reports." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Templated daily triage entries with different dates; not duplicates." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Same recurring triage series, but a different day/run." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Different daily report, not the same issue instance." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "These appear to be day-by-day tracking issues rather than duplicate bug reports." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "The date-stamped titles indicate separate daily triage tickets." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "High textual overlap is due to the triage template, not a shared unique bug." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Distinct day-stamped integration triage issue." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Different daily report; should not be merged as duplicates." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Separate issue in the same recurring series." + }, + { + "left": "issue:46998", + "right": "issue:47120", + "accept": false, + "reason": "Same recurring triage pattern, but each dated issue stands alone." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Consecutive daily triage reports, not one underlying issue." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Different date and likely different integration run; not a duplicate." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Same template, different daily report." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "These are separate day-specific triage issues." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Different daily integration failure triage tickets." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "The overlap is from the recurring report format, not the same bug." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "Separate day-stamped triage issue." + }, + { + "left": "issue:47049", + "right": "issue:47120", + "accept": false, + "reason": "Different dates mean different reports, even if the content is similar." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Recurring triage template; not a duplicate issue." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Separate daily report, not the same underlying report." + }, + { + "left": "issue:47053", + "right": "issue:47120", + "accept": false, + "reason": "Different day and separate integration triage entry." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Distinct daily integration-failure triage issues." + }, + { + "left": "issue:47091", + "right": "issue:47120", + "accept": false, + "reason": "Same family of reports, but not the same issue." + }, + { + "left": "issue:47102", + "right": "issue:47120", + "accept": false, + "reason": "Different dates and separate triage instances; keep both." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "e928b9596ab5739ef97ef3f231fc3c6ca7e36f8ef7160f8df5923e5a98c5066b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1490, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1490, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are highly similar RWKV7 support requests with identical titles, close creation times, and strong textual overlap, but there is no explicit linking evidence, so they should be treated as likely related/duplicate rather than confirmed identical. The open issue is the better live tracker.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 46984 is open and is the better live tracker for this likely duplicate RWKV7 support request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46984 is the best representative because it is open and appears to cover the same RWKV7 model support request as 46983.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Identical title, near-identical timing, and very high textual similarity make these likely the same feature request, though the packet does not explicitly confirm it." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports treating these as highly similar reports with the same title and close creation times, and choosing the open issue as the better live tracker is reasonable. However, the analyst overstates the evidence by asserting they are definitively the same issue report and that the closed one is likely a duplicate/superseded report. There is no explicit link or stronger evidence in the packet, so the conclusion should stay conservative: likely related/duplicate, not confirmed identical." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "b972d39eab70cc3213ffe9eba75b260d565c3c231d44e6c900bc57064f14c450", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are topically related but do not look like the same underlying bug/change; they read more like separate article/proposal-style submissions about AI-driven vulnerability discovery.", + "confidence": 0.92, + "canonical_issue_reason": "No canonical duplicate: the titles and descriptions suggest two different writeups/proposals rather than the same underlying issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47007 is the more specific and polished of the two, but only as a representative item; it is not a true duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "They are only loosely similar at a thematic level. No shared code path, filenames, explicit targets, or concrete bug/change indicate 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": 27, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47138-2", + "nodes": [ + "issue:47138", + "issue:47139" + ], + "soft_pairs": [ + "issue:47138|issue:47139" + ], + "prepared_review_unit_hash": "01aaf023f332a5f24a6696a0c1b9aae4fe34dc99f9b9c24cf18e2a9d04c6b5bb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1591, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1591, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are highly likely duplicates: they have the same title, identical body length, and were opened minutes apart, with issue 47139 already attracting inbound references. The packet does not prove the bodies are identical, so a cautious duplicate judgment is more appropriate than calling them exact duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "issue:47139 is the better canonical candidate because it already has inbound references, suggesting others are pointing to it as the main report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47139 is the best representative issue since it appears slightly more established and likely serves as the duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Strong duplicate signal: identical title, matching body length, and near-simultaneous creation indicate the same underlying bug report, though the bodies are not explicitly confirmed identical." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate judgment is plausible, but the summary overstates the evidence by calling them \"exact duplicates.\" The packet only shows identical titles, identical body lengths, close timestamps, and one issue with inbound references; it does not confirm the bodies are the same. A more conservative phrasing like \"highly likely duplicates\" would be better." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 33, + "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-40546-46", + "nodes": [ + "pull_request:43451", + "pull_request:44517", + "pull_request:46196", + "pull_request:46266", + "pull_request:46658", + "pull_request:46696", + "pull_request:46707", + "pull_request:46836", + "pull_request:46895", + "pull_request:46903", + "pull_request:46912", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46974", + "pull_request:46995", + "pull_request:47025", + "pull_request:47034", + "pull_request:47035", + "pull_request:47069", + "pull_request:47072", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47089", + "pull_request:47090", + "pull_request:47093", + "pull_request:47096", + "pull_request:47100", + "pull_request:47108", + "pull_request:47113", + "pull_request:47114", + "pull_request:47134", + "pull_request:47135", + "pull_request:47136", + "pull_request:47137", + "pull_request:47142", + "pull_request:47143", + "pull_request:47148", + "pull_request:47149", + "pull_request:47156", + "pull_request:47157" + ], + "soft_pairs": [ + "pull_request:46696|pull_request:47134", + "pull_request:46903|pull_request:47090", + "pull_request:46903|pull_request:46958", + "pull_request:47156|pull_request:47157", + "pull_request:46954|pull_request:46958", + "pull_request:46958|pull_request:46974", + "pull_request:47072|pull_request:47089", + "pull_request:47077|pull_request:47157", + "pull_request:47077|pull_request:47078", + "pull_request:47072|pull_request:47148", + "pull_request:46266|pull_request:46957", + "pull_request:47114|pull_request:47148", + "pull_request:47072|pull_request:47134", + "pull_request:47114|pull_request:47135", + "pull_request:44517|pull_request:47082", + "pull_request:47034|pull_request:47035", + "pull_request:47069|pull_request:47089", + "pull_request:46196|pull_request:46995", + "pull_request:46266|pull_request:47148", + "pull_request:47093|pull_request:47114", + "pull_request:46707|pull_request:47108", + "pull_request:46707|pull_request:47114", + "pull_request:47077|pull_request:47149", + "pull_request:46707|pull_request:47148", + "pull_request:47089|pull_request:47113", + "pull_request:46266|pull_request:46707", + "pull_request:46995|pull_request:47143", + "pull_request:47082|pull_request:47108", + "pull_request:47114|pull_request:47149", + "pull_request:47108|pull_request:47114", + "pull_request:47078|pull_request:47156", + "pull_request:47077|pull_request:47114", + "pull_request:46912|pull_request:47025", + "pull_request:47093|pull_request:47143", + "pull_request:47134|pull_request:47135", + "pull_request:46658|pull_request:47114", + "pull_request:47108|pull_request:47148", + "pull_request:46707|pull_request:47082", + "pull_request:46266|pull_request:47114", + "pull_request:47069|pull_request:47136", + "pull_request:47114|pull_request:47156", + "pull_request:46912|pull_request:47078", + "pull_request:46912|pull_request:47082", + "pull_request:47082|pull_request:47148", + "pull_request:47114|pull_request:47136", + "pull_request:47035|pull_request:47089", + "pull_request:46895|pull_request:47134", + "pull_request:47100|pull_request:47134", + "pull_request:46196|pull_request:47025", + "pull_request:43451|pull_request:46995", + "pull_request:47100|pull_request:47142", + "pull_request:46895|pull_request:47137", + "pull_request:46836|pull_request:46995", + "pull_request:46707|pull_request:47025", + "pull_request:46266|pull_request:47034", + "pull_request:47100|pull_request:47113", + "pull_request:47035|pull_request:47113", + "pull_request:47035|pull_request:47069", + "pull_request:47034|pull_request:47108", + "pull_request:46836|pull_request:47135", + "pull_request:46995|pull_request:47096", + "pull_request:47142|pull_request:47149", + "pull_request:47025|pull_request:47114", + "pull_request:47069|pull_request:47113", + "pull_request:46912|pull_request:47136", + "pull_request:47069|pull_request:47082", + "pull_request:46196|pull_request:47148", + "pull_request:47089|pull_request:47134", + "pull_request:46707|pull_request:46957", + "pull_request:47100|pull_request:47149", + "pull_request:43451|pull_request:47078", + "pull_request:47078|pull_request:47096" + ], + "prepared_review_unit_hash": "5bbed105a4360f045f1ffa0d024b4299ae695c8096e7e141810ec02f0c7bd84a", + "component_budget": { + "node_count": 46, + "item_count": 46, + "soft_pair_count": 133, + "serialized_chars": 159768, + "estimated_input_tokens": 39942, + "estimated_eval_tokens": 80140 + }, + "budget": { + "node_count": 42, + "item_count": 42, + "soft_pair_count": 72, + "serialized_chars": 118056, + "estimated_input_tokens": 29514, + "estimated_eval_tokens": 59284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated PRs. The closest-looking pairs are still different bug fixes or different docs/localization updates, so there is no safe duplicate canonical here.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the cluster spans unrelated model additions, documentation edits, and distinct bug fixes; the nearest pairs are not the same concrete change.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR stands out as a duplicate representative; the items do not share one underlying bug/change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46696", + "right": "pull_request:47134", + "accept": false, + "reason": "Same FlashAttention file and issue target, but one fixes tracing behavior and the other fixes unpadding performance; different bugs." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": false, + "reason": "Both touch CohereASR loss, but 46903 also spans PPFormulaNet and the fixes are not the same concrete change." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": false, + "reason": "Related loss-shift symptom, but 46903 is a broader multi-model PR and 46958 is a separate CohereASR-only implementation." + }, + { + "left": "pull_request:47156", + "right": "pull_request:47157", + "accept": false, + "reason": "Different Japanese doc pages and different translation changes; not the same underlying change." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "Unrelated GLM ASR Pytest fix vs CohereASR training-loss fix." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "Different models and bugs: CohereASR loss shift vs MusicGen generation typo." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47089", + "accept": false, + "reason": "Chat-template schema parsing vs AqlmConfig validation messages are unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47157", + "accept": false, + "reason": "Different Japanese documentation updates; only superficial localization similarity." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47078", + "accept": false, + "reason": "Both are Japanese doc edits, but they translate different pages and are not one change." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47148", + "accept": false, + "reason": "Different subsystems: chat template schema parsing vs auto-mapping registration typing." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "Different model families and fixes; only broad infra similarity." + }, + { + "left": "pull_request:47114", + "right": "pull_request:47148", + "accept": false, + "reason": "Docs about conversion mapping vs auto-factory typing; related area, but not the same fix." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "Different attention backend changes on different code paths and hardware support." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47148", + "accept": false, + "reason": "DINO conversion mapping work vs lazy auto-mapping registration typing; not mergeable as one PR." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47114", + "accept": false, + "reason": "OpenPangu model addition vs conversion-mapping docs; different scope and code path." + }, + { + "left": "pull_request:46707", + "right": "pull_request:47108", + "accept": false, + "reason": "Native FSDP2 migration vs doc-builder pin comment cleanup; unrelated." + }, + { + "left": "pull_request:47114", + "right": "pull_request:47149", + "accept": false, + "reason": "Conversion-mapping docs vs MoE decode switching docs; same broad docs area only." + }, + { + "left": "pull_request:46707", + "right": "pull_request:47148", + "accept": false, + "reason": "FSDP2 migration and auto-factory typing are unrelated changes." + }, + { + "left": "pull_request:47089", + "right": "pull_request:47113", + "accept": false, + "reason": "Quantization config error-message cleanup vs audio feature/processor requirements; unrelated." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47089", + "accept": false, + "reason": "Torch compile backend default vs AqlmConfig validation messages; different bug classes." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47108", + "accept": false, + "reason": "Neuron training experiment vs doc-builder pin comment; unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47134", + "accept": false, + "reason": "CohereASR loss fix vs flash-attention performance fix; different code paths." + }, + { + "left": "pull_request:47100", + "right": "pull_request:47134", + "accept": false, + "reason": "Kernel repo error handling vs flash-attention performance regression; unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47148", + "accept": false, + "reason": "SDPA dispatch support vs auto-factory str-key support; different functionality." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47078", + "accept": false, + "reason": "Molmo2 model addition vs Japanese DistilBERT docs; unrelated." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47096", + "accept": false, + "reason": "Japanese doc translation vs exportable Kimi code export changes; unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47114", + "accept": false, + "reason": "Japanese DistilBERT docs vs conversion-mapping docs; not the same change." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47114", + "accept": false, + "reason": "Step 3.7 Flash model work vs conversion-mapping docs; unrelated." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47136", + "accept": false, + "reason": "Config property typing change vs quicktour wording cleanup; unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:47082", + "accept": false, + "reason": "FSDP2 migration vs RoMa model addition; unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47078", + "accept": false, + "reason": "RoPE test/model changes vs Japanese docs; unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47082", + "accept": false, + "reason": "RoPE test/model changes vs RoMa model addition; unrelated." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47148", + "accept": false, + "reason": "RoMa model addition vs auto-factory string-key typing; unrelated." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47113", + "accept": false, + "reason": "Configuration typing vs audio requirement decorators; unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47136", + "accept": false, + "reason": "RoPE changes vs quicktour wording cleanup; unrelated." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47082", + "accept": false, + "reason": "Configuration property typing vs model addition; unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47108", + "accept": false, + "reason": "SDPA dispatch support vs doc-builder pin comment cleanup; unrelated." + }, + { + "left": "pull_request:47089", + "right": "pull_request:47134", + "accept": false, + "reason": "AqlmConfig message wording vs flash-attention regression fix; unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46957", + "accept": false, + "reason": "FSDP2 migration vs finegrained FP8 decode optimization; unrelated." + }, + { + "left": "pull_request:47025", + "right": "pull_request:47149", + "accept": false, + "reason": "Diffusion Gemma test cleanup vs MoE decode-switch docs; unrelated." + }, + { + "left": "pull_request:47142", + "right": "pull_request:47149", + "accept": false, + "reason": "Pipeline generator cleanup vs MoE decode-switch docs; unrelated." + }, + { + "left": "pull_request:47025", + "right": "pull_request:47114", + "accept": false, + "reason": "Diffusion Gemma tests vs conversion-mapping docs; unrelated." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47082", + "accept": false, + "reason": "Config typing fix vs RoMa model addition; unrelated." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47082", + "accept": false, + "reason": "Qwen3-TTS model addition vs RoMa keypoint matcher; unrelated model additions." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47035", + "accept": false, + "reason": "Neuron finetuning experiment vs torch-compile backend default; related platform, but different changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 33, + "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-40546-46", + "nodes": [ + "pull_request:40546", + "pull_request:43451", + "pull_request:44517", + "pull_request:46196", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46880", + "pull_request:46895", + "pull_request:46912", + "pull_request:46957", + "pull_request:46958", + "pull_request:47003", + "pull_request:47025", + "pull_request:47034", + "pull_request:47035", + "pull_request:47077", + "pull_request:47090", + "pull_request:47092", + "pull_request:47096", + "pull_request:47100", + "pull_request:47113", + "pull_request:47134", + "pull_request:47135", + "pull_request:47136", + "pull_request:47137", + "pull_request:47142", + "pull_request:47143", + "pull_request:47148", + "pull_request:47149", + "pull_request:47156" + ], + "soft_pairs": [ + "pull_request:43451|pull_request:47136", + "pull_request:47096|pull_request:47136", + "pull_request:47135|pull_request:47137", + "pull_request:47100|pull_request:47143", + "pull_request:46912|pull_request:47113", + "pull_request:43451|pull_request:44517", + "pull_request:43451|pull_request:47135", + "pull_request:46912|pull_request:47142", + "pull_request:44517|pull_request:47143", + "pull_request:44517|pull_request:46836", + "pull_request:44517|pull_request:47096", + "pull_request:47137|pull_request:47156", + "pull_request:43451|pull_request:46957", + "pull_request:46957|pull_request:47096", + "pull_request:47148|pull_request:47149", + "pull_request:46912|pull_request:47077", + "pull_request:47134|pull_request:47137", + "pull_request:46957|pull_request:47003", + "pull_request:46658|pull_request:46895", + "pull_request:43451|pull_request:47142", + "pull_request:47096|pull_request:47142", + "pull_request:46880|pull_request:47092", + "pull_request:46895|pull_request:47090", + "pull_request:46958|pull_request:47090", + "pull_request:46895|pull_request:46958", + "pull_request:47077|pull_request:47156", + "pull_request:47025|pull_request:47092", + "pull_request:46707|pull_request:47034", + "pull_request:46658|pull_request:46836", + "pull_request:43451|pull_request:46836", + "pull_request:46658|pull_request:47143", + "pull_request:46836|pull_request:47143", + "pull_request:46196|pull_request:47143", + "pull_request:46836|pull_request:47092", + "pull_request:46836|pull_request:47096", + "pull_request:43451|pull_request:46196", + "pull_request:46196|pull_request:47096", + "pull_request:40546|pull_request:43451", + "pull_request:43451|pull_request:46658", + "pull_request:46658|pull_request:47096", + "pull_request:43451|pull_request:47143", + "pull_request:43451|pull_request:47092", + "pull_request:47092|pull_request:47143", + "pull_request:43451|pull_request:47096", + "pull_request:43451|pull_request:47003", + "pull_request:43451|pull_request:47137", + "pull_request:47003|pull_request:47096", + "pull_request:47096|pull_request:47137", + "pull_request:47096|pull_request:47143", + "pull_request:43451|pull_request:47034", + "pull_request:47034|pull_request:47096", + "pull_request:47092|pull_request:47096", + "pull_request:43451|pull_request:47035", + "pull_request:47035|pull_request:47096", + "pull_request:43451|pull_request:46912", + "pull_request:47003|pull_request:47137", + "pull_request:47003|pull_request:47034", + "pull_request:47003|pull_request:47143", + "pull_request:47137|pull_request:47143", + "pull_request:46836|pull_request:47003", + "pull_request:46836|pull_request:47137" + ], + "prepared_review_unit_hash": "d222be9d90fc16dc68cfd9a1e74f314fdc34016aaf27af0560b09f1e25860dc4", + "component_budget": { + "node_count": 46, + "item_count": 46, + "soft_pair_count": 133, + "serialized_chars": 159768, + "estimated_input_tokens": 39942, + "estimated_eval_tokens": 80140 + }, + "budget": { + "node_count": 31, + "item_count": 31, + "soft_pair_count": 61, + "serialized_chars": 94054, + "estimated_input_tokens": 23514, + "estimated_eval_tokens": 47284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs spanning new model adds, docs, exporter tweaks, and test-only fixes. The only true duplicate set is the CohereASR training-loss double-shift fix, where three PRs target the same bug and code path.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47090 is the clearest representative of the real duplicate cluster: it directly targets the CohereASR double-shift loss bug, has the most explicit explanation, and links the shared issue.", + "best_issue_reason": null, + "best_pr_reason": "PR 47090 is the best global representative because it is the most complete and clearly scoped fix among the only true duplicate group in this set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43451", + "right": "pull_request:47136", + "accept": false, + "reason": "Different scopes: new model docs/registration vs quicktour wording." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47136", + "accept": false, + "reason": "Exportability changes vs inference docs clarification; unrelated." + }, + { + "left": "pull_request:47135", + "right": "pull_request:47137", + "accept": false, + "reason": "Different fixes: attention docs vs tokenizer type annotation/test." + }, + { + "left": "pull_request:47100", + "right": "pull_request:47143", + "accept": false, + "reason": "Kernel API fix vs adding a new model; unrelated code paths." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47113", + "accept": false, + "reason": "RoPE behavior/tests vs audio feature/processor requirements; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:44517", + "accept": false, + "reason": "Different model additions (VibeVoice vs Qwen3-TTS)." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47135", + "accept": false, + "reason": "New model docs vs attention docs formatting; unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47142", + "accept": false, + "reason": "RoPE tests vs pipeline generator handling; unrelated." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47143", + "accept": false, + "reason": "Different model additions; not the same change." + }, + { + "left": "pull_request:44517", + "right": "pull_request:46836", + "accept": false, + "reason": "New model additions, but different models and code paths." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47096", + "accept": false, + "reason": "Qwen3-TTS addition vs Kimi exportability work; unrelated." + }, + { + "left": "pull_request:47137", + "right": "pull_request:47156", + "accept": false, + "reason": "Type annotation/tokenizer test vs translation/docs typo fix; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46957", + "accept": false, + "reason": "VibeVoice model add vs MoE decode-switching optimization; unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47096", + "accept": false, + "reason": "Different subsystems: generation optimization vs model exportability." + }, + { + "left": "pull_request:47148", + "right": "pull_request:47149", + "accept": false, + "reason": "Auto factory key typing vs MoE docs; unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47077", + "accept": false, + "reason": "Model performance/test changes vs translation docs; unrelated." + }, + { + "left": "pull_request:47134", + "right": "pull_request:47137", + "accept": false, + "reason": "Flash-attention performance fix vs tokenizer method typing/test; unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47003", + "accept": false, + "reason": "Different feature areas: decode switching vs OpenVINO exporter." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46895", + "accept": false, + "reason": "Step-3.7 Flash model bring-up vs CohereASR training-loss bug; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47142", + "accept": false, + "reason": "New model docs vs pipeline generator cleanup; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47142", + "accept": false, + "reason": "Kimi export support vs pipeline generator cleanup; unrelated." + }, + { + "left": "pull_request:46880", + "right": "pull_request:47092", + "accept": false, + "reason": "Different test-only XPU expectations for different models." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR double-shift loss bug, same files, same issue target." + }, + { + "left": "pull_request:46958", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR training-loss bug and same code path; one is a variant of the same fix." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Both fix the same CohereASR double-shift loss problem in the same files." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47156", + "accept": false, + "reason": "Japanese docs translation vs Optimum typo/i18n update; unrelated." + }, + { + "left": "pull_request:47025", + "right": "pull_request:47092", + "accept": false, + "reason": "Different test fixes for different models." + }, + { + "left": "pull_request:46707", + "right": "pull_request:47034", + "accept": false, + "reason": "Native FSDP2 integration vs Neuron training experiment; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Different new model/code additions; not the same change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46836", + "accept": false, + "reason": "Different model additions and registrations; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47143", + "accept": false, + "reason": "Step-3.7 Flash model work vs NeuCodec support; unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47143", + "accept": false, + "reason": "SDPA dispatch support vs new NeuCodec model addition; unrelated." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "VibeVoice and Molmo2 are different model additions." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46658", + "accept": false, + "reason": "Different model additions; no shared bug/change." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47096", + "accept": false, + "reason": "Step-3.7 Flash model bring-up vs Kimi exportability; unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47143", + "accept": false, + "reason": "Attention SDPA support vs NeuCodec model support; unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47092", + "accept": false, + "reason": "Unlimited OCR model add vs XPU test expectations for another model." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47096", + "accept": false, + "reason": "Unlimited OCR model add vs exportability work for Kimi; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47143", + "accept": false, + "reason": "Different model additions (Molmo2 vs NeuCodec)." + }, + { + "left": "pull_request:47092", + "right": "pull_request:47143", + "accept": false, + "reason": "Different test/model additions; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47096", + "accept": false, + "reason": "Molmo2 model add vs Kimi exportability; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "New model addition vs OpenVINO exporter; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47137", + "accept": false, + "reason": "New model docs vs tokenizer method typing/test; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47096", + "accept": false, + "reason": "OpenVINO exporter addition vs Kimi exportability; different changes." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47137", + "accept": false, + "reason": "Exporter support vs tokenizer typing/test; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "Kimi exportability vs NeuCodec model support; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47034", + "accept": false, + "reason": "New model docs vs Neuron training experiment; unrelated." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47096", + "accept": false, + "reason": "Neuron training script vs exportability work; unrelated." + }, + { + "left": "pull_request:47092", + "right": "pull_request:47096", + "accept": false, + "reason": "Different model-specific test expectations; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47035", + "accept": false, + "reason": "New model add vs torch-compile backend default change; unrelated." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47096", + "accept": false, + "reason": "Neuron compile-default tweak vs exportability work; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46912", + "accept": false, + "reason": "New model add vs RoPE testing changes; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47137", + "accept": false, + "reason": "OpenVINO exporter vs tokenizer typing/test; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47034", + "accept": false, + "reason": "OpenVINO exporter vs Neuron training experiment; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47143", + "accept": false, + "reason": "Exporter work vs new NeuCodec model support; unrelated." + }, + { + "left": "pull_request:47137", + "right": "pull_request:47143", + "accept": false, + "reason": "Tokenizer utility/test fix vs NeuCodec model addition; unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47003", + "accept": false, + "reason": "Unlimited OCR model support vs OpenVINO exporter; unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47137", + "accept": false, + "reason": "Unlimited OCR model support vs tokenizer utility/test fix; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 33, + "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": "b0f80f7168841ba89148fff1c21898b4caa4b5754389217c62f6ab4f97a26e9b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting support, the other adds DINOv3ViT image classification support. They do not target the same code path or underlying change, so this is not a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other; each addresses a different model and feature area, so there is no meaningful canonical PR in this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different tasks, and different files changed; no shared bug or mergeable single 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": 3, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-12", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "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: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": "64ed6e5c009319219a18822e19bd69d9dddde510a8394720db20c201d0515093", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31599, + "estimated_input_tokens": 7900, + "estimated_eval_tokens": 16056 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31599, + "estimated_input_tokens": 7900, + "estimated_eval_tokens": 16056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is mostly unrelated PRs; the only true duplicate/same-change pair is the two `fixed_cross_entropy` patches. Everything else targets different models, utilities, or test/doc work and should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical representative of the only real duplicate pair: it directly targets issue 43240 and makes the `cross_entropy` passthrough fix explicitly, while 43254 is just a narrower rewording of the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best global representative because it is the only clearly duplicate-worthy code change in the set and has the cleanest issue linkage to the underlying bug in `fixed_cross_entropy`.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer method additions for Mistral are unrelated to an Executorch dynamic-shape export test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different model families and different changes; no shared bug or code path." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness is unrelated to adding MobileLLM support." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs plumbing is unrelated to a new model addition." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Different loss helper fix versus Mistral4 test/model changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export tests and Mistral4 test fixes are different problems." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic export testing is unrelated to MobileLLM model scaffolding." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model support is unrelated to config-resolution ordering in the base modeling utils." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Different subsystems and different concrete changes; not the same bug." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "A new model PR is unrelated to a meta skill/doc scaffold PR." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon output-collection refactor is unrelated to model-creation skill files." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon refactor and Mistral4 test fixes are distinct model-specific changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test stabilization is unrelated to the `layrnorm`/`layernorm` rename fix." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and TDT loss kernel integration are unrelated changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test/model work is unrelated to class config resolution ordering." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "A model-specific test fix is unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model code and an AI skill scaffold do not fix the same code-path problem." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same `fixed_cross_entropy` pass-through bug for issue 43240 and could plausibly be merged into one patch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly same-bug/same-file pair is PR 43251 and PR 43254, both targeting `fixed_cross_entropy` and issue 43240. The other pairwise rejections stay conservative and are supported by the previews/filenames, so the cluster-level conclusion is reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 33, + "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": "76d05dbcbed5cb5214b1458bccec93dddd1162eef07ccf484ee4c0e1f13b3430", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different GitHub Actions maintenance PRs: one is a broad Node 24 compatibility sweep, the other is a narrower docker/build-push-action version bump. They overlap in workflow files but do not appear to fix the same concrete problem.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better representative because it is the broader, more explicit maintenance change set, spanning many workflows and clearly targeting Node 24 compatibility; 42976 is a narrower action-version bump for docker workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the strongest cluster representative: it has the wider scope and clearer purpose, while 42976 is more narrowly focused on docker build action upgrades.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Shared workflow maintenance and some overlapping filenames are not enough: 42975 is about general GitHub Actions Node 24 compatibility, while 42976 upgrades docker/build-push-action in a different subset of workflows. They do not look like the same underlying change and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 33, + "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:45490", + "pull_request:46562" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:45490", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "b6246feef273d30409dd815d37ff631ba60000abb5b7b6fde2fe179e7b9e4aa6", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four unrelated model-addition PRs (ViT NEPA, Molmo, CTSM, Step3p7). They share only generic Transformers scaffolding like docs, auto mappings, and tests, but they implement different models and code paths, so none are duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models and implementations (ViT NEPA vs Molmo); overlap is only generic model-registration/docs scaffolding." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are distinct model families with different code paths; shared auto/docs files are superficial." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM add different architectures and files; similarity is limited to common Transformers integration boilerplate." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are unrelated model additions; shared auto-mapping/docs updates do not indicate the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 33, + "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-43291-7", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46886", + "pull_request:46922" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43291|pull_request:46922", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46922", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46922", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46922", + "pull_request:46539|pull_request:46922", + "pull_request:46886|pull_request:46922" + ], + "prepared_review_unit_hash": "2e8ef4acd4422dbfcc3306da6c120c10fae8be0a91f5916b694b31fb35a0f2db", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs spanning test cleanups, fp8 dequant, generation config, CI infrastructure, and one YOLOS device-mismatch fix. The only clear duplicate pair is the two YOLOS PRs, which target the same issue and code path.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46922 is the best canonical PR: it directly fixes the YOLOS device-mismatch path, matches the shared issue target, and is the more complete of the two overlapping YOLOS fixes.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46922 is the strongest representative overall because it addresses a concrete bug with an explicit code-path fix and clear issue linkage; the other PRs are either unrelated or mainly test/infra changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are test-only PRs, but they touch different models and failure surfaces; no shared concrete bug path." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper test adjustments and fp8 dequant changes are unrelated subsystems and fixes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper test fixes do not match the generation/watermarking config change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper test changes and YOLOS device-mismatch fixes are different model bugs." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Model test edits versus Phimoe CI/integration changes are not the same underlying issue." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Different models and different bug classes; the test changes do not indicate one shared fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "CLIP/ViT test noise is unrelated to generation config validation." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "These are unrelated test edits versus a YOLOS runtime/device bug." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "fp8 dequant/model-loading changes and Phimoe CI changes do not fix the same code-path problem." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different functionality: fine-grained FP8 dequantization versus generation watermarking validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8 quantization fixes and YOLOS device-placement fixes are unrelated." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation-config validation and Phimoe CI/device setup are separate issues." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Watermarking-config validation and YOLOS device mismatch are different problems." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI runner memory/device-map setup is unrelated to the YOLOS model device mismatch." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both PRs target the same YOLOS device-mismatch issue on the same file and are plausibly mergeable into one fix; 46922 simply adds the direct device transfer on top of the no-split-module adjustment." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the single accepted soft-edge verdict is conservative: 46886 and 46922 share the same YOLOS issue target and file, with overlapping fixes that look mergeable into one PR. The other pairwise rejections are also appropriately cautious given the packet evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "caf7326dcb7065dcf86ac6c168a9f22262c84dc412b16bc48d4c1f8ed919602c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated '[don't merge]'/test PRs touching different areas (packaging/versioning, workflow debug changes, and a security-gate workflow). They do not look like the same underlying bug or change, so none of the soft duplicate links should be accepted.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43532 is the broadest/most representative of the cluster in terms of files touched and context, but it is still just a dummy workflow/test PR rather than a true duplicate anchor.", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 has the most substantive patch surface and is the easiest representative to inspect, though it still should not be treated as the same change as the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different code paths and intents: 43488 is a packaging/version/dependency test PR, while 46747 only flips a security-gate workflow trigger from pull_request_target to pull_request. Shared 'don't merge' style is not enough to make them duplicates." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "They overlap only on a Vit test file, but the actual changes are unrelated: 43488 edits setup/dependency metadata and a test, while 43532 rewrites several workflows and testing/notification helpers. Not the same underlying bug/change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch workflows, but the concrete edits are different and not mergeable as one fix: 43532 changes comment/scheduled/slack workflow plumbing plus tests, while 46747 only changes one security-gate workflow trigger." + } + ] + }, + "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": 33, + "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": "eb51d51c59c80742f8f1def282c7cd0e3859b9f41e9684675f952dc053d68dad", + "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": "Related segmentation-pipeline additions, but they target different tasks/models and should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are separate feature additions rather than duplicate fixes.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader and more complete representative of the visual-segmentation feature, with more backend/test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different concrete features: Promptable Concept Segmentation vs Promptable Visual Segmentation. They share scaffold/docs patterns, but the core pipeline files, model integrations, and tests differ, so this is not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 33, + "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": "1af5c15ac33ea462a8dcbbaa871f408f581b72152a1954526542ea725c08f8ce", + "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 touch `trainer.py` and target custom-trainer extensibility, but they fix different problems: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They are not the same underlying change and should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the more concrete standalone fix: it addresses a specific loss-scaling behavior in the training step. PR 43663 is also a refactor/extension-point change, but it is unrelated to loss scaling and not a duplicate of 43651.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different code paths and different user-facing problems: 43651 changes gradient-accumulation loss normalization, while 43663 extracts signature-column logic for input filtering. They share a file and theme but not 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": "pull_request", + "component_index": 11, + "component_count": 33, + "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": "e747e152548f4cf66d892cde7d034f9d5ad0f7f1017eed6e4a4d4e1169909d6a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch `src/transformers/cli/serve.py`, but they appear to fix different runtime typing/import problems rather than the same bug.", + "confidence": 0.77, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the more direct fix for the `TypeAdapter` NameError when pydantic is absent: it guards the import under `TYPE_CHECKING` and stringizes the annotation. PR 43656 is broader annotation cleanup/deferred-evaluation work and looks like a different fix path.", + "best_issue_reason": null, + "best_pr_reason": "43842 best matches the cluster\u2019s likely root cause because it specifically addresses the `TypeAdapter` runtime NameError with minimal, targeted changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Do not treat as duplicates: 43656 appears to fix broader import-time annotation evaluation in `serve.py`, while 43842 specifically fixes `TypeAdapter` when pydantic is not installed. Same file, but not the same concrete bug or mergeable change set." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "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:44098|pull_request:44101", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44018|pull_request:44071", + "pull_request:44059|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44017|pull_request:44722", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44161", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44066", + "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:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request: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", + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074" + ], + "prepared_review_unit_hash": "2eddada8247216eb7d81a137b7853cd7958789315f3f13feeb560b19cf977067", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84113, + "estimated_input_tokens": 21029, + "estimated_eval_tokens": 42314 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76937, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a mix of model-specific output-tracing refactors. The only true duplicate-like subclusters are GPT-J/CodeGen and GPT-Neo; most other PRs share only the broad standardized capture_outputs pattern and should stay separate.", + "confidence": 0.85, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44066 is the cleanest anchor: it is the most central GPT-J/CodeGen output-tracing refactor, explicitly tied to the tracking issue, and sits in the densest duplicate subcluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 44066 is the best overall representative because it covers the core GPT-J/CodeGen change family with explicit issue linkage and the broadest concrete scope in that subcluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and concrete code paths; only the output-tracing refactor style overlaps." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "CVT/FNet and DeBERTa are different model implementations; shared tracing cleanup is too broad." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor family in the same code area; these look like duplicate iterations of one change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet/RT-DETR and EfficientNet are separate model implementations; the refactor pattern alone is not enough." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen and EfficientNet are different concrete model paths; only the generic tracing migration theme overlaps." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated model families." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen and MGP-STR are unrelated concrete changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are separate model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors in the same file family, and the diffs look like duplicate/revision iterations of the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different concrete model paths, despite the shared tracing refactor theme." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated model families." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated concrete changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are only loosely related by the tracing refactor pattern." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different models with different output implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are separate code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are unrelated model families." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are unrelated concrete changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are unrelated implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are different model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are unrelated code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are unrelated." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are separate model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are unrelated model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are different concrete code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated models." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated concrete changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated model families." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated models." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are unrelated concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and Vits are unrelated model families." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are separate implementations; only the refactor style matches." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are different models, so this is not the same concrete change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor family with the same concrete files; these are duplicate iterations of one change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen change family in the same file set; one is effectively a revision of the other." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and ResNet/RT-DETR are unrelated model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and Vits are unrelated model implementations." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge verdict is not conservative/precise: `pull_request:44018` vs `pull_request:44068` is labeled false with the reason \u201cGPT-Neo vs GPT-J/CodeGen are different model implementations,\u201d but both PRs are GPT-Neo refactors. That rationale is factually wrong and makes the verdict unreliable. The rest looks broadly conservative, but this mismatch is enough to reject." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 33, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request: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": "8404ba3d2b52c8eeda8589b8f117264683cfe370d4d90574a785fed526bceb74", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84113, + "estimated_input_tokens": 21029, + "estimated_eval_tokens": 42314 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 4, + "serialized_chars": 12754, + "estimated_input_tokens": 3189, + "estimated_eval_tokens": 6634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are model-specific PRs that all refactor output tracing/capture patterns, but they affect different code paths and are not duplicates of one another. The soft pairs should all be rejected under a strict PR-duplicate policy.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "44129 is the most concrete representative: it has an explicit issue target, a focused SpeechT5 output-tracing refactor, and enough diff detail to anchor the cluster theme.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the best single PR representative because it is the most clearly scoped and tied to a tracked issue, while still matching the shared standardized output-capture refactor theme.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Same refactor pattern, but for different models (MPNet vs VisualBert). They do not fix the same concrete bug and would not naturally merge into one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing migrations, but they touch different model implementations (MPNet vs TextNet) and are separate code-path changes, not a duplicate fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "These are model-specific standardized-output refactors for RegNet and SqueezeBert. Similar theme, but not the same underlying change or bug." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 have different forward signatures and output-capture adaptations; they are distinct model migrations, not one mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "b0035a2e2974096fa460bb987d027b0db2648b99cb9f8041ea6f5d895c3cb88a", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40180, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40180, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all about the same general output-tracing/refactor theme, but they are separate model-specific changes rather than duplicates of one underlying fix.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the best representative of the cluster because it is the broadest and most substantive refactor, spanning two closely related Mamba-family files and adding shared output-capture plumbing.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the strongest cluster anchor: it covers a larger shared codepath than the single-model wrappers and is more representative of the refactor pattern than the narrower PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but different model implementations and codepaths; not a single mergeable change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are output-tracing refactors, but they target different models and files, so they are not duplicates." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Separate model-specific refactors with no shared concrete bug or codepath." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families; 44003 is Mamba-family while 43998 is timm_backbone, so this is only thematic similarity." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Same broad output-refactor pattern, but unrelated model codepaths and no evidence of one shared fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models and different implementation targets; not the same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Both touch output tracing, but they are distinct model-specific refactors with separate merge surfaces." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "No shared concrete bug; these are separate model wrappers with different forward signatures and plumbing." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families and files; similarity is only at the refactor pattern level." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Separate encoder-decoder wrapper/model refactors, not one common fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Both are refactors for output handling, but they change different models and codepaths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Same stylistic change, but distinct model implementations; not duplicate enough to merge together." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems and model codepaths; 44003's Mamba-family changes are unrelated to vision-text dual encoder." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "These are separate model-specific refactors; no shared concrete bug or identical fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and different forward/tracing plumbing; only the refactor style matches." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Both are output-tracing cleanups, but they are independent model implementations." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "UnivNet and Mamba are unrelated codepaths; same theme is not enough for duplication." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and different forward signatures; no single underlying bug." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate model-specific refactors with no direct overlap in implementation." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated implementations; not the same code-path problem." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and different output-capture changes; only broad refactor similarity." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Distinct models with separate changes; not plausible as one merged PR." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba-family refactor versus SuperPoint refactor; no shared concrete fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "CodeGen and Mamba are different model paths; similarity is only in the refactor theme." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are unrelated implementations; not duplicates." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model wrappers and separate refactors; no single bug or feature change spans both." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "These are distinct depth-anything versus speech-encoder-decoder changes, not one underlying fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models and codepaths; shared output-tracing pattern only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "DepthAnything and RWKV are unrelated model implementations; not mergeable as one duplicate." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate model-specific output-refactor work, not the same concrete change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Vision-encoder-decoder and speech-encoder-decoder are analogous wrappers, but they are independent codepaths and not duplicates." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families with separate implementations; no shared underlying bug." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated models and no common fix beyond general tracing cleanup." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model codepaths; not a single concrete issue or change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech encoder-decoder and SuperPoint are unrelated; same refactor motif only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and output plumbing; no evidence they fix the same bug." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate model-specific changes, not one duplicate fix." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated implementations; not the same underlying change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and codepaths; too broad to treat as duplicates." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are different model implementations with separate refactor scopes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 33, + "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": "4e534b04bc2ba07aaa6d887dbf29776481a77e4955d96ba1349301e3d282eaff", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate model-implementation PRs that share framework plumbing (docs and auto registries) but target different models and code paths: PenguinVL vs Voxtral TTS. They are not duplicates or merge candidates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45401 is the better representative because it has an explicit issue target and a tightly scoped Voxtral TTS implementation, whereas 44662 is a different model addition with no linked issue.", + "best_issue_reason": null, + "best_pr_reason": "45401 is the strongest single PR in the cluster to keep as representative; 44662 is also substantial, but it is a separate model integration rather than the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different underlying additions for different models and architectures. The overlap is limited to shared docs/auto-registration files, which is expected for new model support and not evidence of the same fix 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": 16, + "component_count": 33, + "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": "cb305809eb723991d93072a4072247de0890896a2cd1066f408aee9593f75327", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related to fusion, but they target different abstractions: one adds a general module-fusion API, the other adds n-to-1 kernel fusion through KernelConfig. They are not the same underlying change, so I would not merge them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44979 is the broader, more foundational change: it introduces the Module Fusion API and tests the core abstraction directly.", + "best_issue_reason": null, + "best_pr_reason": "PR 44979 is the best representative of the cluster because it defines the reusable fusion infrastructure rather than a narrower KernelConfig implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Both involve fusion, but they implement different mechanisms and code paths: a new module-fusion API versus kernel fusion via KernelConfig. They are related conceptually, not duplicates of the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 33, + "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": "7a04e015d604d541a60fee21267c0612aad48b15e37473a969169428a91b5c3f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same Mistral regex patch bug in `src/transformers/tokenization_utils_tokenizers.py`; the later PR adds tests and is the more complete candidate.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it fixes the same `AttributeError` as 45086 and also includes test coverage, making it the more complete change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best standalone PR because it contains the same code fix as 45086 plus tests, so it is the more merge-ready and representative implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same code path in `_patch_mistral_regex`; 45317 is essentially the expanded version of 45086 with tests, so they are mergeable as one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 33, + "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": "0dc92f688a935dd77ace69dcc163462b129782f72f6a9bea2e352f99640767de", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related NemotronH workstreams, but they are not duplicates: one PR is a narrow conversion/mapping and inheritance refactor, while the other is a broader model-family split into NemotronHDense/NemotronHSparse with docs and tests.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45569 is the better canonical PR because it represents the larger, more complete NemotronH family restructuring and includes the public-facing model/docs/test changes.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45569 is the strongest standalone PR to keep: it covers the concrete model split and API/docs surface, not just internal conversion glue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Different underlying changes: 45115 focuses on GraniteMoeHybrid-compatible conversion/inheritance wiring for NemotronH, while 45569 introduces a broader NemotronH dense/sparse model split plus docs/tests. Shared model files alone are not enough to treat them as 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": 19, + "component_count": 33, + "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": "2bd9d0ad7f2579b45422940138c1487a60b3bd484a48cffa4ed35a1557c0cdf7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related but distinct PRs: one is a broad heterogeneous model support feature, while the other is a narrower per-layer configuration-only subset. They overlap heavily in files and topic, but they do not look like the same mergeable fix/change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the better canonical representative because it is the broader umbrella change (per-layer config plus modeling/integration updates) and subsumes the narrower configuration-only work in #45333.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best overall representative of the cluster since it covers the full heterogeneous model support effort rather than just the configuration portion.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related but not duplicates: #45333 is a focused configuration-only PR, while #45332 adds broader heterogeneous model support including modeling, cache, masking, accelerate/executorch integration, and extra tests. They share infrastructure but do not fix the same concrete code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 33, + "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": "5f4bb802dc23d5cab158feb826584c7d2139c22dda961b44e769fcbd00e6f336", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are typing-related, but they address different scopes: one is a broad type-checking sweep across many `src/transformers/*` files, while the other adds shared typing protocols/aliases and related updates. They overlap in a few touched files, but not in the same concrete change set or bug fix.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45425 is the more focused and self-contained typing change, centered on reusable type aliases/protocols plus a small set of integration updates.", + "best_issue_reason": null, + "best_pr_reason": "PR #45415 is the broader repository-wide type-checking pass and is the best single representative of the larger typing cleanup effort in this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Overlap is thematic rather than duplicative: #45415 enables type checking across many modules and silences checker warnings, while #45425 introduces typing helper protocols/aliases and updates specific integration points. They do not look like the same underlying bug or one mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 33, + "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": "5f4ca1ccb73dc638f8a0d807efb026af38eb87066a1c76da79ae3400e5463cc4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related to expert-parallel loading, but they fix different concrete bugs: one is about serializing `distributed_config` and detecting EP for DeepSpeed ZeRO-3/accelerate launch, while the other prevents FSDP2/rank-0 broadcast from overwriting experts during sharded loading. They should not be treated as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for a duplicate cluster: the two PRs target different failure modes and code paths, so neither cleanly subsumes the other.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the stronger representative of the EP loading-corruption class because it addresses a concrete overwrite bug in the sharded load path and includes the broader fixes needed across loading and MoE/tensor-parallel integration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different bugs and code paths: #45548 serializes `distributed_config` and adds `has_ep` for DeepSpeed ZeRO-3/accelerate launch, while #45662 fixes expert parameters being overwritten by rank-0 broadcast during FSDP2 loading. They are related, but 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": 22, + "component_count": 33, + "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": "c3d151659068c24b5387eb3142f058124528cfcc59dd6f09a2578b37157b6655", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist/captured_info collision problem around patched testing debug logs. PR 45645 is the more complete fix because it includes the core code change plus CI workflow support for multiple log files.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the broader, more complete implementation: it fixes the output-file collision and also updates CI to collect all captured_info artifacts, so it subsumes the narrower core change in PR 45639.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest single representative because it addresses the underlying bug and the downstream log-preservation path, making it the most complete and useful merge candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying xdist-safe captured_info collision fix in the same testing code path; 45645 extends 45639 with CI log aggregation and is plausibly mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 33, + "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": 24, + "component_count": 33, + "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": "873cb26ebc63ff1495804a3d07f2a46f6d2a90c8224e4153bba5d59d5179d8be", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs overlap on a few distributed filenames, but they are not the same change: #46126 is a focused EP/Trainer integration PR, while #46269 is a broad distributed branch-base PR touching many unrelated areas. I would not deduplicate them.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46126 is the more specific, self-contained change; #46269 is an umbrella distributed branch-base PR with many unrelated edits, so it is not a good canonical duplicate target.", + "best_issue_reason": null, + "best_pr_reason": "#46126 is the best representative PR for this cluster because it has a clear, concrete feature scope. #46269 is too broad and mixed to serve as a standalone duplicate representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed files alone are not enough: #46126 implements EP + Trainer integration, while #46269 is a broad base branch with many distributed and CI changes. They do not appear to fix the same concrete code-path problem and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563", + "pull_request:46504|pull_request:46716", + "pull_request:46432|pull_request:46716" + ], + "prepared_review_unit_hash": "2662268fbd465018a947141e2111f45bb08cbcaae829b3d9c133cdabb5685d33", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26690, + "estimated_input_tokens": 6673, + "estimated_eval_tokens": 13602 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26690, + "estimated_input_tokens": 6673, + "estimated_eval_tokens": 13602 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of small workflow-maintenance PRs, but they touch different files and different concerns. The apparent similarities are mostly stylistic; none looks like the same underlying fix/change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are distinct workflow changes in different files or different parts of the same file, not one duplicated fix.", + "best_issue_reason": null, + "best_pr_reason": "No best PR for dedupe; the cluster is heterogeneous and the nearest-looking pairs are only superficially similar.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and problems: stdin handling in self-comment CI vs security-gate checks in PR CI." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow changes in different files; not the same bug or fix." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow areas; one updates comment CI, the other changes PR CI security-gate wiring." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Distinct workflow fixes in different contexts; not mergeable as one duplicate change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both use printf, but they fix different scripts in different workflows, so not the same underlying change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH-runner hardening vs benchmark workflow dispatch support; unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows and different concerns; no shared code-path bug." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH runner changes vs assign-reviewers checkout ref; unrelated." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow fixes; security hardening in SSH runner is not the same as PR CI gate logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow edits in different files and code paths." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and behaviors; not the same fix." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Separate workflow updates with no shared underlying issue." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow maintenance changes; only broad similarity." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Anti-slop permission placement vs PR CI security-gate logic; unrelated." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and changes; not a duplicate fix." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Distinct workflow updates; no common bug/change." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Unrelated workflow modifications in different files." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark dispatch logic vs build-image shell quoting; different problems." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Benchmark workflow trigger change is unrelated to PR CI security-gate checks." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Build-image tag detection quoting vs PR CI security gate; different code paths." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow fixes; no shared underlying issue." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different PR CI security-gate edits (checks vs permissions); not the same change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but one adds checks and the other changes reusable-workflow comments/wiring." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Both touch the security-gate workflow, but they fix different aspects (checks vs secrets handling)." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, different edits; not the same underlying bug or change." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Permissions/approval logic vs secrets inheritance; distinct fixes." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Different PR CI security-gate adjustments; not mergeable as one duplicate PR." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Build-image shell handling vs PR CI reusable-workflow note; unrelated." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH-runner hardening vs PR CI reusable-workflow note; different code paths." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Build-image workflow quoting fix vs PR CI secrets change; unrelated." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "SSH-runner hardening and PR CI secrets handling are separate changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 33, + "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-46281-2", + "nodes": [ + "pull_request:46281", + "pull_request:46890" + ], + "soft_pairs": [ + "pull_request:46281|pull_request:46890" + ], + "prepared_review_unit_hash": "e41f98c109b25148b1ff3c34c6d682ecf9d4656cbb5e5eaac73d2259d35c60df", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4279, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4279, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two security-focused PRs, but they fix different path-traversal entry points: one in sharded checkpoint index loading, the other in `transformers_weights` filename resolution. They share a theme, not the same underlying bug.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different code paths, different inputs, and different validation logic, so they are not duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR 46281 is the clearest representative of the cluster\u2019s theme because it directly hardens sharded-checkpoint loading against untrusted `weight_map` paths and adds a focused test.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46281", + "right": "pull_request:46890", + "accept": false, + "reason": "Both are path-traversal hardening PRs, but they address different concrete bugs in different loaders (`get_checkpoint_shard_files` vs `_get_resolved_checkpoint_files`) and different source fields (`weight_map` vs `transformers_weights`). They are related in theme, not the same mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "b85d007832412a0198d47cfbf633a72efb723e2573929dffdd48c9db7b770f37", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated open PRs: one fixes CodeLlama decode-time stripping of real leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM being loaded with the wrong tokenizer class. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the PRs address different model families and different code paths, so neither can stand in for the other.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global best representative for the cluster because they are not variants of the same fix; each solves a separate tokenizer-loading bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying problems: CodeLlama decoder stripping on decode vs. DeepSeek checkpoint/tokenizer-class routing. They do not look 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": 29, + "component_count": 33, + "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-46773-2", + "nodes": [ + "pull_request:46773", + "pull_request:47087" + ], + "soft_pairs": [ + "pull_request:46773|pull_request:47087" + ], + "prepared_review_unit_hash": "8e29d0dd48774fa7967515143dcf7d11298777d6756d25d875e89664c6b1fc7c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5432, + "estimated_input_tokens": 1358, + "estimated_eval_tokens": 2972 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5432, + "estimated_input_tokens": 1358, + "estimated_eval_tokens": 2972 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs both touch masking logic, but they fix different bugs in different code paths: one is a batch-size-1 padding-mask condition in linear-attention model forwards, the other is recurrent-mask handling during continued forwards/chunked prefill. They are not duplicates and should not be merged.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47087 is the stronger canonical PR candidate because it has an explicit issue target, a focused description of a single recurrent-mask bug, and its diff is centered in one utility path with supporting tests.", + "best_issue_reason": null, + "best_pr_reason": "PR #47087 is the best representative of the cluster only in the sense that it is the more self-contained, explicitly scoped fix; however, it is still distinct from PR #46773 and should not be treated as the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Both concern padding masks, but the concrete failures differ: #46773 fixes a batch-size-1 check in linear-attention model code, while #47087 fixes recurrent-layer masking on continued forwards via masking_utils. They would not plausibly be merged into one PR as the same 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": 30, + "component_count": 33, + "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-46781-3", + "nodes": [ + "pull_request:46781", + "pull_request:46993", + "pull_request:46994" + ], + "soft_pairs": [ + "pull_request:46781|pull_request:46993", + "pull_request:46993|pull_request:46994" + ], + "prepared_review_unit_hash": "1d0b2d6edbace5379f045855db33668f0714970d22fc7e9ce92c004a69e280cb", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6604, + "estimated_input_tokens": 1651, + "estimated_eval_tokens": 3558 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6604, + "estimated_input_tokens": 1651, + "estimated_eval_tokens": 3558 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three pull requests are all in generation/cache code, but they fix different bugs: cache layer validation, prompt lookup decoding length handling, and empty-list validation for logits processors. They should not be deduplicated into one change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the three PRs target different code paths and bug classes, so there is no true duplicate representative among them.", + "best_issue_reason": null, + "best_pr_reason": "No best PR for dedupe purposes; each PR is a separate, self-contained fix and none subsumes the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46781", + "right": "pull_request:46993", + "accept": false, + "reason": "Different bugs and code paths: QuantizedCache layer-type validation vs. prompt lookup decoding max_length accounting." + }, + { + "left": "pull_request:46993", + "right": "pull_request:46994", + "accept": false, + "reason": "Both are generation-related, but one fixes prompt lookup candidate truncation while the other tightens validation for empty bad_words_ids/sequence_bias inputs." + } + ] + }, + "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": 33, + "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-47032-5", + "nodes": [ + "pull_request:47032", + "pull_request:47051", + "pull_request:47060", + "pull_request:47074", + "pull_request:47076" + ], + "soft_pairs": [ + "pull_request:47032|pull_request:47051", + "pull_request:47051|pull_request:47074", + "pull_request:47051|pull_request:47060", + "pull_request:47060|pull_request:47074", + "pull_request:47060|pull_request:47076", + "pull_request:47074|pull_request:47076" + ], + "prepared_review_unit_hash": "6b69e2b13b7f825ffcb984f161ad72e47767f58a09f2eb60d1918709419ef1ab", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 6, + "serialized_chars": 12764, + "estimated_input_tokens": 3191, + "estimated_eval_tokens": 6638 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 6, + "serialized_chars": 12764, + "estimated_input_tokens": 3191, + "estimated_eval_tokens": 6638 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated multimodal-generation fixes across different pipelines/models. There is some thematic overlap in generation-kwarg plumbing, but no pair clearly looks like the same underlying bug/change; the closest is 47032 vs 47051, yet they still address different fixes.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR cleanly subsumes the cluster; if a representative is needed, 47051 is the broadest pipeline-level change in the common multimodal-generation area.", + "best_issue_reason": null, + "best_pr_reason": "47051 is the best anchor only in a thematic sense because it spans multimodal generation pipelines, but it is not a duplicate umbrella for the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47032", + "right": "pull_request:47051", + "accept": false, + "reason": "Related image-text-to-text generation plumbing, but 47032 is a specific stop_sequence fix while 47051 is broader kwargs forwarding; not the same concrete bug." + }, + { + "left": "pull_request:47051", + "right": "pull_request:47074", + "accept": false, + "reason": "Both touch AnyToAnyPipeline, but one forwards generation kwargs and the other normalizes input keys; different code-path problems." + }, + { + "left": "pull_request:47051", + "right": "pull_request:47060", + "accept": false, + "reason": "Different subsystems and fixes: multimodal pipeline kwargs forwarding vs Qwen Omni batched post-processing." + }, + { + "left": "pull_request:47060", + "right": "pull_request:47074", + "accept": false, + "reason": "Qwen Omni decoding bug versus AnyToAnyPipeline input-key normalization; unrelated concrete changes." + }, + { + "left": "pull_request:47060", + "right": "pull_request:47076", + "accept": false, + "reason": "Different models and failure modes: Qwen post-processing versus Gemma4 placeholder validation." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "Different pipeline/model areas and distinct bugs; only broad multimodal similarity, not a duplicate change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 33, + "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-47105-2", + "nodes": [ + "pull_request:47105", + "pull_request:47129" + ], + "soft_pairs": [ + "pull_request:47105|pull_request:47129" + ], + "prepared_review_unit_hash": "2661c15230d6851013f935f92a5d1027acf6afdef297b8565c2268c09745a275", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4171, + "estimated_input_tokens": 1043, + "estimated_eval_tokens": 2342 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4171, + "estimated_input_tokens": 1043, + "estimated_eval_tokens": 2342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one re-enables a VITS model forward test, while the other updates the RT-DETR v2 weight converter for changed model key names. They touch different models, different code paths, and solve unrelated problems.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "If a single representative is needed, PR #47129 is the stronger standalone change because it fixes an actual converter/code-path compatibility issue rather than only adjusting test expectations.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47105", + "right": "pull_request:47129", + "accept": false, + "reason": "Different subsystems and bug types: VITS test re-enable/shape assertions vs RT-DETR v2 converter key mapping. They do not appear mergeable into one PR or to address the same underlying issue." + } + ] + }, + "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": 33, + "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-47122-4", + "nodes": [ + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47150" + ], + "soft_pairs": [ + "pull_request:47122|pull_request:47123", + "pull_request:47122|pull_request:47124", + "pull_request:47122|pull_request:47150", + "pull_request:47123|pull_request:47124", + "pull_request:47123|pull_request:47150", + "pull_request:47124|pull_request:47150" + ], + "prepared_review_unit_hash": "0356e660d12bcac6e74c1efdabb6c2bb591f24f6e0a4bae3b205bb1b5f0a76a5", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 9332, + "estimated_input_tokens": 2333, + "estimated_eval_tokens": 4922 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 9332, + "estimated_input_tokens": 2333, + "estimated_eval_tokens": 4922 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates of one another: they cover different models and different failure modes (Edgetam kwarg handling, MiniMax-M3-VL test loading, Falcon-Mamba expected outputs, and Whisper generation length handling). Only the Whisper and Edgetam items touch source code; the others are test-only fixes.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47150 is the strongest standalone change in the set: it fixes a concrete Whisper generation code path by updating max_length during conditioned decoding. The others are model-specific test adjustments or unrelated fixes.", + "best_issue_reason": null, + "best_pr_reason": "PR 47150 is the best representative of a real bug fix because it changes production code rather than test expectations or test setup, and it has a clear, self-contained behavior change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Different models and different problems: Edgetam is a runtime kwarg incompatibility in model code, while MiniMax-M3-VL is a test loading/offload setup issue." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47124", + "accept": false, + "reason": "Edgetam fixes a source-code kwarg crash; Falcon-Mamba only updates expected test outputs. These are not the same underlying bug." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47150", + "accept": false, + "reason": "Both touch model code, but they are unrelated code paths in different models with different failure modes; not mergeable as one fix." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "Both are test-only PRs, but one addresses loading/offload setup and the other changes generation expectations for a different model." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47150", + "accept": false, + "reason": "MiniMax-M3-VL test loading issue is unrelated to Whisper generation length logic." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47150", + "accept": false, + "reason": "Falcon-Mamba expected-output updates are not the same underlying bug as Whisper's max_length handling in generation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260708T060015Z/analysis-runs/hybrid-model-20260708t060015z/manifest.json b/snapshots/20260708T060015Z/analysis-runs/hybrid-model-20260708t060015z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..81c7f6e539dcb8cda41cacbd41c33086e2547ecb --- /dev/null +++ b/snapshots/20260708T060015Z/analysis-runs/hybrid-model-20260708t060015z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260708t060015z", + "artifacts": { + "hybrid": "snapshots/20260708T060015Z/analysis-runs/hybrid-model-20260708t060015z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260708T060015Z/analysis-runs/hybrid-model-20260708t060015z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-08T06:13:00Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260708T060015Z", + "variant": "hybrid" +} diff --git a/snapshots/20260708T060015Z/manifest.json b/snapshots/20260708T060015Z/manifest.json index 9475577a79d3a61bb04f4ed6b215f0664be56fe9..07f16bd4fe29aa435da3587bebb4e3357eb84050 100644 --- a/snapshots/20260708T060015Z/manifest.json +++ b/snapshots/20260708T060015Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 574 }, "extracted_at": "2026-07-08T06:00:15Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260708t060015z", + "runs": { + "hybrid-model-20260708t060015z": { + "analysis_id": "hybrid-model-20260708t060015z", + "artifacts": { + "hybrid": "snapshots/20260708T060015Z/analysis-runs/hybrid-model-20260708t060015z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260708T060015Z/analysis-runs/hybrid-model-20260708t060015z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260708T060015Z/analysis-runs/hybrid-model-20260708t060015z/manifest.json", + "model": null, + "published_at": "2026-07-08T06:13:00Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260708T060015Z", "watermark": {