diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 1bef6deac9be49e21425ded88f627b895abba588..decfd8667804d2cb3e9245574499720d6ad75f81 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": "20260620T120016Z", - "generated_at": "2026-06-20T12:05:21Z", + "snapshot_id": "20260620T180017Z", + "generated_at": "2026-06-20T18:10:01Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1148,74 +1148,6 @@ } ] }, - { - "cluster_id": "cluster-45290-4", - "summary": "Cluster of 2 issues and 2 PRs centered on issue #46752.", - "status": "open", - "confidence": 0.8, - "canonical_issue_number": 46752, - "canonical_pr_number": 46753, - "issue_numbers": [ - 45290, - 46752 - ], - "pr_numbers": [ - 46753, - 46778 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46753, - "right_pr_number": 46778, - "code_similarity": 0.825, - "size_similarity": 0.882, - "file_overlap": 1.0, - "area_overlap": 0.846, - "patch_similarity": 0.346, - "shared_filenames": [ - "src/transformers/tokenization_utils_base.py", - "tests/test_tokenization_common.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/tokenization_utils_base.py", - "left_ranges": [ - [ - 3086, - 3094 - ] - ], - "right_ranges": [ - [ - 3086, - 3096 - ] - ] - }, - { - "filename": "tests/test_tokenization_common.py", - "left_ranges": [ - [ - 1010, - 1022 - ] - ], - "right_ranges": [ - [ - 1010, - 1024 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-41115-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #41115.", @@ -1548,6 +1480,327 @@ } ] }, + { + "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.", @@ -1750,18 +2003,18 @@ ] }, { - "cluster_id": "cluster-43698-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", + "cluster_id": "cluster-46752-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46752.", "status": "open", "confidence": 0.75, - "canonical_issue_number": 43698, - "canonical_pr_number": 43779, + "canonical_issue_number": 46752, + "canonical_pr_number": 46753, "issue_numbers": [ - 43698 + 46752 ], "pr_numbers": [ - 43779, - 43816 + 46753, + 46778 ], "evidence_types": [ "closing_reference", @@ -1769,37 +2022,45 @@ ], "pr_comparisons": [ { - "left_pr_number": 43779, - "right_pr_number": 43816, - "code_similarity": 0.418, - "size_similarity": 0.538, + "left_pr_number": 46753, + "right_pr_number": 46778, + "code_similarity": 0.825, + "size_similarity": 0.882, "file_overlap": 1.0, - "area_overlap": 0.02, - "patch_similarity": 0.02, + "area_overlap": 0.846, + "patch_similarity": 0.346, "shared_filenames": [ - "src/transformers/integrations/integration_utils.py" + "src/transformers/tokenization_utils_base.py", + "tests/test_tokenization_common.py" ], "shared_file_areas": [ { - "filename": "src/transformers/integrations/integration_utils.py", + "filename": "src/transformers/tokenization_utils_base.py", "left_ranges": [ [ - 2227, - 2241 - ], - [ - 2303, - 2309 + 3086, + 3094 ] ], "right_ranges": [ [ - 2278, - 2291 - ], + 3086, + 3096 + ] + ] + }, + { + "filename": "tests/test_tokenization_common.py", + "left_ranges": [ [ - 2309, - 2322 + 1010, + 1022 + ] + ], + "right_ranges": [ + [ + 1010, + 1024 ] ] } @@ -1808,69 +2069,56 @@ ] }, { - "cluster_id": "cluster-46562-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "cluster_id": "cluster-43698-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 46562, - "issue_numbers": [], + "confidence": 0.75, + "canonical_issue_number": 43698, + "canonical_pr_number": 43779, + "issue_numbers": [ + 43698 + ], "pr_numbers": [ - 46562, - 46658 + 43779, + 43816 ], "evidence_types": [ - "soft_similarity" + "closing_reference", + "shared_issue_target" ], "pr_comparisons": [ { - "left_pr_number": 46562, - "right_pr_number": 46658, - "code_similarity": 0.153, - "size_similarity": 0.387, - "file_overlap": 0.024, - "area_overlap": 0.0, - "patch_similarity": 0.458, + "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/models/auto/auto_mappings.py" + "src/transformers/integrations/integration_utils.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/auto/auto_mappings.py", + "filename": "src/transformers/integrations/integration_utils.py", "left_ranges": [ [ - 441, - 447 - ], - [ - 591, - 598 - ], - [ - 823, - 829 - ], - [ - 883, - 889 - ], - [ - 1082, - 1088 + 2227, + 2241 ], [ - 1205, - 1211 + 2303, + 2309 ] ], "right_ranges": [ [ - 362, - 368 + 2278, + 2291 ], [ - 795, - 801 + 2309, + 2322 ] ] } @@ -2154,16 +2402,7 @@ ] } ], - "duplicate_issues": [ - { - "cluster_id": "cluster-45290-4", - "canonical_issue_number": 46752, - "duplicate_issue_numbers": [ - 45290 - ], - "reason": "Issues in cluster-45290-4 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." - } - ], + "duplicate_issues": [], "duplicate_prs": [ { "cluster_id": "cluster-41115-3", @@ -2236,15 +2475,6 @@ "target_issue_number": 45081, "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-45290-4", - "canonical_pr_number": 46753, - "duplicate_pr_numbers": [ - 46778 - ], - "target_issue_number": 46752, - "reason": "PRs in cluster-45290-4 are treated as duplicates because they converge on issue #46752 with closing_reference, shared_issue_target, soft_similarity evidence." - }, { "cluster_id": "cluster-45561-3", "canonical_pr_number": 45645, @@ -2272,6 +2502,15 @@ "target_issue_number": 45987, "reason": "PRs in cluster-45987-3 are treated as duplicates because they converge on issue #45987 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-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-46305-3", "canonical_pr_number": 46546, @@ -2282,20 +2521,20 @@ "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-46562-2", - "canonical_pr_number": 46562, + "cluster_id": "cluster-46752-3", + "canonical_pr_number": 46753, "duplicate_pr_numbers": [ - 46658 + 46778 ], - "target_issue_number": null, - "reason": "PRs in cluster-46562-2 are treated as duplicates because they share soft_similarity evidence." + "target_issue_number": 46752, + "reason": "PRs in cluster-46752-3 are treated as duplicates because they converge on issue #46752 with closing_reference, shared_issue_target evidence." } ], "best_issue": { - "cluster_id": "cluster-45290-4", - "issue_number": 46752, - "reason": "Issue #46752 is the strongest global issue candidate because it is open, belongs to a cluster with 4 artifacts, and carries 0 discussion comments plus 4 inbound references.", - "score": 144.0 + "cluster_id": "cluster-41211-3", + "issue_number": 41211, + "reason": "Issue #41211 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 6 discussion comments plus 6 inbound references.", + "score": 148.0 }, "best_pr": { "cluster_id": "cluster-43979-11", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index f55cbaff88be3f6fab42fc9b89f44e039a09a961..d542339aeab0ee2f7372dfc4aa9786ebbd736c31 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": "20260620T120016Z", - "generated_at": "2026-06-20T12:05:21Z", + "snapshot_id": "20260620T180017Z", + "generated_at": "2026-06-20T18:10:01Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -132,14 +132,14 @@ "issue:43039|issue:44805", "issue:45800|issue:46304" ], - "prepared_review_unit_hash": "5d7288ba8d76086e36b1d4d7e0a1c1611bf8776194d0c7b459a4c53db7ac39da", + "prepared_review_unit_hash": "bd9aaca868ae076857114bcdca3dbb416dad499a1fd92204b7d8885b181aa024", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 48, @@ -154,378 +154,378 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, with only two clear duplicate families: the DeepSpeed ZeRO-3/BertModel index-out-of-bounds reports, and the torch 2.4.1 incompatibility reports.", - "confidence": 0.72, - "canonical_issue_reason": "Issue 43596 is the best anchor for the strongest duplicate subgroup: it is a concrete ZeRO-3/BertModel index-out-of-bounds report and is closely matched by 43638.", + "summary": "The set is mostly heterogeneous; only a few soft pairs look like true duplicates, centered on DeepSpeed Zero3/BERT, Qwen3_5Moe rotary embedding/device-materialization, and a torch-version compatibility report.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43596 is the clearest duplicate anchor: it states the exact Zero3/BERT IndexError with a concrete setup, and issue:43638 is essentially the same failure with only a model-pretraining wording difference.", "canonical_pr_reason": null, - "best_issue_reason": "43596 is the most representative issue in the only clearly duplicate family, with the broadest wording and the cleanest nearby duplicate match.", + "best_issue_reason": "issue:43596 is the best representative because it names the concrete error and runtime context directly, making it the cleanest canonical issue among the near-duplicate candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: missing Qwen3.5 config attribute vs streaming chat/completions inference error." + "reason": "Different Qwen3.5 failures: config attribute access vs chat/completions streaming behavior." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different models and code paths: AMD GPU failure for GPT-OSS vs MPS histogram op not implemented for Int." + "reason": "Different backend/model paths: AMD GPU failure vs MPS histogram op not implemented." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different subsystems: multimodal dtype mismatch vs GPT-OSS AMD GPU runtime failure." + "reason": "Different model and symptom; dtype mismatch in vision preprocessing is not the same as AMD GPU support failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both involve runtime errors, but the models and underlying bug are unrelated." + "reason": "Autocast dtype mismatch and AMD GPU failure are distinct bugs." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different issue types: AMD GPU incompatibility vs broken official Nemotron example." + "reason": "Different models and different failure modes; no shared concrete bug." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Unrelated failures in different model families; no shared concrete code path." + "reason": "AMD GPU support issue vs invalid method call in a GraniteMoE hybrid model." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch is unrelated to ModernBERT ONNX export." + "reason": "DeepSpeed collective mismatch is unrelated to ONNX export failure." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export error and FineGrainedFP8 failure are different bugs." + "reason": "Different models and code paths; ONNX export vs FineGrainedFP8 failure." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ModernBERT export and Qwen3 auto device mapping crash are unrelated." + "reason": "ModernBERT ONNX export and Qwen3 auto device mapping are unrelated." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and outdated RAG docs are different changes." + "reason": "Both are docs/app issues, but they target different features and different underlying problems." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanup for v5 removals, but they target different removed items and are not the same concrete change." + "reason": "Both are stale v5 docs, but they refer to different removed material and are not the same concrete issue." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export failure is unrelated to the GenerationMixin import error." + "reason": "ONNX export error and GenerationMixin import error are unrelated." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different training issues: TRL SFT embedding unpacking vs resume-training with remote code." + "reason": "Different training workflow failures with no shared concrete code path." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask-shape mismatch and Gemma4 device mismatch are different forward-pass bugs." + "reason": "Mask shape mismatch and Gemma4 device mismatch are different runtime errors." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Different symptoms: Bert ZeRO-3 empty-index failure vs mask/tensor shape mismatch." + "reason": "Both involve tensor shape/indexing, but the exact failure and model/setup differ." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 Bert index error is unrelated to resume-training with local remote-code models." + "reason": "Zero3/BERT IndexError is unrelated to model-training resume with remote code." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Both are index/shape runtime errors, but they affect different models and failure mechanisms." + "reason": "Different error signatures; only superficial index-related similarity." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask shape mismatch is not the same as Qwen3.5 video token/feature mismatch." + "reason": "Mask-index mismatch and video token/template mismatch are unrelated." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different bug classes: tensor mask mismatch vs GPT-OSS tensor-parallel issue." + "reason": "No shared bug beyond both being runtime failures." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Resume-training problem and broken Nemotron example are unrelated." + "reason": "Different features and failure modes." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video embedding StopIteration and resume-training with remote code are unrelated." + "reason": "Video input StopIteration and training-resume issue are unrelated." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 Bert index error is unrelated to the remote-code resume-training issue." + "reason": "Zero3/BERT initialization error is not the same as the resume-training/remote-code issue." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + "reason": "Processor preset bug and ONNX export bug are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "DeepSpeed collective mismatch is a different failure from the Bert ZeRO-3 empty-index bug." + "reason": "Both mention DeepSpeed, but one is a collective mismatch and the other is a BERT Zero3 IndexError." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "These describe the same underlying ZeRO-3/Bert empty-index failure with very similar reproduction context." + "reason": "Same DeepSpeed Zero3/BERT IndexError family; only the BERT variant/pretraining wording differs." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy invocation and GPT-OSS tensor-parallel failure are different bugs." + "reason": "Liger Kernel cross-entropy call and GPT-OSS TP issue are different code paths." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Incorrect detokenization and LoRA merge/save/reload mismatch are unrelated." + "reason": "Detokenization regression and LoRA merge/save inconsistency are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3 NVFP4 runtime error and LoRA merge consistency issue are different problems." + "reason": "Qwen3-8B NVFP4 runtime error is not the same as LoRA save/reload mismatch." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Voxtral processor failure and remote-code config_class AttributeError are unrelated." + "reason": "Processor failure for Voxtral is unrelated to remote-code config_class attribute errors." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both are DeepSpeed-related, but the weight-dimension error and collective mismatch are different bugs." + "reason": "Both involve DeepSpeed, but the reported errors and failure points differ." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recomputation mismatch is unrelated to mask-shape indexing failure." + "reason": "Activation checkpointing/FSDP tensor recomputation error is different from a masking/indexing mismatch." }, { "left": "issue:45859", "right": "issue:45902", - "accept": false, - "reason": "Both concern Qwen3.5 MoE rotary embedding, but the reported failures are different enough that they do not look like the same concrete bug." + "accept": true, + "reason": "Same Qwen3_5MoeTextRotaryEmbedding inv_freq/device-materialization bug; one reports the CPU-offload symptom, the other the uninitialized-memory manifestation." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 empty-index failure and GPT-OSS TP failure are unrelated." + "reason": "DeepSpeed Zero3 BERT error and GPT-OSS tensor-parallel failure are unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP checkpointing tensor-size mismatch is unrelated to CustomTrainer.compute_loss signature breakage." + "reason": "FSDP checkpointing tensor-size mismatch is unrelated to CustomTrainer signature breakage." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different models and failure modes; no shared code path." + "reason": "Zero3/BERT IndexError has nothing in common with GPT-OSS tensor-parallel issues." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method are unrelated." + "reason": "Different models, different symptoms, no shared bug." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen-3 NVFP4 runtime error and GPT-OSS AMD GPU failure are different issues." + "reason": "NVFP4 runtime error on Qwen-3-8B is not the same as AMD GPU support failure for GPT-OSS." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video-token mismatch are different multimodal bugs." + "reason": "Different Gemma/Qwen multimodal failures with no concrete shared path." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3Config missing attribute and Mistral tokenizer regex patch crash are unrelated." + "reason": "Gemma3 config mismatch in vLLM is unrelated to Mistral regex patch crash." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Gemma4 device-map mismatch and expensive reverse embedding lookup are different bugs." + "reason": "Device-map forward mismatch and expensive reverse-embedding lookup are different Gemma4 problems." }, { "left": "issue:45800", "right": "issue:46515", "accept": true, - "reason": "Both report the same torch 2.4.1 incompatibility, just phrased differently." + "reason": "Both report the same torch 2.4.1 incompatibility; the second is just a shorter/generalized version of the same version-compat issue." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch 2.10 incompatibility and Qwen-3 NVFP4 runtime failure are not the same underlying problem." + "reason": "Generic torch incompatibility and Qwen3 NVFP4 runtime error are not the same bug." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP activation checkpointing mismatch is unrelated to Qwen3 auto device mapping cuda assert." + "reason": "FSDP checkpointing issue and Qwen3 auto-device assert are unrelated." }, { "left": "issue:43828", - "right": "issue:45685", + "right": "issue:45161", "accept": false, - "reason": "Different dtype/runtime failures in different models and devices." + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are different bugs." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Phi-tiny-MoE autocast dtype mismatch and Qwen-3 NVFP4 runtime failure are unrelated." + "reason": "Both are model/runtime failures, but the concrete failure modes do not match." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Mixtral grouped_mm tracing failure and Mistral-3 image dtype mismatch are different code paths." + "reason": "Mixtral grouped_mm tracing error and Mistral-3 dtype mismatch are unrelated." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Mistral-3 multimodal dtype issue and Nemotron example breakage are unrelated." + "reason": "Different models and distinct failure paths." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Different models, devices, and failure modes." + "reason": "Image preprocessor dtype mismatch is unrelated to the MPS histogram int error." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Qwen-3 NVFP4 runtime error is unrelated to TRL SFT embedding unpacking failure." + "reason": "Different models and different integration failures." }, { - "left": "issue:44918", - "right": "issue:45161", + "left": "issue:43039", + "right": "issue:44918", "accept": false, - "reason": "Different subsystems: TRL embedding unpacking vs GPT-OSS tensor parallel." + "reason": "Liger Kernel cross-entropy bug and TRL SFT embedding unpacking issue are unrelated." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Both are ZeRO-3/Bert-related, but the titles point to different concrete scenarios and I would not merge them as the same bug without stronger evidence." + "reason": "Gemma3 ZeRO-3 load error and BERT ZeRO-3 load error are similar in theme but not the same concrete bug." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are documentation fixes for v5 removals, but they cover different removed features and different pages." + "reason": "Both are docs regressions, but they refer to different removed references and different pages." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Repeated pair, but still unrelated bugs: autocast dtype mismatch vs MPS histogram op limitation." + "reason": "Autocast dtype mismatch and MPS histogram limitation are unrelated." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "TRL SFT embedding issue and MPS histogram error are unrelated." + "reason": "TRL SFT embedding unpacking and MPS histogram int error are unrelated." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger Kernel cross_entropy and Phi-tiny-MoE autocast mismatch are different problems." + "reason": "Liger Kernel cross-entropy call and Phi-tiny-MoE autocast mismatch are different issues." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch is unrelated to the trainer signature change." + "reason": "DeepSpeed collective mismatch and CustomTrainer signature change are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation checkpointing tensor-size mismatch and GenerationMixin import error are unrelated." + "reason": "Activation checkpointing/FSDP error is unrelated to GenerationMixin import failure." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "GPT-OSS AMD GPU failure and outdated RAG docs are unrelated." + "reason": "GPU/model support issue and outdated RAG examples are different problem classes." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross-entropy path and mask/tensor indexing mismatch are unrelated." + "reason": "Cross-entropy hook mismatch and tensor mask shape mismatch are unrelated." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Torch 2.4.1 incompatibility and v5.9.0 USE_DISTRIBUTED=0 breakage are different compatibility issues." + "reason": "Different compatibility claims: torch 2.4.1/5.8.0 vs USE_DISTRIBUTED=0 breakage." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall: the cluster is presented as mostly heterogeneous, and the two accepted duplicate families are supported by the packet (43596/43638 and 45800/46515). The soft-edge rejections stay conservative and do not overclaim matches." + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The three accepted duplicates are plausibly the same bug families from the titles, and the false negatives are appropriately cautious rather than overstated." }, "evaluator_used": true, "retried": false, @@ -541,8 +541,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -636,20 +636,20 @@ "issue:45800|issue:45823", "issue:43296|issue:43366" ], - "prepared_review_unit_hash": "ac4e3bf453bff129aa5b79b871dc3f990894d9c8696d2f3804a930d4bca4a3c8", + "prepared_review_unit_hash": "884648442416fe290f879d26836338c9f756d4038bbadc0cec94cc9726ca8834", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 40, - "serialized_chars": 38902, + "serialized_chars": 38903, "estimated_input_tokens": 9726, "estimated_eval_tokens": 19708 }, @@ -658,246 +658,252 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous issue reports with no clear PR cluster. The only strong duplicate-like pair is the v5 AutoTokenizer wrong-token-ID regression affecting Granite and other models.", - "confidence": 0.77, - "canonical_issue_reason": "issue:45920 is the best representative issue: it states the broad v5 AutoTokenizer regression across multiple model families, which cleanly subsumes the narrower Granite-only report in issue:45812.", + "summary": "This cluster is mostly heterogeneous regression reports across unrelated model-loading, device-mapping, docs, and runtime issues. The only clear duplicate-like pair is the AutoTokenizer token-ID regression, where the broader multi-model report subsumes the Granite-specific one.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45920 is the best umbrella issue: it describes the broader v5 AutoTokenizer token-ID regression across multiple model families, and it naturally covers the narrower Granite-specific report in issue:45812.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the most suitable global issue to keep because it is broad, concrete, and clearly captures the shared tokenizer regression seen in the only accepted soft match.", + "best_issue_reason": "issue:45920 is the strongest representative of the cluster\u2019s only substantive duplicate theme and has the broadest, most general problem statement.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Different model-loading failures: a corrupted Ovis2 checkpoint versus missing Sam3 text encoder weights." + "reason": "Corrupted Ovis2 checkpoint loading is unrelated to Sam3Model text-encoder weights not being loaded." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Unrelated failures: PaddleOCR-VL loading in vLLM versus a USE_DISTRIBUTED=0 build/runtime break." + "reason": "vLLM model-load failure for PaddleOCR-VL is unrelated to PyTorch USE_DISTRIBUTED=0 support breakage." }, { "left": "issue:41762", "right": "issue:43596", "accept": false, - "reason": "Both mention ZeRO-3, but one is Gemma3-specific loading and the other is a BertModel init failure; not the same bug." + "reason": "Both are IndexError-ish, but the failure modes and contexts differ too much: Qwen3 auto device mapping vs BertModel under ZeRO-3 init." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different subsystems and symptoms: Gemma3TextConfig sliding_window attribute error versus Qwen3 auto device mapping cuda assert." + "reason": "Gemma3 sliding_window_pattern missing in vLLM is not the same bug as Qwen3 auto-device-map cudaErrorAssert." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they concern different docs and different changes." + "reason": "These are separate documentation issues about different deprecated/changed text in different docs areas." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Different runtime incompatibilities: Float8 storage lookup versus distributed build support." + "reason": "Float8 storage lookup failure is unrelated to distributed build/runtime support with USE_DISTRIBUTED=0." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Completely different domains: AMD GPU execution versus table-question-answering crash." + "reason": "AMD GPU incompatibility for GPT-OSS is unrelated to table-question-answering task crashes." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross_entropy routing and Qwen3-vl video StopIteration are unrelated." + "reason": "Liger Kernel cross_entropy routing and Qwen3-vl video StopIteration are different code paths and symptoms." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Both are model-specific forward/input issues, but the model families and failure modes differ." + "reason": "Gemma4 device-mapping mismatch is unrelated to Qwen3.5 video token/feature mismatch in chat templating." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "DeepSeek detokenization regression and RAG docs problems are unrelated." + "reason": "Incorrect detokenization for DeepSeek coder is unrelated to outdated RAG examples." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Different model paths: Voxtral processor failure versus Gemma4 device placement mismatch." + "reason": "Processor failure for Voxtral-Mini is not the same bug as Gemma4 PLE device mismatch." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Corrupted Ovis2 checkpoint is unrelated to DiffusionGemma NVFP4 compatibility." + "reason": "A corrupted checkpoint and NVFP4 compatibility are different underlying problems." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading and RAG documentation are unrelated." + "reason": "NemotronH checkpoint loading is unrelated to RAG example documentation." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code model breakage and USE_DISTRIBUTED=0 support are separate regressions." + "reason": "Remote-code model breakage and USE_DISTRIBUTED=0 support are separate broad compatibility issues." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same underlying v5 AutoTokenizer wrong-token-ID regression; 45920 is the broader report and 45812 is a narrower Granite-specific instance." + "reason": "Both report the same underlying AutoTokenizer regression producing wrong token IDs; 45920 is the broader multi-model umbrella." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params incompatibility is unrelated to distributed build support." + "reason": "bitsandbytes constructor incompatibility is unrelated to PyTorch distributed-disabled support." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted checkpoint versus checkpoint loading implementation failure are different causes." + "reason": "Checkpoint corruption for Ovis2 is unrelated to NemotronH checkpoint loading." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to RAG example docs." + "reason": "Qwen-3-8B-NVFP4 execution failure is unrelated to RAG documentation drift." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but they involve different models and different error contexts." + "reason": "Both mention sliding_window, but one is a missing config attribute in Gemma3 and the other is a Qwen3-MoE-specific sliding_window issue; not the same concrete bug." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are index errors under ZeRO-3, but one is a mask/tensor shape mismatch and the other is an init-time zero-size tensor issue." + "reason": "These are both shape/index errors, but the reported symptoms and model/setup contexts differ too much to treat as one bug." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper loading failure and table QA task crash are unrelated." + "reason": "Whisper loading/running failure is unrelated to table-question-answering crashes." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "GLM-4.7-Flash test loading failure and Ovis2 checkpoint corruption are different issues." + "reason": "GLM-4.7-Flash load-test failure and Ovis2 checkpoint corruption are different issues." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are different failures." + "reason": "Torch 2.10 incompatibility is not the same as a PretrainedConfig pydantic-field regression." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Tokenizer detokenization regression and table QA crashes are unrelated." + "reason": "Detokenization regression and table-question-answering crash are unrelated." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3 Bert init error and torch/transformers version incompatibility are not the same bug." + "reason": "ZeRO-3/BertModel index error is unrelated to torch 2.4.1 vs transformers 5.8.0 compatibility." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper loading failure and pydantic config breakage are unrelated." + "reason": "Whisper runtime failure is unrelated to the PretrainedConfig pydantic issue." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5 chat use, but the reported crashes and code paths are different enough to keep separate." + "reason": "Both involve Qwen3.5, but one is a general chat crash and the other is a streaming chat/completions API failure; not the same concrete bug." }, { - "left": "issue:44589", + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen NVFP4 runtime failure is unrelated to table-question-answering crashes." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding_window config failure and Gemma4 device-mismatch forward error are different model-specific bugs." + }, + { + "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Float8 storage lookup and MPS histogram-on-Int failure are unrelated." + "reason": "Qwen3.5 streaming API failure is unrelated to the MPS histogram_mps int issue in MoE." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Torch dynamo grouped_mm tracing failure and MPS histogram support are different code paths." + "reason": "Mixtral grouped_mm tracing failure and MPS histogram_mps limitation are different runtime problems." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and Gemma3 sliding_window config error are unrelated." + "reason": "GenerationMixin import failure is unrelated to Gemma3 sliding_window_pattern compatibility." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Different model/runtime problems: grouped_mm tracing versus autocast dtype mismatch." + "reason": "Both are MoE/tracing-related, but the concrete ops and failure modes differ (grouped_mm tracing vs autocast dtype mismatch)." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure and template-node compilation error are unrelated." + "reason": "Processor failure for Voxtral is unrelated to the template-node compilation error." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Mistral3 weight-tying bug and Ovis2 checkpoint corruption are unrelated." + "reason": "Untied lm_head weights in Mistral3 are unrelated to Ovis2 checkpoint corruption." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are errors, but one is a mask shape mismatch and the other is a Gemma3 ZeRO-3 loading issue." + "reason": "Mask-length mismatch and cudaErrorAssert are not the same underlying bug." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn fallback logic and remote-code config_class handling are different problems." + "reason": "Flash-attn2 fallback gating and remote-code model_class/config_class errors are different issues." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "StableLm pad_token_idx regression and pydantic PretrainedConfig breakage are unrelated." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the pydantic PretrainedConfig regression." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch version incompatibility and Gemma4 device mismatch are separate issues." - }, - { - "left": "issue:43296", - "right": "issue:43366", - "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated." + "reason": "Torch/transformers version incompatibility is unrelated to Gemma4 device-mapping mismatch." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well-grounded in the packet, and the only accepted soft pair (issue:45812 / issue:45920) is supported by the titles as the same broad v5 AutoTokenizer regression. The other verdicts are generally conservative, with no clear overstatement of evidence." + "feedback": "The summary is grounded in the packet: the cluster is largely heterogeneous, and the only clearly supported duplicate pair is issue:45812 subsumed by issue:45920. The accepted soft-edge verdict is conservative, and the rejected pairs are mostly justified by distinct model families, failure modes, or issue types." }, "evaluator_used": true, "retried": false, @@ -1001,20 +1007,20 @@ "issue:43975|issue:44292", "issue:44292|issue:45507" ], - "prepared_review_unit_hash": "b69a0ee6dd1564d6cbe44e8e7d78d28d6715dbb368b830eca0282680bcaafaba", + "prepared_review_unit_hash": "f9d17105e6d8c91559a980b33515f91b9a5f9fcb7babe2ce7e7bfe4413232ce1", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37142, + "serialized_chars": 37144, "estimated_input_tokens": 9286, "estimated_eval_tokens": 18828 }, @@ -1023,96 +1029,96 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous transformer bug reports with only one strong near-duplicate pair around custom-module loading/caching. I would keep the cluster anchored on the open custom-code loading report and reject the rest as separate issues.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45698 is the clearest and most general report in the only convincing duplicate pair; it describes the user-visible failure directly, while issue:45632 reads like a more specific cache-path collision manifestation of the same custom-module loading bug.", + "summary": "Most items are unrelated, model-specific regressions or API issues. The only strong duplicate-looking pair is the Qwen video-input regression (44479/46294); the rest are too semantically different to merge as duplicates.", + "confidence": 0.62, + "canonical_issue_reason": "issue:44479 is the broader, earlier report of the Qwen video-input regression and covers multiple affected models; issue:46294 reads like a narrower instance of the same feature mismatch.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is open, concrete, and broad enough to serve as the cluster anchor for the custom-code loading/caching problem.", + "best_issue_reason": "issue:44479 is the best cluster representative because it describes the widest blast radius and the clearest concrete regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Different bugs: int4 quantization/OOM versus tied-weights behavior in translation models." + "reason": "Both involve v5-era model regressions, but one is int4 quantization OOM and the other is tied-weights behavior in translation models; different bugs." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are shape/indexing failures, but they point to different model paths and failure modes." + "reason": "Both mention IndexError-like failures, but the first is a mask/tensor shape mismatch and the second is a TRL SFT embedding unpacking failure; not the same code path." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Grouped_mm tracing error in Mixtral is unrelated to tensor-parallel support in GPT-OSS MoE." + "reason": "Mixtral torch-dynamo grouped_mm tracing error vs GPT-OSS tensor-parallel support issue; different models and failure mechanisms." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch and streaming chat/completions failure are different code paths." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen3.5 streaming chat/completions failure." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF architecture support and Qwen3.5 streaming inference are not the same bug." + "reason": "GGUF architecture support for gpt-oss and Qwen3.5 streaming inference are different problems." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Unexpected init_empty_weights argument versus pydantic config-field breakage are separate regressions." + "reason": "init_empty_weights unexpected argument error and a pydantic PretrainedConfig field regression are separate compatibility issues." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window issue is unrelated to the pydantic model-field regression." + "reason": "Qwen3-MoE sliding_window behavior and pydantic model-field breakage do not share the same bug." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm tracing failure and Float8 storage lookup error are different runtime problems." + "reason": "Grouped_mm tracing failure and missing Float8 storage are different runtime errors in different code paths." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both are multimodal/video-adjacent, but one is a dtype mismatch and the other is a video-feature/token-count mismatch." + "reason": "Mistral-3 image-preprocessor dtype mismatch is a different modality and failure mode from Qwen3.5 video token/feature mismatch." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code breakage and torch/transformers version incompatibility are separate issues." + "reason": "Remote-code breakage and torch/transformers version incompatibility are related only at a high level, not the same underlying bug." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but the mask-shape bug and the deepspeed-zero3 init bug are not the same failure." + "reason": "Both are index errors, but one is a mask-shape mismatch while the other is a zero3/BertModel initialization issue." }, { "left": "issue:44479", "right": "issue:46294", - "accept": false, - "reason": "Both mention video inputs, but one is a broad v5.3.0 regression across several models and the other is a specific chat-template mismatch." + "accept": true, + "reason": "Both report the same Qwen video-input regression: video features and video tokens get out of sync, causing failure in chat template/inference." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both concern siglip2, but one reports poor text embeddings while the other reports nonsensical pipeline/model output." + "reason": "Siglip2 embedding quality regression and a nonsensical pipeline output report are too broad and not clearly the same defect." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Unwrapping text_config in from_config and uninitialized inv_freq after to_empty are distinct initialization bugs." + "reason": "Composite-config from_config handling and uninitialized-memory in rotary embedding are distinct issues." }, { "left": "issue:46640", @@ -1124,109 +1130,109 @@ "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different multimodal/training failures: image-preprocessor dtype mismatch versus TRL unpacking of Qwen3.5 input embeddings." + "reason": "Image-preprocessor dtype mismatch and TRL SFT trainer unpacking failure are different errors." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight error and Qwen3.5 input-embedding unpacking are unrelated." + "reason": "FSDP 2-D weight constraint error is unrelated to Qwen3.5 embedding unpacking in TRL." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss and GLM5 are separate model-specific reports." + "reason": "High perplexity on gpt-oss-20b and the GLM5 issue are different model-specific reports." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization and flash-attn2 fallback checks are unrelated." + "reason": "Jupyter custom-model initialization breakage is unrelated to flash-attn fallback gating." }, { "left": "issue:45632", "right": "issue:45698", - "accept": true, - "reason": "Both point to the same custom-module loading/caching problem: a path/cache collision leading to the wrong module being loaded after save_pretrained/from_pretrained." + "accept": false, + "reason": "Both involve remote_code/custom-module loading, but one is a leaf-directory cache collision and the other is wrong module selection after save_pretrained; not clearly one bug." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Tied-weight failure in Mistral3 is a different model-specific report from the broader translation-model tied-weights regression." + "reason": "Mistral3 tied lm_head weights and translation-model tied-weight issues are different model families and code paths." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8Config failure and flash-attn2 fallback blocking are unrelated." + "reason": "FineGrainedFP8Config failure in Qwen3Moe and flash-attn fallback blocking are unrelated." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is not the same as the tied-weights regression." + "reason": "PagedAttentionCache linear_attention crash and tied-weights translation regression are not the same underlying defect." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior and tied weights are different bugs." + "reason": "Quantization/offloading memory behavior and tied-weight translation regressions are distinct." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer/ReLU discussion and a docs typo are unrelated." + "reason": "DSA indexer discussion and docs mentioning removed run command are unrelated." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint-loading failure is separate from the tied-weights regression." + "reason": "NemotronH checkpoint loading failure and translation-model tied weights are separate bugs." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategy typo and docs text about the removed run command are unrelated." + "reason": "A cache-strategy typo and stale docs about a removed command are documentation issues, not the same change." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 embedding/trainer failure and GraniteMoE invalid-method calls are unrelated." + "reason": "Qwen3.5 embedding/trainer failure and GraniteMoEHybrid invalid method calls are unrelated." }, { "left": "issue:45183", "right": "issue:46463", "accept": false, - "reason": "Both are validation-error complaints, but they describe different checks and different model paths." + "reason": "Generic XOR validation messaging across models is not the same as T5 decoder-input validation." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions affecting different model families and different round-trip symptoms." + "reason": "Both are tokenizer regressions, but they affect different model families and the reports do not clearly point to one shared code path." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "DeepSeek-Coder detokenization and Qwen-3 NVFP4 runtime error are unrelated." + "reason": "DeepSeek-Coder detokenization regression and Qwen-3-8B-NVFP4 runtime failure are unrelated." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Qwen NVFP4 runtime failure and GraniteMoE invalid-method bug are different issues." + "reason": "Qwen-3-8B-NVFP4 runtime error and GraniteMoEHybrid invalid method are different model-specific failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The summary matches the packet\u2019s evidence, and the only accepted duplicate pair (issue:45632 \u2194 issue:45698) looks like the same custom-module loading/caching bug and is plausibly mergeable into one fix. The other rejections are cautious rather than overstated." + "feedback": "The cluster summary is grounded in the packet, and the soft-edge calls stay conservative. The 44479/46294 duplicate-looking pair is supported by the titles and chronology, with 44479 clearly the broader earlier report. No PR-mergeability issue applies here since these are issues, not pull requests." }, "evaluator_used": true, "retried": false, @@ -1242,8 +1248,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -1332,20 +1338,20 @@ "issue:42491|issue:44368", "issue:45020|issue:45356" ], - "prepared_review_unit_hash": "2dcd6e6a049060b2b21eb03adb4c8a11a80699f21097aef020fbd3db8c7b74bb", + "prepared_review_unit_hash": "15552a0a5ffdd6876565910e3dcdc785ae919c54ea18909d0802c53a426e5057", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38206, + "serialized_chars": 38207, "estimated_input_tokens": 9552, "estimated_eval_tokens": 19360 }, @@ -1354,222 +1360,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is dominated by one clear duplicate family around v5 non-persistent-buffer corruption, centered on issue:43950. Most other pairs are only broad-theme related; in particular issue:43643 vs issue:45020 should be treated as related-not-duplicate, not merged as the same bug.", - "confidence": 0.96, - "canonical_issue_reason": "issue:43950 is the strongest duplicate hub: it states the core non-persistent-buffer corruption regression directly and has the clearest re-report trail from nearby variants.", + "summary": "This cluster is mostly heterogeneous. The only clear duplicate family is the Transformers v5 non-persistent-buffer regression: 43950, 44534, and 43644 are the same underlying loading bug. Issue 45902 is related in theme, but the evidence here only supports it as an adjacent rotary-embedding/uninitialized-memory manifestation, not a clean duplicate.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 43950 is the best canonical issue because it states the broadest version of the non-persistent-buffer regression (`from_pretrained` corrupting `register_buffer(persistent=False)` state), and it clearly subsumes the direct duplicates 44534 and 43644; 45902 is related but not safely the same bug from the provided evidence.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best representative issue because it captures the underlying regression cleanly rather than a downstream symptom, and it anchors the tight duplicate cluster.", + "best_issue_reason": "43950 is the strongest representative of the duplicate set: it captures the underlying v5 buffer-corruption regression most generally and matches the clearest duplicate reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same v5 non-persistent-buffer corruption/junk-buffer regression." + "reason": "Same bug: both report v5 corruption of non-persistent buffers during model loading / `from_pretrained`." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both are SigLIP2-related, but one is a docs/example failure and the other is a model quality complaint." + "reason": "Both involve SigLIP2, but one is a docs/example breakage and the other is a model quality complaint; not the same defect." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Both describe the same non-persistent-buffer corruption during loading in Transformers 5.x." + "reason": "Same underlying regression: non-persistent buffers are being filled with junk/corrupted during loading." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "CustomTrainer signature breakage and Gemma3 ZeRO-3 loading failure are different code paths." + "reason": "Different failures: unexpected `num_items_in_batch` kwarg vs DeepSpeed ZeRO-3 loading `IndexError`." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "bitsandbytes init-kwarg incompatibility and Float8 storage lookup failure are distinct issues." + "reason": "Both are quantization/loading related, but the bitsandbytes constructor error and missing Float8 storage error are distinct bugs." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Both are Qwen3.5/dtype-adjacent, but one is autocast mismatch and the other is a flash-attn crash from 3D position_ids." + "reason": "Different code paths and symptoms: autocast dtype mismatch vs RLHF NaN/gradient explosion from 3D `position_ids` and SDPA fallback." }, { "left": "issue:45920", "right": "issue:46489", - "accept": true, - "reason": "46489 looks like a specific DeepSeek-Coder tokenizer regression within the broader wrong-token-IDs family reported in 45920." + "accept": false, + "reason": "Both are tokenizer regressions, but 46489 is a specific DeepSeek-Coder gap while 45920 is a broader multi-model token-id issue." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "Embedding quality drift and tokenizer-version behavior change are not the same bug." + "reason": "Same broad area, but a SigLIP2 embedding-quality complaint is not the same as a generic tokenization-change regression." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Unexpected zero probabilities and worse text embeddings are different symptoms with no clear shared root cause." + "reason": "Related SigLIP2 reports, but zero probabilities and worse text embeddings are different symptoms with no clear shared bug." }, { "left": "issue:43950", "right": "issue:45902", - "accept": true, - "reason": "Same non-persistent-buffer materialization/corruption problem, just reported with different models." + "accept": false, + "reason": "Related theme, but 45902 is specifically about `inv_freq` uninitialized memory after `meta -> to_empty(cuda)` materialization; the evidence does not show it is the same bug as the non-persistent-buffer corruption regression." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error for Voxtral and missing all_tied_weights_keys on Molmo are unrelated." + "reason": "Different models and failures: bad AutoTokenizer error messaging vs missing `all_tied_weights_keys` on MolmoForCausalLM." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Both involve Qwen3.5 rotary/attention code, but the concrete failure modes differ." + "reason": "Flash-Attention packed-sequence crash and CPU-offload rotary-embedding incompatibility are distinct problems." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "SigLIP2 output-quality complaint versus HF-vs-JAX implementation discrepancy are related only at a high level." + "reason": "Both concern SigLIP2, but one is an output-quality complaint and the other is an HF-vs-JAX discrepancy; not clearly the same bug." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient-checkpointing ineffectiveness and int4 reserved-memory growth are different memory problems." + "reason": "Both are memory-related, but gradient checkpointing ineffectiveness and increased reserved CUDA memory under int4 quantization are different defects." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states rebuild bug is separate from the Qwen3_5Moe uninitialized buffer issue." + "reason": "Different root causes: Gemma-4 FSDP2 attention `KeyError` vs Qwen3_5Moe uninitialized `inv_freq` after materialization." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different model-loading failures with different root causes." + "reason": "Different models and symptoms: Voxtral tokenizer error messaging vs GLM-4V loading failure." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic load-noise complaint and inability to load a specific model are not the same bug." + "reason": "Generic load-time noise vs a specific model loading failure; not the same issue." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "DeepSeek-Coder detokenization regression and Python 3.13 flash_attn import failure are unrelated." + "reason": "Tokenizer detokenization regression vs Python 3.13 `flash_attn` import error; unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "These are separate model-loading complaints without a shared concrete code path." + "reason": "One is noisy loading output, the other is inability to load a specific model; different bugs." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed weight-shape error and early-stopping metric lookup are unrelated training issues." + "reason": "DeepSpeed training shape error vs early-stopping metric lookup; unrelated training-time issues." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "LoRA checkpointing inefficiency and Qwen3 MoE memory usage are both memory-related but not the same bug." + "reason": "Both mention memory, but the underlying mechanisms and affected behavior are different." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "They share a broad remote_code theme, but the packet only supports related loading regressions, not the same concrete defect." + "reason": "Related remote-code breakage, but the reports are too broad and not the same concrete bug." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 loading failure and Qwen3Moe FineGrainedFP8 failure are different model/config problems." + "reason": "Different loading paths and errors: ZeRO-3 index error vs FineGrainedFP8Config failure." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure and flash-attn2 fallback gating are unrelated." + "reason": "Tokenizer loading regression vs flash-attn fallback gating; no shared underlying defect." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Qwen2.5-VL import failure and bitsandbytes Int8Params incompatibility are separate issues." + "reason": "Importing a missing model class and bitsandbytes `Int8Params` incompatibility are separate issues." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram op-not-implemented and Gemma4 device mismatch are different runtime/model failures." + "reason": "MPS histogram op error vs Gemma4 device-map mismatch; unrelated platform/model problems." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only load error and GLM5 are unrelated." + "reason": "Qwen3VL `weight_only=True` load failure and a GLM5-specific issue are not the same bug." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Both are loading failures, but on different models and different causes." + "reason": "Both are model-loading failures, but the specific failures are different and do not appear mergeable." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote_code loading regressions and Gemma4 PLE device mismatch are not the same bug." + "reason": "Broad remote-code loading breakage vs Gemma4 device-map mismatch; different problem categories." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral tokenizer regex crash and flash-attn2 fallback gating are separate tokenizer vs attention-selection problems." + "reason": "Mistral regex patch crash vs flash-attn fallback gating; unrelated code paths." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping add-new-model-like failure and remote_code regression are different code paths." + "reason": "Tokenizer-mapping edge case vs broad remote-code regression; not the same concrete bug." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Gemma4 device placement mismatch are unrelated." + "reason": "Different model/runtime issues: autocast dtype mismatch vs PLE device mismatch." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "LoRA incompatibility across versions and a tie_word_embeddings warning are not the same underlying issue." + "reason": "LoRA compatibility regression across versions vs a tied-embeddings warning; too different to merge." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Broad remote_code breakage and Kimi-K2.5 tokenizer regression are different bugs despite both touching v5 loading behavior." + "reason": "Remote-code loading breakage vs Kimi-K2.5 tokenizer codec regression and warning mismatch; not the same issue." } ] }, "evaluator_result": { "accept": false, - "feedback": "Mostly grounded, but one soft-edge acceptance is too strong for the packet: issue:43643 vs issue:45020 share a broad `remote_code` theme, yet the packet only supports them as related loading regressions, not clearly the same concrete bug. I\u2019d keep that pair as related-not-duplicate. The non-persistent-buffer cluster summaries look well supported." + "feedback": "The summary is mostly conservative, but it overstates the evidence for grouping issue 45902 with 43950/44534. In the packet, 43950 and 44534 clearly match on the non-persistent-buffer / `from_pretrained` regression, but 45902 is only titled as an `inv_freq` uninitialized-memory issue after `meta -> to_empty(cuda)` materialization; that is related at a high level, but not clearly the same bug from the provided evidence. Because the canonical/soft-edge claims treat 45902 as a clean duplicate, I would not accept this cluster judgment as written." }, "evaluator_used": true, "retried": true, @@ -1585,8 +1591,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -1655,8 +1661,8 @@ "issue:36331|issue:41093", "issue:43940|issue:45313", "issue:43854|issue:44863", - "issue:44479|issue:44560", "issue:44928|issue:45588", + "issue:44479|issue:44560", "issue:41553|issue:44488", "issue:41093|issue:44805", "issue:24643|issue:30064", @@ -1669,20 +1675,20 @@ "issue:43638|issue:46515", "issue:45663|issue:45823" ], - "prepared_review_unit_hash": "ca5a4ced789ca38f1cbb68176da25ab3740e33a55301f9a73099c8372bb12df5", + "prepared_review_unit_hash": "4e8f99064869462af24393e265295205c1888c5b29221c1b3e5d7c373a911eda", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36634, + "serialized_chars": 36633, "estimated_input_tokens": 9159, "estimated_eval_tokens": 18574 }, @@ -1691,186 +1697,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many unrelated Transformers bugs around loading, tokenizers, DeepSpeed, and model-specific regressions. The only clear duplicates are the docs pipeline-removal pair, the mask-shape IndexError pair, and the bitsandbytes/init_empty_weights _is_hf_initialized pair.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 45020 is the broadest representative of the cluster\u2019s dominant theme: recent v5 regressions that break model loading, especially for remote-code models. It\u2019s more central than the highly specific model- or error-message-only reports.", + "summary": "Mostly a mixed cluster of unrelated model-loading/tokenizer regressions, with a few true duplicates: docs about removed pipeline tasks, the `_is_hf_initialized` init-empty-weights incompatibility, the mask-shape IndexError, and likely the remote-code and Qwen video regressions. Most other pairs are only loosely similar and should stay separate.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella in the set: it captures the general recent-v5 remote-code loading regression that can plausibly subsume concrete follow-ups like 46661.", "canonical_pr_reason": null, - "best_issue_reason": "45020 is the best single issue to anchor this cluster because it captures the widest shared failure mode across several nearby loading/regression reports, even though most items are not true duplicates of it.", + "best_issue_reason": "45020 is the best global representative because it is the most general and central loading-regression report among the issues shown.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they hit different APIs and different slow-paths (skip_special_tokens iteration vs many added tokens)." + "reason": "Both are tokenizer performance regressions, but one is about skip_special_tokens per-item lookup and the other about convert_tokens_to_ids with many added tokens; different code paths." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression: v5 removed pipeline tasks but the documentation still references summarization/translation pipeline usage." + "reason": "Same docs issue: both report stale pipeline task references after v5 removals, just phrased with different examples." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Both concern DeepSeek tokenization, but they describe different model families and different failure modes; not the same concrete bug." + "reason": "Both involve DeepSeek tokenizers, but one is a LlamaTokenizer pre-tokenizer override bug and the other is a DeepSeek-Coder v1 output regression; not clearly the same fix." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Both are model-loading/config issues, but one is composite Qwen multimodal config handling and the other is remote-code model_class/config_class handling." + "reason": "Both touch AutoModel / multimodal loading, but one is from_config text_config unwrapping and the other is remote-code config_class handling; different bugs." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same root cause: unexpected _is_hf_initialized handling in model init/bitsandbytes paths under transformers 5.x / init_empty_weights." + "reason": "Same `_is_hf_initialized` compatibility regression during loading/init_empty_weights; 44291 is the broader form of the same failure." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "One is an untied lm_head weight in a specific model class; the other is silent corruption of non-persistent buffers in from_pretrained." + "reason": "These are different regression types: untied lm_head weights vs silent corruption of non-persistent buffers." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Different failure classes: FineGrainedFP8Config on Qwen3Moe vs bitsandbytes/_is_hf_initialized constructor incompatibility." + "reason": "Different failures: Qwen3Moe FineGrainedFP8Config load path vs bitsandbytes `_is_hf_initialized` constructor incompatibility." }, { "left": "issue:45020", "right": "issue:46661", - "accept": false, - "reason": "Related broadly to remote-code loading, but not the same bug or code path." + "accept": true, + "reason": "Same remote-code model-loading regression in recent transformers; 46661 is a concrete manifestation of the broader breakage described by 45020." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Both involve Whisper/audio, but the titles point to different layers: a model failing to run vs a specific feature-extraction helper issue." + "reason": "Both are audio/Whisper-related, but the titles point to different problems and no clear shared root cause." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed and Qwen3-family training/loading, but one is weight conversion/loading and the other is gradient averaging with GAS." + "reason": "Both involve DeepSpeed, but one is weight conversion/loading and the other is gradient averaging with model_accepts_loss_kwargs; distinct code paths." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading problems, but they concern different models and different symptoms." + "reason": "Both are tokenizer-loading problems, but one is a bad error message for Voxtral and the other is a hard tokenizer failure for a different model." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Both mention gradient checkpointing, but one is a PEFT/LoRA behavior bug and the other is a missing model capability flag on a remote-code variant." + "reason": "Both mention gradient checkpointing, but one is a PEFT/LoRA effectiveness bug and the other is a missing flag on a trust_remote_code model." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Completely different errors: Trainer compute_loss signature mismatch vs tensor mask shape mismatch." + "reason": "Unrelated symptoms: unexpected compute_loss kwarg vs mask/tensor shape mismatch." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 weight-loading issues, but the affected model families and missing parameters differ enough that they are not clearly the same bug." + "reason": "Both are ZeRO-3 Qwen weight-loading failures, but the model variants and missing-weight patterns differ enough that this is too broad to merge." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Both are model loading failures, but for unrelated architectures and no shared concrete code path." - }, - { - "left": "issue:44479", - "right": "issue:44560", - "accept": false, - "reason": "Both are Qwen video regressions in v5.3.0, but one is a broad input regression and the other is a StopIteration in a specific embedding variant." + "reason": "Different model-loading failures for different model families; only the broad theme overlaps." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Different attention-related failures: gradient explosion from position_ids/SDPA fallback vs flash_attention crash on s_aux=None." + "reason": "Different runtime failures: RLHF/SDPA BF16 gradient explosion vs flash_attention sink-less AttributeError." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Same v5.3.0 Qwen video-input regression family; 44560 looks like a specific model manifestation of the broader bug in 44479." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer-loading reports for different models; only the theme overlaps." + "reason": "Different tokenizer/loading complaints for different models; one is Voxtral error messaging, the other is a separate model load failure." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "These are the same mask/tensor shape mismatch IndexError, just with different concrete shapes reported." + "reason": "Same mask-shape IndexError symptom with the same underlying indexed-tensor mismatch; the titles are effectively the same bug." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Unrelated: DeepSpeed training weight shape error vs segmentation-map preprocessing bug." + "reason": "Completely different areas: DeepSpeed training weight-shape error vs image processor void segmentation maps." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different bugs in different models: PagedAttentionCache/group type failure vs checkpoint loading failure." + "reason": "Different model-family issues: PagedAttentionCache/linear_attention vs NemotronH checkpoint loading." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Both are loading problems, but one is NemotronH checkpoint loading and the other is Sam3 text encoder weight loading." + "reason": "Both are model-loading failures, but for different architectures and different root causes." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Unrelated: GGUF gpt-oss support vs autocast dtype mismatch in Phi-tiny-MoE." + "reason": "Unrelated: GGUF gpt-oss support vs a torch.autocast dtype mismatch in Phi-tiny-MoE." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "No common bug: ZeRO-3/BertModel index error vs torch 2.4.1 incompatibility." + "reason": "Different problems: ZeRO-3 index-out-of-bounds during Bert init vs a torch version incompatibility." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Different model-support issues: gpt-oss GGUF vs Qwen3-MoE sliding_window behavior." + "reason": "Different issues in different subsystems; only the Qwen-related naming overlaps." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both are position/rotary-embedding issues, but they affect different model families and distinct code paths." + "reason": "Different low-level bugs: video rope-index scaling vs uninitialized rotary embedding memory after meta-to-empty materialization." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Different root causes and symptoms: ZeRO-3/Bert init index error vs torch version incompatibility." + "reason": "Different symptoms and causes: non-pretrained Bert ZeRO-3 init failure vs torch compatibility issue." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4 bugs, but one is an FSDP2 shared_kv_states KeyError and the other is a device placement mismatch." + "reason": "Both involve Gemma4, but one is an FSDP2 shared_kv_states bug and the other is a device_map auto placement mismatch." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative about heterogeneity. The three accepted soft edges are well supported by the issue titles and descriptions: the docs pipeline-removal pair, the mask-shape IndexError pair, and the bitsandbytes/init_empty_weights _is_hf_initialized pair. The rejected links are generally framed cautiously as related themes rather than duplicates, which fits the evidence." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft edges are plausible from the titles alone, especially the near-identical docs issue, the `_is_hf_initialized` regression, the mask-shape IndexError, and the Qwen video regression family. The remote-code pairing is a bit broader, but the wording is still hedged enough to avoid overstatement." }, "evaluator_used": true, "retried": false, @@ -1886,8 +1892,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -1956,8 +1962,8 @@ "issue:36010|issue:42915", "issue:45812|issue:46489", "issue:45823|issue:46515", - "issue:44560|issue:44805", "issue:44661|issue:45823", + "issue:44560|issue:44805", "issue:38175|issue:43994", "issue:43632|issue:45834", "issue:44877|issue:45030", @@ -1975,241 +1981,235 @@ "issue:44960|issue:44977", "issue:46459|issue:46512" ], - "prepared_review_unit_hash": "bcb268c67da88bf3e3e8f6d2778ed1775fa2ea56f07fafde88e0c9f0bcf44519", + "prepared_review_unit_hash": "1d8003db621f98c5ac014557adbecc296e880ad417d1909dd48e05341db00004", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37470, - "estimated_input_tokens": 9368, - "estimated_eval_tokens": 18992 + "serialized_chars": 37477, + "estimated_input_tokens": 9370, + "estimated_eval_tokens": 18996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports with a few strong duplicate clusters around the non-persistent-buffer v5 regression, SigLIP2 output issues, custom-model initialization, and config-validation load failures. I downgraded the BERT pair 44451/44488 to a likely-related symptom rather than a confirmed duplicate, since the titles alone don\u2019t establish the same underlying regression.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43644 is the clearest and earliest statement of the non-persistent-buffer corruption regression, and issue:44534 is the same bug described later with slightly different wording.", + "summary": "This cluster is mostly a grab-bag of distinct Transformers regressions, with only a couple of clear duplicate pairs. The strongest duplicate theme is the v5 non-persistent-buffer corruption bug; most other pairs are related only by broad subsystem or model family.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43950 is the clearest, most general statement of the shared v5 buffer-corruption regression, and it subsumes the near-duplicate symptom in 43644/44534.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 best anchors the cluster because it states the core regression directly and also has the broadest wording among the duplicate candidates.", + "best_issue_reason": "43950 is the best representative issue because it names the concrete failure mode (`from_pretrained()` corrupting non-persistent buffers) and the regression scope, making it the most useful canonical reference.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Different bug families: GGUF gpt-oss support vs a Float8 storage lookup failure." + "reason": "Different problems: GGUF architecture support vs a Float8 storage lookup error." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different model/path: image preprocessor dtype mismatch vs Qwen3-VL video StopIteration." + "reason": "Both are multimodal, but they hit unrelated paths: image preprocessing dtype mismatch vs video embedding StopIteration." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different audio/embedding leak vs Whisper empty-transcription handling." + "reason": "Distinct bugs: AudioFlamingo3 batched track leakage vs Whisper empty-transcription handling after token alignment." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Import/export failure for a missing class vs meta-device model loading issues." + "reason": "Import/export breakage for a specific class is not the same as meta-device loading failures across models." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Different regressions: non-persistent buffer corruption vs long-OCR index error." + "reason": "Non-persistent-buffer corruption is unrelated to Kosmos2.5 long-input index errors." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 failure and meta-device loading are distinct code paths." + "reason": "Qwen3Moe FP8 loading failure and meta-device loading failure are different code paths and symptoms." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Different subsystems: video inference StopIteration vs MPS histogram on Int." + "reason": "Video StopIteration and an MPS histogram-not-implemented error are unrelated." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same custom-model initialization regression; the notebook report is a narrower manifestation of the broader issue." + "reason": "Same underlying regression: Transformers v5 breaks custom model initialization, with 43645 just adding the Jupyter/notebook context." }, { "left": "issue:44560", - "right": "issue:44805", + "right": "issue:44918", "accept": false, - "reason": "Unrelated failures: video StopIteration vs mask/tensor shape mismatch." + "reason": "Different Qwen3-related failures: video embedding loading vs TRL SFT unpacking." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different attention/compile bugs affecting different models and failure modes." + "reason": "Separate attention-path bugs: SDPA/torch.compile on Bamba vs flash-attention position_ids handling on Qwen3.5." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Both mention torch versions, but they are different compatibility problems on different releases." + "reason": "Generic torch-version incompatibility is too broad; these are not the same concrete flex_attention bug." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Different features: 3d_parallel script failure vs gpt-oss GGUF support." + "reason": "3d_parallel execution failure is unrelated to GGUF gpt-oss model support." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Missing GenerationMixin import is unrelated to Qwen3Moe FP8 failures." + "reason": "An import-path break for GenerationMixin is unrelated to Qwen3Moe FP8 loading." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but the affected model families and likely fixes differ." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer code paths." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device mismatch is unrelated to a general torch 2.4.1 incompatibility report." + "reason": "Gemma4 device-mapping mismatch is unrelated to a torch 2.4.1 compatibility complaint." }, { - "left": "issue:44560", - "right": "issue:44805", + "left": "issue:44661", + "right": "issue:45823", "accept": false, - "reason": "Different concrete bugs: video StopIteration vs tensor/mask index mismatch." + "reason": "Model-type registration logic and Gemma4 forward device placement are different bugs." }, { - "left": "issue:44661", - "right": "issue:45823", + "left": "issue:44560", + "right": "issue:44805", "accept": false, - "reason": "add-new-model-like filtering and Gemma4 device placement are unrelated." + "reason": "Different failure modes: Qwen3-vl StopIteration vs mask/tensor shape mismatch." }, { "left": "issue:38175", "right": "issue:43994", - "accept": true, - "reason": "Same SigLIP2 regression on google/siglip2-base-patch16-224; both describe incorrect outputs from the same model." + "accept": false, + "reason": "Same model family, but the reports describe different symptoms and likely different inference paths; not enough to treat as one bug." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized flag regression is unrelated to Kosmos2.5 long-input indexing." + "reason": "_is_hf_initialized flag breakage is unrelated to Kosmos2.5 OCR index errors." }, { "left": "issue:44877", "right": "issue:45030", - "accept": true, - "reason": "Both report stricter config validation blocking otherwise valid model configs, so they fit one fixable load-failure class." + "accept": false, + "reason": "Both involve config validation, but on different models and likely different missing fields/constraints." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Zero3/Bert initialization failure is unrelated to TOKENIZER_MAPPING_NAMES handling." + "reason": "Zero3/Bert initialization failure is unrelated to add-new-model-like/tokenizer mapping behavior." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Same as above: a zero-sized tensor error under deepspeed is not the tokenizer-mapping bug." + "reason": "Another Zero3/Bert loading bug, not the same as tokenizer mapping registration." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Device-map/offload loading failure and mmap OOM on Strix Halo are different problems." - }, - { - "left": "issue:44661", - "right": "issue:44805", - "accept": false, - "reason": "Tokenizer-mapping logic and mask-shape mismatch are separate bugs." + "reason": "Device-map offload loading and Strix Halo mmap OOM are distinct memory/loading issues." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility and BitNet packed-weight unpacking are unrelated." + "reason": "LoRA compatibility across hf versions and BitNet packed-weight loading are different problems." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Exact same non-persistent-buffer junk regression in Transformers v5, just reworded." + "reason": "Clear duplicate: both describe the same v5 regression where non-persistent buffers get filled with junk during loading." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is an actual inference regression while the other is a documentation/example problem." + "reason": "SigLIP2 bad outputs and a SigLIP2 docs example with model/processor mismatch plus quantization failure are not the same bug." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different Qwen3 issues: device-mapping cuda assert vs FineGrainedFP8Config failure." + "reason": "Both mention Qwen3, but one is auto device-mapping cuda asserts and the other is FineGrainedFP8Config failure." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3Moe FP8 failure is unrelated to Strix Halo mmap/OOM behavior." + "reason": "Qwen3Moe FP8 failure is unrelated to mmap/OOM behavior on Strix Halo." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different model families and different failures: LoRA reuse vs resize_token_embeddings not propagating." + "reason": "LoRA hf4.x/hf5.x incompatibility is unrelated to Gemma4 resize_token_embeddings behavior." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "These are similar BERT load failures, but the titles alone don\u2019t show the same underlying loading regression, so this is only a likely-related symptom pair." + "reason": "Both fail to load BERT models, but the reports name different models and no shared concrete root cause is evident." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention failures are different model/code-path issues." + "reason": "GLM5 is unrelated to Qwen3.5 flash-attention generation failures." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Silent dtype handling for composite checkpoints is distinct from stale config.dtype after from_config()." + "reason": "dtype being ignored in multimodal checkpoint loading is a different code path from from_config leaving model.config.dtype stale." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Most of the summary is grounded in the packet, but it overstates at least one soft-edge accept: issue:44451 vs issue:44488 are clearly similar BERT load failures, but the titles alone do not justify claiming the same underlying loading regression. I\u2019d downgrade that to a cautious \u2018likely related / similar symptom\u2019 rather than a true duplicate. The rest of the accepted pairs look more defensible." + "accept": true, + "feedback": "The canonical issue choice and summary are grounded in the packet, and the soft-edge decisions stay conservative overall. The duplicate 43644/44534 and the broader 43950 theme are well-supported by the titles, and the rejected pairs are mostly distinct enough to justify false." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2298,29 +2298,29 @@ "issue:43425|issue:43957", "issue:43873|issue:44387", "issue:39692|issue:44960", - "issue:41720|issue:44155", "issue:42947|issue:45704", + "issue:41720|issue:44155", "issue:45663|issue:45759", "issue:43404|issue:43454", "issue:44291|issue:44756", "issue:36010|issue:39404", - "issue:44387|issue:44756", - "issue:45663|issue:45859" + "issue:45663|issue:45859", + "issue:44387|issue:44756" ], - "prepared_review_unit_hash": "425fc65696a75267e6ed61aa06d4b90d1b9ca165b314d7bb97f72677780a5e10", + "prepared_review_unit_hash": "d7022c032ffbe30c585eb07d21ef3757727e14195988396e64e687665e66e4f2", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36207, + "serialized_chars": 36208, "estimated_input_tokens": 9052, "estimated_eval_tokens": 18360 }, @@ -2329,174 +2329,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate pairs are thematically related but not true duplicates. I\u2019d merge two pairs as the same underlying code-path bug: the `resize_token_embeddings` regressions and the missing `lm_head` weight-tying regressions. The rest are better treated as separate issues.", + "summary": "This cluster is mostly a set of unrelated model-specific Transformer regressions. The only clear duplicate-style pairs are the resize_token_embeddings propagation bug and the untied lm_head bug in multimodal generation models.", "confidence": 0.79, - "canonical_issue_reason": "Issue 45276 is the strongest canonical issue: it describes a concrete, user-visible regression in `resize_token_embeddings` with clear affected outputs, and its paired issue is the narrower variant of the same behavior on a related model family.", + "canonical_issue_reason": "issue:45292 is the best umbrella representative: it states the resize_token_embeddings bug in the most general form, making it a better canonical anchor than the model-specific variants.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45276 is the best global issue anchor because it is specific, actionable, and broad enough to represent the shared embedding-resize regression pattern across the duplicate pair.", + "best_issue_reason": "issue:45292 is the most reusable issue to keep open as canonical because it is concise, generic, and subsumes the more specific resize_token_embeddings reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Different models and failure modes; both are generic broken-example reports, not the same underlying bug." + "reason": "Different models and failures; one is GraniteMoEHybrid invalid method calls, the other is a Nemotron example breakage." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Both involve Qwen3.5, but one is ZeRO-3 weight loading and the other is incorrect save_pretrained visual encoder keys; separate code paths." + "reason": "Both are Qwen3.5-related, but one is ZeRO-3 loading of language_model weights and the other is save_pretrained writing wrong visual encoder keys." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5.0 regressions, but one is non-persistent buffers and the other is Jupyter custom-model init; unrelated bugs." + "reason": "Unrelated Transformers 5 regressions: junk-filled non-persistent buffers versus Jupyter custom model initialization." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model loading failures, but they affect different models and likely different tokenizer code paths." + "reason": "Both are tokenizer/model-loading complaints, but they involve different models and different failure modes." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "One is Qwen3 MoE training memory usage, the other is quantization offloading; not the same bug." + "reason": "Different memory/offload problems; Qwen3 MoE training memory use is not the same as quantization offloading behavior." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both mention memory/OOM, but one is training memory inefficiency and the other is int4 quantization reserved-memory growth; distinct issues." + "reason": "Both mention memory, but one is training-time inefficiency and the other is int4 quantization reserved-memory OOM." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Shared SigLIP2 theme, but 39692 is a docs/example mismatch plus quantization failure while 43994 is bad outputs from AutoModel/pipeline; not the same concrete defect." + "reason": "Same family, but one is a docs example with multiple errors and the other is wrong inference results in AutoModel/pipeline." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Different models and different APIs; one is LoRA compatibility across branches, the other is resize_token_embeddings not updating output embeddings." + "reason": "Different bugs: qwen3_moe LoRA compatibility across branches versus resize_token_embeddings not updating outputs." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different models and loading failures; no shared code-path evidence." + "reason": "Different models and code paths; one is Qwen3 MoE weight conversion with accelerate/deepspeed, the other is GLM-4.7-Flash loading in tests." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint resumption math and SGD argument handling are unrelated." + "reason": "Trainer checkpoint-resume step calculation is unrelated to SGD optimizer arguments being ignored." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model-loading failures on different models; no sign of a shared root cause." + "reason": "Different load failures affecting different models; no shared underlying bug is evident." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "LoRA branch-compatibility problem versus Qwen3-VL shape mismatch; separate issues." + "reason": "Qwen3 MoE LoRA branch compatibility is unrelated to Qwen3-VL weight shape mismatch." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 model-loading issue versus sinq quantization save/load corruption; different bugs." + "reason": "Different model families and different save/load failures." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both touch save/load paths, but extra_state handling and unexpected `_is_hf_initialized` during init_empty_weights are different failures." + "reason": "Both are loading/saving related, but one is extra_state handling and the other is init_empty_weights argument plumbing." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizer classes/models and the underlying changes are not clearly the same." + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenizer behaviors." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different frontends and different model families; no shared underlying bug is evident." + "reason": "Unrelated crashes: Qwen3.5 chat failure versus Gemma4Processor missing _tokenizer." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Both report the same `resize_token_embeddings` regression: the resize does not propagate to downstream embeddings/output heads in related composite model classes." + "reason": "Same underlying resize_token_embeddings propagation bug: secondary embedding/output layers are not updated, just in different composite model variants." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both mention flash attention, but one is a position_ids packing crash and the other is an s_aux=None AttributeError; different code paths." + "reason": "Both involve flash_attention, but one is a packed-sequence position_ids crash and the other is an s_aux=None attribute error." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both are tokenizer-loading complaints, but they concern different models and likely different special-token handling bugs." + "reason": "Related tokenizer-loading complaints, but the reported models and symptoms are different enough to treat as separate issues." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "General version incompatibility versus meta-device loading failures; too broad and not the same defect." + "reason": "Torch version incompatibility is not the same as meta-device loading breakage." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Offloading/quantization behavior versus int4 reserved-memory OOM; separate memory problems." + "reason": "Both touch quantization/memory, but one is offloading behavior and the other is increased reserved CUDA memory under int4." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 docs/example issue and GLM5 loading issue are unrelated." + "reason": "Completely different model/documentation problems." }, { - "left": "issue:41720", - "right": "issue:44155", + "left": "issue:42947", + "right": "issue:45704", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert versus AudioFlamingo3 batched inference leakage; unrelated." + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the T5 apex RMSNorm memory leak." }, { - "left": "issue:42947", - "right": "issue:45704", + "left": "issue:41720", + "right": "issue:44155", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the apex RMSNorm memory leak." + "reason": "Different subsystems and failures; device-mapping CUDA assert is not an AudioFlamingo3 batch inference leak." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma-4 FSDP2 KeyError and Qwen multimodal config unwrapping are different model-internal bugs." + "reason": "Different bugs in different composite-model code paths; no single fix would plausibly cover both." }, { "left": "issue:43404", "right": "issue:43454", "accept": true, - "reason": "Both describe missing `lm_head` weight tying in multimodal generation models, causing incorrect or garbage generation; same underlying fix class." + "reason": "Same bug pattern: lm_head weights are not tied, causing bad generation in closely related multimodal/generative model classes." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Meta/init_empty_weights loading error versus disabling mmap to avoid OOM; unrelated." + "reason": "Meta-init loading TypeError is unrelated to mmap causing OOM." }, { "left": "issue:36010", @@ -2505,22 +2505,22 @@ "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language behavior." }, { - "left": "issue:44387", - "right": "issue:44756", + "left": "issue:45663", + "right": "issue:45859", "accept": false, - "reason": "Different OOM causes: quantization reserved memory versus mmap on Strix Halo." + "reason": "Both involve Qwen3-related model code, but the FSDP2 shared_kv_states bug is different from CPU-offload incompatibility in rotary embeddings." }, { - "left": "issue:45663", - "right": "issue:45859", + "left": "issue:44387", + "right": "issue:44756", "accept": false, - "reason": "Both involve Qwen/Gemma model internals, but one is FSDP2 shared_kv_states and the other is CPU-offload rotary embedding compatibility." + "reason": "Int4 quantization OOM is not the same as mmap OOM on Strix Halo." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The two accepted pairs are well-supported by the issue titles: 45276/45335 both describe `resize_token_embeddings` failing to propagate to downstream embeddings, and 43404/43454 both describe missing `lm_head` weight tying causing bad generation. The remaining pairs are reasonably treated as separate issues based on the available evidence." + "feedback": "The assessment is conservative and stays close to the packet. The two accepted pairs are the only ones that clearly read as the same underlying bug pattern, and the rejections do not overreach beyond the evidence. Minor wording note: issue:45292 is a good canonical reference, but it is closed in the packet, so \"keep open\" is a bit imprecise; that does not materially affect the clustering judgment." }, "evaluator_used": true, "retried": false, @@ -2536,8 +2536,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -2618,22 +2618,22 @@ "issue:39404|issue:45701", "issue:43611|issue:43645", "issue:39404|issue:46665", - "issue:44530|issue:45084", "issue:44683|issue:45823", + "issue:44530|issue:45084", "issue:43425|issue:45823", "issue:43425|issue:43716", "issue:44589|issue:45084", "issue:44479|issue:44805", "issue:43906|issue:44530" ], - "prepared_review_unit_hash": "2b12845dfcf2cc21fc9bb260407d4b879534089da837b66d82ec2a174cf65f10", + "prepared_review_unit_hash": "611fe7f745854538a3063f177a8c665fad0d4a999c1081eb2d6b14be45a6e45a", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 48, @@ -2648,222 +2648,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: tokenizer regressions, checkpointing bugs, model-loading breakages, and hardware/dtype issues do not look like one duplicate set. The only clear near-duplicate subcluster is the resize_token_embeddings/output_embeddings reports around 45292.", - "confidence": 0.66, - "canonical_issue_reason": "Issue 45292 is the broadest and cleanest representative of the resize_token_embeddings/output_embeddings bug family; the Gemma4 and t5gemma reports look like narrower variants of the same underlying propagation problem.", + "summary": "This cluster is mostly a grab-bag of distinct Transformers regressions across tokenizers, model loading, quantization, checkpointing, and device/dtype issues. The only clear duplicate-like subgroup is the `resize_token_embeddings` / `output_embeddings` regression spanning three issues; the rest are too different to merge safely.", + "confidence": 0.84, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster; the closest true duplicate set is the `resize_token_embeddings` / `output_embeddings` regression, where issue 45292 is the broadest formulation and best anchor for that mini-cluster.", "canonical_pr_reason": null, - "best_issue_reason": "45292 is the strongest standalone issue to keep as the representative bug report because it captures the shared API-level failure without overfitting to one model family.", + "best_issue_reason": "Issue 45292 is the best representative of the only near-duplicate family in the set: it states the core `resize_token_embeddings` \u2192 `output_embeddings` failure concisely, while 45276 and 45335 read as model-specific variants of the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different models and different quantization/loading symptoms; no shared code-path evidence." + "reason": "Both are quantization/loading failures, but they affect different models and likely different code paths (`NVFP4` vs `MXFP4` fallback)." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading breakage and mmap/OOM mitigation are unrelated problems." + "reason": "One is a `torch.device(\"meta\")` model-loading regression; the other is an Strix Halo mmap/OOM workaround. Same broad area, not the same bug." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Audio track token leakage and Gemma4 device mismatch are distinct bugs in different subsystems." + "reason": "AudioFlamingo track-leak bug and Gemma4 device mismatch are unrelated failures in different models/subsystems." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is LoRA inefficacy and the other is eval-mode incompatibility." + "reason": "Both mention gradient checkpointing, but one is a LoRA inefficacy report and the other is an eval-mode restriction; different problems." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Sparse-layer construction and Gemma4 shared_kv_states reuse are different model-specific defects." + "reason": "Different models and different failures: sparse-layer construction vs FSDP2 `shared_kv_states` rebuilding." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading and a broken Nemotron example are related only by model family, not by bug." + "reason": "Both mention Nemotron, but one is a checkpoint-loading failure and the other is an example script regression; not the same underlying bug." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same resize_token_embeddings propagation bug; 45276 is just a Gemma4-specific manifestation of the broader output_embeddings failure." + "reason": "Same core bug: `resize_token_embeddings` does not update output embeddings; 45276 just adds the Gemma4-specific `embed_tokens_per_layer` symptom." }, { "left": "issue:45685", "right": "issue:46468", "accept": false, - "reason": "MPS histogram support and the Nemotron example issue are unrelated." + "reason": "Unrelated: MPS histogram support error vs broken Nemotron example." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video input regression for Qwen VL models and strict granite_speech config loading are separate issues." + "reason": "Video-input regression in Qwen VL models vs strict-config loading issue for Granite speech are different bugs." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling and Strix Halo mmap OOM are different code paths." + "reason": "`extra_state` save/load failure and Strix Halo mmap OOM are unrelated." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode checkpointing and RLHF NaN explosions from 3D position_ids are not the same bug." + "reason": "Checkpointing-in-eval-mode and RLHF NaN explosion from SDPA fallback are different failure modes." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "flash_attention.py s_aux=None crash and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." + "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP2 `shared_kv_states` issue are unrelated." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "File permission propagation and wrong custom-module loading after save_pretrained are distinct failures." + "reason": "Both involve custom-model save/load, but one is read-only permission propagation and the other is wrong module restoration after `save_pretrained`." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7-Flash test-loading failure and Qwen3.5 save_pretrained regression do not share a concrete bug." + "reason": "Different regression classes: GLM-4.7-Flash unit-test loading vs Qwen3.5 checkpoint serialization." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "BPE marker handling and continue_final_message behavior are different tokenizer problems." + "reason": "Both are tokenizer-related, but BPE-marker handling and `continue_final_message` behavior are separate issues." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch and torch.device(\"meta\") loading issues are different failures." + "reason": "Autocast dtype mismatch in Phi MoE and meta-device loading failures are unrelated." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Both report the same resize_token_embeddings propagation bug affecting downstream embedding/output layers; model name differs, not the underlying defect." + "reason": "Same underlying `resize_token_embeddings` propagation bug: both report output/decoder embeddings not being updated; 45335 is a T5Gemma-specific variant." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in notebooks and Trainer resume max_steps miscalculation are unrelated." + "reason": "Custom-model initialization breakage and `resume_from_checkpoint` step \u0917\u0923\u0928\u093e are unrelated." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch and ScandiBERT loading failure are not the same underlying bug." + "reason": "Tokenizer vocab-size mismatch for one model and loading failure for another are not the same bug." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model initialization and extra_state save/load handling are separate regressions." + "reason": "Notebook custom-model init regression and `extra_state` save/load failure are different custom-model issues." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Missing Float8 storage support and mmap OOM avoidance are unrelated." + "reason": "Float8 storage lookup failure and Strix Halo mmap/OOM are unrelated." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility and autocast dtype mismatch are different issues." + "reason": "Torch 2.10 compatibility and autocast dtype mismatch are different problems." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Granite token ID regression is correctness; convert_tokens_to_ids slowdown is performance only." + "reason": "Wrong Granite token IDs and slow `convert_tokens_to_ids` are both tokenizer regressions but not the same underlying bug." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Slow added-token lookup and CodeLlama leading-space round-trip are distinct tokenizer behaviors." + "reason": "Slow token conversion and CodeLlama leading-space round-trip regression are unrelated." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper return_language pipeline breakage and tokenization-version differences are unrelated." + "reason": "Whisper `return_language` pipeline breakage and tokenization changes are different issues." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both involve custom models, but one is base_model_prefix loading and the other is notebook initialization semantics." + "reason": "Both concern custom-model loading after v5, but `base_model_prefix` handling and Jupyter notebook initialization are distinct failure modes." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline regression and from_pretrained inside Python classes are unrelated." + "reason": "Whisper pipeline language return bug and `from_pretrained` inside Python classes are unrelated." }, { - "left": "issue:44530", - "right": "issue:45084", + "left": "issue:44683", + "right": "issue:45823", "accept": false, - "reason": "PagedAttentionCache linear_attention failure and compile non-template-node error are different code paths." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-mapping mismatch are different code paths." }, { - "left": "issue:44683", - "right": "issue:45823", + "left": "issue:44530", + "right": "issue:45084", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are unrelated." + "reason": "PagedAttentionCache `linear_attention` crash and non-template-node compile error are unrelated." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch 2.10 compatibility and Gemma4 forward device placement are different problems." + "reason": "Torch version compatibility and Gemma4 forward device mismatch are not the same bug." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch compatibility and Mistral-3 image-preprocessor dtype mismatch are not the same bug." + "reason": "Torch compatibility issue and Mistral-3 dtype mismatch are unrelated." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup and template-node compilation errors are unrelated." + "reason": "Float8 storage lookup failure and compiler template-node error are different failures." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Qwen video-input regression and mask-shape IndexError are different defects." + "reason": "Qwen VL video-input regression and mask/tensor shape mismatch are not the same underlying issue." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "A reproduction of another issue and a PagedAttentionCache crash do not match the same underlying bug." + "reason": "An isolated reproduction of an old issue and a Qwen3.5 PagedAttentionCache crash are too different to treat as duplicates." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: most pairs are clearly different bug families, and the resize_token_embeddings/output_embeddings trio around 45292 is the only convincingly related subcluster. The accepted soft-edge pairs are conservative and supported by the issue titles, and none of the reject verdicts overstate similarity." + "feedback": "The summary is well grounded in the packet and stays conservative about the non-duplicates. The only accepted soft edges are the clearly related `resize_token_embeddings`/`output_embeddings` issues, which the titles support. No overstatement stands out, and the rest of the pairwise rejections are appropriately cautious." }, "evaluator_used": true, "retried": false, @@ -2879,8 +2879,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -2962,202 +2962,202 @@ "issue:43643|issue:44530", "issue:43541|issue:45084" ], - "prepared_review_unit_hash": "fb61fa34205899f846421398544040c07b191a8c0f6e1551922283273956fc90", + "prepared_review_unit_hash": "94a7c71f078761b542bdeff9c2a92ff8684455403d75260980519fe189890f11", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35663, - "estimated_input_tokens": 8916, - "estimated_eval_tokens": 18088 + "serialized_chars": 35665, + "estimated_input_tokens": 8917, + "estimated_eval_tokens": 18090 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of Transformers v5-era regressions, mostly around loading/tokenizers/model plumbing, but the soft pairs are not true duplicates of one another. They share broad subsystem similarity, not the same underlying bug.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43611 is the broadest and most representative issue here: a general Transformers 5.0 model-loading regression centered on core loading behavior. It best matches the cluster\u2019s overall theme without overfitting to one model family.", + "summary": "This looks like a heterogeneous cluster of Transformers v5 regression reports, mostly model/tokenizer loading issues and a few unrelated runtime/device bugs. I do not see any true duplicate pairs among the soft edges, so I\u2019d keep them separate and use the broad loading-regression issue as the best anchor.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43611 is the broadest, most central loading-regression report in the set and is a better cluster anchor than the many model-specific edge cases.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best issue to anchor this cluster because it is a high-level loading regression that reflects the common pattern across the set, while still being concrete enough to label the group.", + "best_issue_reason": "issue:43611 is the most representative of the overall cluster because it describes a core framework-level loading break rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-only mismatches, but they concern different documentation problems: return_all_scores vs removed pipeline task names." + "reason": "Both are docs complaints, but they cover different removed/changed pipeline docs and different mismatches." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "One is a Torch 2.10 compatibility issue; the other is a Qwen3.5 SFT trainer embedding-unpacking failure. Different root causes and code paths." + "reason": "Torch 2.10 incompatibility is unrelated to the Qwen3.5 embedding unpacking failure." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "SigLIP2 bad outputs is a model/pipeline behavior bug; ModelOutput key assignment with None is a generic container bug. Not the same bug." + "reason": "One is a SIGLIP2 inference regression; the other is a ModelOutput key-assignment bug." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export failure from torch_compilable_check is unrelated to Perceiver interpolation / non-default resolution handling." + "reason": "Different subsystems: torch.export / torch_compilable_check versus Perceiver positional interpolation." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT MLM prediction regressions and est-roberta tokenizer loading are different model-specific failures, not one shared defect." + "reason": "Different model/tokenizer failures: CamemBERT masked-LM predictions vs EMBEDDIA tokenizer loading." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5Tokenizer method-name conflict and gguf_file loading breakage are different tokenizer/loading paths with different failure modes." + "reason": "Both involve loading, but the T5 tokenizer method-name conflict and gguf_file handling are distinct bugs." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper return_language pipeline regression and MXFP4 quantization fallback are unrelated model-specific issues." + "reason": "Whisper pipeline return_language and MXFP4 quantization fallback are unrelated regressions." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "save/from_pretrained extra_state handling and text_config unwrapping in from_config are distinct serialization/config bugs." + "reason": "Save/from_pretrained extra_state handling is a different code path from AutoModelForCausalLM config unwrapping." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load corruption and continue_final_message behavior for mistral_common tokenizers are different concrete problems." + "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are separate issues." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Qwen3VL MoE loading breakage from a dev version and Qwen3-VL-30B-A3B-Instruct shape mismatch are not the same loading defect." + "reason": "Both are Qwen3-VL-related, but one is a version-wide loading regression and the other is a specific shape-mismatch case." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "Isolated reproduction of an earlier issue and mistral_common continue_final_message are unrelated." + "reason": "An isolated reproduction of another issue is not the same bug as the mistral_common tokenizer message issue." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Tokenizer loading for EMBEDDIA/est-roberta and _patch_mistral_regex backend_tokenizer crashes are different tokenizer failures." + "reason": "Tokenizer loading for EMBEDDIA/est-roberta and the Mistral regex patch crash are different failures." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Both mention memory, but one is Qwen3 MoE training efficiency and the other is mmap/OOM on Strix Halo. Different causes and mitigations." + "reason": "Both mention memory, but Qwen3 MoE training inefficiency and Strix Halo mmap OOM are different causes." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed ZeRO3/BertModel index error and compiled flex_attention torch>=2.9 failure are unrelated runtime/compiler issues." + "reason": "Deepspeed ZeRO-3/BertModel initialization and compiled flex_attention on new torch versions are unrelated." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "extra_state save/load handling and video-input regression in v5.3 are different bugs." + "reason": "save/from_pretrained extra_state handling is unrelated to the Qwen2.5-VL/Qwen3-VL video-input regression." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Loading cjvt/sleng-bert and mistral regex patch crashes are separate tokenizer-loading failures." + "reason": "Loading sleng-bert and crashing in _patch_mistral_regex are different tokenizer bugs." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "cjvt/sleng-bert loading and physical-intelligence/fast loading failures are distinct model/tokenizer issues." + "reason": "Both are loading regressions, but for different models and different failure modes." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading while the other is junk-filled non-persistent buffers. Not the same code-path bug." + "reason": "Both are v5 regressions, but base_model_prefix loading and non-persistent buffer junk are distinct bugs." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Ignoring tokenizer.json in AutoTokenizer and DeepSeek-Coder tokenizer corruption are different tokenizer bugs." + "reason": "AutoTokenizer ignoring tokenizer.json and DeepSeek-Coder v1 incorrect output are not the same concrete tokenizer bug." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Ministral tokenizer BPE marker handling and Mistral3 lm_head weight tying are unrelated issues in the same general family." + "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head tying are different model issues." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor dtype mismatch and template-node compilation failure are different multimodal/compilation problems." + "reason": "Image-preprocessor dtype mismatch is unrelated to the compile-time template-node error." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer special-token conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + "reason": "T5 tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "XLNet CPU allocation bug and Qwen3.5 MoE rotary embedding CPU-offload incompatibility are different device-placement issues." + "reason": "Both are device-placement bugs, but XLNet CPU arange and Qwen3_5Moe CPU offload are different code paths." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error and Whisper return_language pipeline regression are unrelated." + "reason": "Trainer GPU broadcast TypeError and Whisper return_language regression do not share the same underlying bug." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP structure inconsistency and Sam3Model text encoder weight loading are different model-loading regressions." + "reason": "CLIP text-model structure inconsistency is unrelated to Sam3Model text-encoder weight loading." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "add-new-model-like mapping behavior and torch.export / torch_compilable_check failures are different developer/runtime paths." + "reason": "add-new-model-like mapping failure and compiled flex_attention on torch>=2.9 are unrelated." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache linear_attention crashes are unrelated bugs." + "reason": "trust_remote_code config fields and PagedAttentionCache linear_attention crash are different issues." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch dynamo grouped_mm tracing failure in Mixtral and non-template-node compilation errors are different compiler/tracing issues." + "reason": "Mixtral grouped_mm tracing failure and non-template-node compilation failure are not the same bug." } ] }, @@ -3176,8 +3176,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -3249,8 +3249,8 @@ "issue:44987|issue:44991", "issue:43262|issue:43377", "issue:43746|issue:46326", - "issue:42915|issue:45084", "issue:43883|issue:44991", + "issue:42915|issue:45084", "issue:44403|issue:45081", "issue:44464|issue:45987", "issue:43646|issue:44534", @@ -3260,26 +3260,26 @@ "issue:43377|issue:43819", "issue:42915|issue:44291", "issue:43994|issue:44610", - "issue:44451|issue:45081", "issue:44987|issue:45081", + "issue:44451|issue:45081", "issue:28530|issue:34567", "issue:36032|issue:43742", "issue:42915|issue:44589" ], - "prepared_review_unit_hash": "b488ed01e7de08cad4f42bd40f0731353b0333175ca6088c0ea8b8f229932a14", + "prepared_review_unit_hash": "adbc0807d92fd87a8d79cf81665143714d7f6dc6ebd4d792a51931ebba32bc38", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38005, + "serialized_chars": 38007, "estimated_input_tokens": 9502, "estimated_eval_tokens": 19260 }, @@ -3288,226 +3288,223 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous, with mostly unrelated bug reports plus one clear duplicate family around GGUF loading. There is no meaningful PR cluster here; the best issue anchor is the broad v5 regression ticket that has the clearest duplicate relationship in the set.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 43644 is the clearest duplicate anchor among the items: it is a concrete v5 regression and has an almost verbatim twin in 44534, making it the strongest representative of the cluster\u2019s most duplicate-like subthread.", + "summary": "The items are mostly unrelated Transformers bugs, with one loose mini-theme around v5 custom-model initialization/state handling. No soft pair looks like the same concrete bug, so all candidate duplicate edges are rejected.", + "confidence": 0.46, + "canonical_issue_reason": "issue:43646 is the broadest and most representative of the v5 custom-model initialization regression theme; several nearby issues are narrower variants of init/state/buffer handling.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43644 is the best single representative of the set because it is the cleanest, most specific duplicate-worthy report, while most other items are unrelated one-off regressions or model-specific failures.", + "best_issue_reason": "issue:43646 best captures the cluster's dominant v5 model-initialization breakage without being overly niche.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Different failures: Apple Silicon allocator warmup TypeError vs. _is_hf_initialized flag regression." + "reason": "Different bugs: AppleSilicon warmup TypeError vs `_is_hf_initialized` flag regression." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Both mention Qwen, but one is FP8 config failure and the other is PagedAttentionCache linear_attention handling; different code paths." + "reason": "Different code paths: FineGrainedFP8Config failure vs PagedAttentionCache invalid group type on Qwen3.5." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading failures, but for different models and likely different regressions." + "reason": "Both are model-loading failures, but for different models and likely different root causes." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity issue vs. tokenizer backend post-processor update bug; unrelated behavior." + "reason": "Perplexity/quality issue vs tokenizer post-processor runtime update bug." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 regressions, but one is about non-persistent buffers and the other about custom model initialization; not the same bug." + "reason": "Related v5 regression theme, but one is non-persistent buffer serialization and the other is custom model initialization." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token-count tracking vs. Qwen2.5-VL multi-image iterable dataset failure; unrelated." + "reason": "Trainer token counter bug vs multi-image IterableDataset finetuning failure." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Both concern backend packaging/registration, but they describe different backend problems." + "reason": "Backend installation metadata issue vs unsupported tensorflow_text backend lookup." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens and the other is empty transcription after align_special_tokens; different defects." + "reason": "Both involve Whisper/tokenization, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after alignment." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both are audio-feature related, but the reported crashes and code paths differ." + "reason": "Both are audio feature-extraction regressions, but one is unsupported center arg and the other is a different fbank helper issue." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing all_tied_weights_keys in Molmo vs. failure loading a specific BERT model; unrelated." + "reason": "Different loading failures for different models; no shared concrete failure mode is shown." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer API conflict vs. custom model initialization breakage; different problems." + "reason": "Tokenizer method-name conflict vs custom model initialization breakage in notebooks." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Qwen2.5-VL multi-image batching vs. mistral_common continue_final_message behavior; unrelated." + "reason": "Different modalities and failures: multi-image Qwen2.5-VL finetuning vs mistral_common continue_final_message behavior." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "TypeError compiling template nodes vs. GraniteMoEHybrid invalid method call; unrelated." + "reason": "Generic compile/template TypeError vs GraniteMoEHybrid invalid-method call; only broad API churn overlaps." }, { "left": "issue:43452", "right": "issue:43482", - "accept": true, - "reason": "Both point to the same GGUF loading regression: generic gguf_file/from_pretrained breakage, with 43482 a specific Qwen2.5-GGUF instance." + "accept": false, + "reason": "Different GGUF/from_pretrained failure modes; one is API breakage, the other is version-specific loading failure." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "device_map=auto offload/dequantization failure is a different code path from GGUF loading." + "reason": "Different loading paths: dequantized device_map offload vs Qwen2.5-GGUF v5 loading failure." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are model/tokenizer loading failures, but they affect different models and do not show the same underlying bug." + "reason": "Both are v5 tokenizer/model loading failures, but for different models and not the same underlying bug." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio processor sampling-rate defaulting vs. MIMI batch-padding-mask discrepancy; unrelated." + "reason": "Audio processor chat-template sampling-rate bug vs MIMI batched-vs-single padding-mask discrepancy." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT/local checkpoint loading vs. mistral_common chat-template behavior; unrelated." + "reason": "PEFT/local checkpoint loading issue vs tokenizer continue_final_message bug; different code paths." }, { - "left": "issue:42915", - "right": "issue:45084", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs. template compilation error; unrelated." + "reason": "Different model-specific loading failures; no evidence they share one root cause." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:42915", + "right": "issue:45084", "accept": false, - "reason": "Tied-weights attribute error vs. tokenizer loading failure for a different model; unrelated." + "reason": "Qwen3Moe FP8 config failure vs template compilation error are unrelated." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Generic loading noise vs. Mistral regex patch crash; different issues." + "reason": "Noise/logging complaint vs Mistral regex patch crash; not the same bug." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is not the same as StaticCache seq-length contract bug." + "reason": "Chunked generation mismatch vs StaticCache sequence-length contract bug." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Both are v5 initialization regressions, but one is custom model init and the other is non-persistent buffer corruption; not clearly the same bug." + "reason": "Both are v5 regressions, but one is custom model initialization and the other is non-persistent buffer junking." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization in Jupyter is distinct from buffer initialization corruption." + "reason": "Notebook custom-model initialization issue vs non-persistent buffer corruption are distinct failures." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen family issues: hidden-states bug vs. rope-index temporal scaling bug." + "reason": "Qwen3.5 hidden-states bug vs Qwen2.5-VL rope-index scaling bug; different models and symptoms." }, { "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 a serialization inconsistency; not the same defect." + "reason": "Related weight-tying theme, but one is a model-specific missing tie and the other is device-dependent serialization inconsistency." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Different model families and failure modes, only loosely similar because both involve mismatches between expected and actual outputs." + "reason": "MIMI padding-mask batch inconsistency vs DAC from_latents / missing STE mismatch." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FP8 Qwen3Moe failure vs. init_empty_weights/_is_hf_initialized TypeError; unrelated." + "reason": "FP8 config failure vs init_empty_weights unexpected `_is_hf_initialized` argument; different init paths." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different vision-model preprocessing issues; not the same underlying bug." + "reason": "Different vision-model processor bugs: nonsensical outputs vs wrong image size from processor." }, { - "left": "issue:44451", + "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "General model loading failure vs. Mistral tokenizer regex patch crash; unrelated." + "reason": "Tokenizer/model loading failure vs Mistral tokenizer regex patch crash; not the same underlying bug." }, { - "left": "issue:44987", + "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different model-loading problems with different triggers and code paths." + "reason": "Model loading failure for a specific checkpoint vs a tokenizer regex patch attribute error." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early stopping metric selection vs. TrainerState token-count tracking; unrelated." + "reason": "Early stopping metric selection issue vs TrainerState input-tokens counter not updating." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer method conflict vs. MobileLLM key error; unrelated." + "reason": "Tokenizer class method conflict vs key error loading MobileLLM-125M." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FP8 config failure vs. missing Float8 storage type; different low-level problems." + "reason": "Qwen3Moe FP8 config failure vs missing Float8 storage type; different low-level problems." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative. The chosen anchor around issue 43644/44534 is well supported, and the only accepted soft pair (43452/43482) looks plausibly duplicate-like from the titles. The other pairwise rejections are appropriately cautious and do not overstate similarity." - }, - "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 }, @@ -3519,8 +3516,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -3603,209 +3600,218 @@ "issue:43632|issue:44534", "issue:43482|issue:45538" ], - "prepared_review_unit_hash": "3babbe25b08339f9d6d9d676626b9a8822d410505837cd7ec5cd1ace86e85c40", + "prepared_review_unit_hash": "0a45eade6adf9863e860a3c6c343b88efd04f758ae3958f48d5975b520a57fd2", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35680, - "estimated_input_tokens": 8920, - "estimated_eval_tokens": 18096 + "serialized_chars": 35691, + "estimated_input_tokens": 8923, + "estimated_eval_tokens": 18102 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: several unrelated model/tokenizer/regression reports are loosely similar, but none of the soft pairs look like true duplicates of the same underlying bug/change. I would not merge any pair.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a grab-bag of unrelated regression and model-specific bug reports. The only clear duplicate-like pair is the two Qwen3.5 save_pretrained checkpoint issues (45216 / 45357).", + "confidence": 0.89, + "canonical_issue_reason": "issue:45216 is a clear, high-signal regression report with an explicit version boundary and broad checkpoint-save impact; it is the best single issue to anchor the Qwen3.5 save_pretrained problem.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45216 is the strongest representative issue in the set because it describes a concrete regression, identifies the affected model family, and likely captures the core save_pretrained failure behind the related follow-up report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Performance/profiling issue about per-token GPU syncs vs a cache API contract bug; different code paths and symptoms." + "reason": "Different bugs: one is generation performance overhead from GPU sync/dispatch, the other is a StaticCache return-type contract issue." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Tokenizer AddedToken argument conflict vs model loading failure for a specific checkpoint; unrelated failures." + "reason": "Both involve tokenizer/model loading failures, but they point to different code paths and symptoms; not the same concrete bug." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export/torch_compilable_check bug vs processor image-size mismatch; not the same underlying bug." + "reason": "Unrelated failures: torch.export with torch_compilable_check versus an OmDet-Turbo processor image-size mismatch." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both involve Qwen VL/video-image behavior, but one is a v5.3 video-input regression and the other is a still-image RoPE position-id scaling bug; distinct paths." + "reason": "Both touch Qwen VL/video behavior, but 44479 is a broad multi-model video-input regression while 45325 is a specific still-image temporal-position scaling bug." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Different models and different failures: Llava Next segfault on load vs Qwen3OmniMoe video ValueError." + "reason": "Different models and failure modes: Llava Next load segfault versus Qwen3OmniMoe video-processing ValueError." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE vs strict config loading for granite_speech; no shared bug." + "reason": "Different issues in different model families: Qwen3-MoE sliding_window versus granite_speech config strictness." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer class method conflict vs auto device mapping CUDA assert; unrelated subsystems." + "reason": "Completely unrelated: a T5 tokenizer method conflict versus a Qwen3 auto device-mapping CUDA assert." }, { "left": "issue:45216", "right": "issue:45357", - "accept": false, - "reason": "Both are Qwen3.5 save_pretrained regressions, but they report different incorrect outputs/keys and appear to be separate fixes." + "accept": true, + "reason": "Same underlying Qwen3.5 save_pretrained/checkpoint regression; 45357 looks like a narrower symptom of the broader issue in 45216." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer load failure vs slow convert_tokens_to_ids regression; different behaviors and likely different fixes." + "reason": "Both concern tokenizers, but one is a loading failure and the other is a performance regression in convert_tokens_to_ids." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 compatibility failure vs noisy loading output; not the same bug." + "reason": "Different problems: Torch 2.10 compatibility versus noisy loading logs." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM vs Qwen3-MoE sliding_window; unrelated issues." + "reason": "Different model families and different failure modes; no shared concrete code-path bug." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction bug vs compiled flex_attention failure on newer torch; different code paths." + "reason": "Unrelated: fbank feature extraction issue versus compiled flex_attention failing on newer torch." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Model loading with base_model_prefix vs non-persistent buffer initialization junk; both v5 regressions but not the same issue." + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; not the same bug." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "IterableDataset multi-image finetuning failure vs still-image temporal position-id scaling bug; different multimodal problems." + "reason": "Both involve Qwen2.5-VL, but one is multi-image training with IterableDataset and the other is a temporal-position scaling regression." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized flag regression vs mmap/OOM on Strix Halo; unrelated failures." + "reason": "Different issues: _is_hf_initialized breakage versus mmap/OOM behavior on Strix Halo." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both tokenizer regressions, but one is wrong Granite token IDs and the other is a leading-space round-trip issue in CodeLlama; distinct bugs." + "reason": "Both are tokenizer regressions, but they affect different models and different failure modes." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Generic noisy-load report vs tokenizer load failure for EMBEDDIA/est-roberta; not duplicates." + "reason": "Generic loading noise is unrelated to the tokenizer loading failure in EMBEDDIA/est-roberta." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper inference failure vs missing Float8 storage object; unrelated." + "reason": "Different failures: Whisper runtime issue versus a Float8 storage lookup TypeError." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient checkpointing behavior vs missing supports_gradient_checkpointing flag on a trust_remote_code model; related concept, different concrete defect." + "reason": "Both mention gradient checkpointing, but one is eval-mode usage and the other is a missing capability flag on a trust_remote_code variant." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling vs PEFT local-checkpoint loading; unrelated." + "reason": "Tokenizer BPE-marker handling is unrelated to GraniteSpeech PEFT checkpoint loading." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized constructor issue vs Float8 storage lookup failure; different bugs." + "reason": "Different TypeErrors from different subsystems; no shared underlying bug." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen VL finetuning/training, but the failures are different and not mergeable into one fix." + "reason": "Both are Qwen2-VL/Qwen2.5-VL training-related, but one is multi-GPU training and the other is multi-image iterable-dataset finetuning." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states KeyError; unrelated implementation areas." + "reason": "Different tensor/model internals: ModelOutput key assignment versus Gemma4 FSDP2 shared_kv_states rebuild." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity regression on gpt-oss-20b vs Whisper batch_decode skip_special_tokens behavior; no shared bug." + "reason": "Completely unrelated: high perplexity on a benchmark versus Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE-marker issue vs accuracy regression on a model after upgrade; too broad and not the same underlying problem." + "reason": "Tokenizer BPE-marker bug is unrelated to a DeepSeek-R1-Distill-Llama accuracy regression." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading with transformers v5 vs Llama4Config missing pad_token_id; different model/config failures." + "reason": "Different loading failures affecting different model/config paths; not the same bug." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values vs iterable-dataset multi-image finetuning; unrelated." + "reason": "Different generation/training workflows and different model families; no same underlying bug." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but one is an init-flag breakage and the other is non-persistent buffer corruption; not the same code-path problem." + "reason": "Both are Transformers v5 regressions, but they are distinct issues with different failure mechanisms." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated: GGUF loading failure versus CLIPTokenizer max-length bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet\u2019s titles and stays conservative overall. The duplicate-like call on 45216/45357 is plausible from the shared Qwen3.5 save_pretrained regression theme, and the rest of the pairwise rejects are appropriately cautious given the limited evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3902,215 +3908,218 @@ "issue:43701|issue:45325", "issue:42796|issue:45381" ], - "prepared_review_unit_hash": "0b9362b48509b4ebc9e8dcaffbc803795df87ed1150f9b97c4b57d2eb2fd9839", + "prepared_review_unit_hash": "58bea955c56934e78c309523875562b6a53c5ca122d18e373c910d1d62d6394b", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36578, - "estimated_input_tokens": 9145, - "estimated_eval_tokens": 18546 + "serialized_chars": 36574, + "estimated_input_tokens": 9144, + "estimated_eval_tokens": 18544 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair is a safe duplicate under strict triage. There are a few thematic overlaps (notably Qwen2.5-VL position-id bugs and several Transformers v5 loading regressions), but each pair appears to describe a different concrete failure mode or code path.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 44291 is the most broadly representative loading regression in the set: it targets a concrete transformers>=5.0.0rc0 instantiation failure (`init_empty_weights` / unexpected `_is_hf_initialized`), which is more central and reusable than the narrower model-specific reports.", + "summary": "This cluster is mostly a set of distinct Transformers v5 regressions across loading, tokenization, and model-specific inference paths. The clearest duplicate pairs are the `_is_hf_initialized` / `init_empty_weights` loading breakage, the Qwen2.5-VL position-id regressions, the SigLIP2 output discrepancy, and the Granite tokenizer regression.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43632 is the best canonical issue because it names the broad v5 initialization-contract break at the root of the loading failures, and it matches the nearby init_empty_weights/_is_hf_initialized report most directly.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44291 is the best single issue to anchor the cluster because it captures a clear upstream v5 loading breakage affecting many models, while the other candidates are either more specialized or only loosely related.", + "best_issue_reason": "issue:43632 is the strongest global representative of the cluster because it captures the core loading/init regression rather than a downstream symptom or a model-specific variant.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Both are user-facing failures, but one is a tokenizer-loading error for Voxtral and the other is an AppleSilicon allocator TypeError; different subsystems and root causes." + "reason": "Tokenizer loading error messaging and Apple Silicon allocator TypeError are different failures in different subsystems." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Both mention Transformers v5-era regressions, but one is a Qwen3-MoE sliding-window bug and the other is an `init_empty_weights` loading-API break; not the same code path." + "reason": "Qwen3 sliding-window/MoE behavior is unrelated to the init_empty_weights/_is_hf_initialized loading TypeError." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Both involve offload/quantization behavior, but one is a dequantized model load issue with `device_map=auto` and the other is inefficient Qwen3 MoE training memory usage; different bugs." + "reason": "Dequantized model offload failure and Qwen3 MoE training memory usage are not the same bug." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both concern TensorFlow-related packaging/backend availability, but one is about `.[torch]` not including TensorFlow and the other is about a missing TF backend when only tensorboard is installed." + "reason": "Both involve backend packaging, but the concrete failures differ: missing TensorFlow in the torch extra vs tensorboard-only install behavior." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both touch special-token handling, but one is runtime post-processor refresh in TokenizersBackend and the other is `add_special_tokens=True` failing for a specific tokenizer/model." + "reason": "Runtime post-processor updates for special tokens are not the same as the BOS/EOS insertion regression." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "These are unrelated v5 regressions: one is `ModelOutput` key assignment semantics, the other is non-persistent buffer initialization." + "reason": "ModelOutput key assignment and non-persistent buffer initialization are separate internal regressions." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "One is a Qwen3 auto-device-map CUDA assert, the other is a Mistral tokenizer regex patch crash; different components and failure modes." + "reason": "Qwen3 CUDA assert on A800 and the Mistral regex patch AttributeError are unrelated bugs." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "One is flash_attention_3 causing degenerate training, the other is a classification loss edge case with `num_labels=1`; not the same bug." + "reason": "Both affect training, but flash-attention degeneration and zero-loss single-label classification are different concrete failure modes." }, { "left": "issue:44462", "right": "issue:45812", - "accept": false, - "reason": "Both are AutoTokenizer regressions, but one ignores `tokenizer.json` while the other returns wrong token IDs for Granite models; separate tokenizer paths." + "accept": true, + "reason": "Both point to the same AutoTokenizer/Granite tokenizer regression: repository tokenizer data is not being used correctly, leading to wrong token IDs." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are loading regressions in Transformers v5, but one is about `base_model_prefix` and the other about custom model initialization; too different to merge." + "reason": "Base_model_prefix loading and custom model initialization are related to v5 loading, but they are distinct code paths and symptoms." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "One is a MIMI padding-mask batching discrepancy, the other is Gemma3 sliding-window NaNs; different models and mechanisms." + "reason": "Missing padding-mask support in MIMI encoder is not the same as Gemma3 sliding-window NaN embeddings." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "One is a Video-LLaVA vision-tower/temporal-attention problem, the other is Sam3Model text-encoder weights not loading." + "reason": "Video-LLaVA vision-tower issues are unrelated to Sam3 text-encoder weight loading." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "One is a packaging/backend install issue, the other is a PaddleOCR-VL load failure under a specific transformers/vLLM combination." + "reason": "TensorFlow packaging/backend availability and PaddleOCR-VL loading in vLLM are different issues." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "One concerns non-persistent buffers being filled with junk; the other concerns `ModelOutput` key assignment after `None` values." + "reason": "Non-persistent buffer junk filling and ModelOutput key assignment are separate regressions." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "These are both multimodal model issues, but one is Video-LLaVA architecture/weights and the other is Qwen3.5 visual-encoder key serialization; different concrete defects." + "reason": "Video-LLaVA tower problems are unrelated to Qwen3.5 visual-encoder key serialization." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "`FSDP_CPU_RAM_EFFICIENT_LOADING` and `ModelOutput` key assignment are unrelated transformers behaviors." + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment do not share a concrete bug." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "One is `torch.export` failing on `torch_compilable_check`, the other is a dtype mismatch in bfloat16 inference; no shared underlying bug." + "reason": "torch.export support for torch_compilable_check is unrelated to bfloat16 dtype mismatch failures." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "One is Whisper model execution failure, the other is `torch.device('meta')` loading breakage across some models; related to loading only at a very high level." + "reason": "Whisper runtime failure and meta-device loading regressions are both load-related, but not the same failure path." }, { "left": "issue:45325", "right": "issue:45381", - "accept": false, - "reason": "Both are Qwen2.5-VL position-id reports, but one is about still-image temporal scaling and the other about video-input vision position IDs; similar area, not enough evidence of one bug." + "accept": true, + "reason": "Both are Qwen2.5-VL position-ID regressions in the same get_rope_index / vision-position-id path, for still images vs video." }, { "left": "issue:43493", "right": "issue:43994", - "accept": false, - "reason": "Both involve SigLIP2 outputs, but one is an implementation discrepancy against JAX and the other is bad AutoModel/pipeline inference results; not clearly the same defect." + "accept": true, + "reason": "Both describe the same SigLIP2 implementation mismatch producing incorrect outputs, with one report framed as HF-vs-JAX discrepancy and the other as bad AutoModel/pipeline results." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "One is a missing weight-tie bug in AyaVision, the other is inconsistent `lm_head.weight` serialization tied to device in v5." + "reason": "Missing lm_head tying and device-dependent lm_head serialization are related to tied weights, but they are different concrete bugs." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Both are multimodal/vision-related, but the bugs are different: Qwen2.5-VL rope-index scaling vs Kosmos2.5 OCR index overflow." + "reason": "Qwen2.5-VL position-ID scaling and Kosmos2.5 OCR index errors are unrelated model bugs." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both mention Qwen2.5-VL and image/video inputs, but one is an IterableDataset multi-image training failure and the other is a video position-id regression." + "reason": "Multi-image IterableDataset finetuning failure is unrelated to Qwen2.5-VL video position-ID issues." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "One is a Qwen3MoE FineGrainedFP8Config failure, the other is a Qwen2.5-GGUF loading regression under transformers v5; distinct model/loading paths." + "reason": "Qwen3MoE FineGrainedFP8Config failure and Qwen2.5-GGUF loading in v5 are different model/loading paths." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "One is an unexpected-argument failure in model init under `init_empty_weights`, the other is strict config validation blocking `granite_speech` config loading." + "reason": "Unexpected _is_hf_initialized in init_empty_weights and strict granite_speech config loading are not the same bug." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "One is the `_is_hf_initialized` flag regression, the other is a dtype mismatch in bfloat16 inference; unrelated defects." + "reason": "_is_hf_initialized init-state regressions and bfloat16 dtype mismatches are different bugs." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "One is an offloading-with-quantization issue, the other is version-dependent tokenization changes; different subsystems entirely." + "reason": "Quantized offloading problems and version-dependent tokenization changes are not the same issue." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position-id handling." + "reason": "Checkpoint key mismatch is unrelated to the Qwen2.5-VL rope/position-ID regression." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "A tokenizer BPE-marker bug and a Qwen2.5-VL video position-id bug are unrelated." + "reason": "Ministral BPE-marker handling and Qwen2.5-VL video position IDs are unrelated tokenizer/model bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the writeup is internally inconsistent and overstates at least one duplicate. The summary says the `_is_hf_initialized` / `init_empty_weights` loading breakage is one of the few true duplicate pairs, but the soft-edge verdict for `issue:43632` vs `issue:44291` is `false`. That mismatch means the cluster summary is not fully grounded in the packet. The rest of the false pair calls are mostly conservative, but this contradiction is enough to reject." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4129,7 +4138,6 @@ "nodes": [ "issue:34634", "issue:35707", - "issue:36331", "issue:39692", "issue:40444", "issue:40990", @@ -4164,6 +4172,7 @@ "issue:44568", "issue:44610", "issue:44898", + "issue:44991", "issue:45072", "issue:45584", "issue:45759", @@ -4206,216 +4215,216 @@ "issue:43526|issue:43883", "issue:43322|issue:46050", "issue:41720|issue:43322", - "issue:36331|issue:42617" + "issue:43881|issue:44991" ], - "prepared_review_unit_hash": "4373fe8c8aa347477fb9c5fe75a31297216038d825a72022496de98a4decc6bf", + "prepared_review_unit_hash": "c6b1881d9ff7f47b2f9ba369fc3914e4ba15d410ebb43a1718faf0d7b1292810", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36810, - "estimated_input_tokens": 9203, - "estimated_eval_tokens": 18662 + "serialized_chars": 36790, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are largely a grab bag of distinct bugs/regressions across loading, offloading, tokenization, multimodal processors, and training/runtime paths. I don\u2019t see any soft pair that looks like the same underlying bug or a mergeable duplicate PR/change.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43873 is the broadest representative of the loading/offloading/quantization problems here and is still active with discussion, so it works best as the cluster anchor.", + "summary": "The set is broadly noisy: most items are different model-specific loading, tokenizer, or device/offload regressions rather than true duplicates. I rejected all soft edges because none clearly share the same concrete bug path.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43873 is the broadest concrete runtime bug in the set, centered on offloading/quantization behavior; it is the best umbrella candidate among otherwise mostly unrelated model-specific failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most general and active issue in the set, with the clearest umbrella fit for nearby offloading/loading regressions.", + "best_issue_reason": "issue:43873 is the most useful single triage anchor because it is a cross-cutting infrastructure bug rather than a one-off model report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "Different failures: model loading in vLLM vs a torch/transformers version incompatibility." + "reason": "Different problems: a PaddleOCR-VL load failure versus a torch/transformers version incompatibility. No shared code path is evident." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Different subsystems and symptoms: video-input regression vs device-mapping/forward device mismatch." + "reason": "Both mention multimodal inference, but one is a video-input regression in Qwen variants and the other is a Gemma4 PLE device mismatch. Different failures." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "One is CPU offload device mismatch for Bark; the other is torch.export failing on torch_compilable_check." + "reason": "CPU offload device mismatch for Bark is unrelated to torch.export failures around torch_compilable_check." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Unrelated bugs: perplexity regression vs Whisper empty-transcription handling." + "reason": "Both are generation-quality issues, but one is perplexity on gpt-oss and the other is Whisper empty-transcription handling after token alignment. Different bugs." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio template sample-rate default bug vs PEFT adapter checkpoint loading; not the same code path." + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are separate issues affecting different paths." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Both are generation-related, but one is inputs_embeds/past_key_values behavior and the other is auto device mapping crashing." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-mapping asserts." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Both are load failures, but for different models and likely different causes." + "reason": "Both are loading failures, but one is glm-4v-9b model loading and the other is tokenizer loading for cjvt/sleng-bert. No concrete duplicate evidence." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset issue is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "BarkProcessor voice_preset and progressive generation with cached embeddings are unrelated bugs." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight-tying/generation bug vs torch.compile+SDPA failure; different concrete problems." + "reason": "A tied-weights generation bug in AyaVision is not the same as a torch.compile SDPA failure in Bamba." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Device mismatch during CPU offload is unrelated to DAC.from_latents vs forward mismatch." + "reason": "Device mismatch during Bark CPU offload is unrelated to DAC.from_latents mismatching forward due to missing STE." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Documentation/example errors for SigLIP2 vs finetuning failure on Qwen2.5-VL; not the same issue." + "reason": "Both involve multimodal examples, but one is a docs/model-processor mismatch with quantization and the other is Qwen2.5-VL iterable-dataset finetuning with multiple images." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both involve device placement, but they hit different models and different failure modes." + "reason": "Both involve device_map=auto, but the models and failure modes differ: cudaErrorAssert on A800 versus a forward-time device mismatch in Gemma4 PLE." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crash on NER/padding vs export failure from torch_compilable_check; different bugs." + "reason": "Tokenizer crashes on NER padding/truncation are unrelated to torch.export and torch_compilable_check." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI batched-vs-single output mismatch is unrelated to OmDet-Turbo processor image-size mismatch." + "reason": "Both are input-shape/processing issues, but MIMI batching versus OmDet-Turbo resolution mismatch are different concrete bugs." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Sliding-window off-by-one vs tokenizer conversion slowdown; no shared underlying defect." + "reason": "Sliding-window masking off-by-one and tokenizer conversion slowdown are unrelated regressions." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Weights not converted during accelerate+deepspeed loading vs missing supports_gradient_checkpointing flag; different fixes." + "reason": "MOE weight conversion during accelerate/deepspeed loading is not the same as a missing supports_gradient_checkpointing flag on a trust_remote_code model." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Specific add_special_tokens regression for one tokenizer vs broader wrong-token-id regression across multiple models." + "reason": "Both are tokenizer regressions, but one is add_special_tokens/BOS-EOS handling for a specific tokenizer and the other is wrong token IDs across several models. Not the same bug." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "lm_head tying bug is unrelated to dtype mismatch in bfloat16 inference." + "reason": "Garbage text from untied lm_head weights is unrelated to bfloat16 dtype mismatches in inference." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE marker handling vs FP8 inference on B200; unrelated." + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are different issues in different subsystems." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both mention offloading/quantization, but one is dequantized model loading on gpu+cpu offload and the other is a broader offloading regression; not clearly the same bug." + "reason": "Both concern offloading/quantization, but one is dequantized-model loading with gpu+cpu offload and the other is a broader quantized-offloading failure. Similar theme, not clearly the same concrete bug." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Different model components and symptoms: encoder padding-mask mismatch vs image-classification resolution handling." + "reason": "MIMI padding-mask batching and Perceiver non-default-resolution classification are separate model-specific bugs." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Text generation weight-tying bug vs packed-weight unpacking during accelerate loading." + "reason": "AyaVision weight tying and BitNet packed-weight unpacking are unrelated loading/model-init failures." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity regression is unrelated to gradient checkpointing ineffectiveness with PEFT LoRA." + "reason": "High perplexity on a model benchmark and ineffective gradient checkpointing in PEFT LoRA are unrelated." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py runtime problem vs Qwen3 MoE FP8 config failure; different issues." + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are different problems." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading is unrelated to non-persistent buffers being filled with junk." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk in v5 are both infrastructure-level, but the titles point to different failure modes and code paths." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx after v5 update vs failing to unwrap text_config in composite multimodal configs." + "reason": "Missing pad_token_idx in StableLmConfig is distinct from unwrapping text_config for composite Qwen multimodal configs." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to Molmo missing all_tied_weights_keys." + "reason": "BeitImageProcessorFast label reduction and Molmo missing all_tied_weights_keys are unrelated." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next loading segfault vs sinq save/load breakage; different code paths." + "reason": "Llava Next loading segfault and sinq save/load breakage are different failure classes." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Auto device mapping assert on Qwen3 vs segfault loading Llava Next; not the same defect." + "reason": "Both are loading/runtime crashes, but one is a Qwen3 auto-device-map assert and the other is a Llava Next segmentation fault. No shared bug path is shown." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Trainer compute_loss signature breakage vs inability to run 3d_parallel.py; unrelated." + "reason": "Model loading failure for glm-4v-9b and tokenizer loading failure for EMBEDDIA/est-roberta are not duplicates." } ] }, @@ -4462,13 +4471,14 @@ "issue:43708", "issue:43720", "issue:43873", - "issue:43881", "issue:44008", "issue:44186", "issue:44387", "issue:44423", "issue:44466", "issue:44610", + "issue:44671", + "issue:44743", "issue:44756", "issue:44877", "issue:44898", @@ -4488,7 +4498,7 @@ "issue:46665" ], "soft_pairs": [ - "issue:43881|issue:44991", + "issue:36331|issue:42617", "issue:44387|issue:45704", "issue:41720|issue:44977", "issue:36331|issue:42915", @@ -4517,216 +4527,230 @@ "issue:41720|issue:45161", "issue:43531|issue:43572", "issue:28530|issue:33666", - "issue:42915|issue:46291" + "issue:42915|issue:46291", + "issue:44671|issue:44743", + "issue:36331|issue:41720" ], - "prepared_review_unit_hash": "8803e6e9097eb1f24f54ebe178e1691e4018da6d1505b92e460b4dcc912737f0", + "prepared_review_unit_hash": "b5121f60195d294fb494bda92b75b3a2dd3ecdadc3d6060689430fabfe03d2e9", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36178, - "estimated_input_tokens": 9045, - "estimated_eval_tokens": 18346 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37414, + "estimated_input_tokens": 9354, + "estimated_eval_tokens": 18964 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes trainer/checkpointing bugs, tokenizer/processor regressions, quantization/offload issues, multimodal model failures, and serving crashes. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them.", - "confidence": 0.94, - "canonical_issue_reason": "If a single issue must represent the cluster, issue 43708 is the clearest and most concrete bug report; however, the set is too diverse to have a strong true canonical issue.", + "summary": "This cluster is heterogeneous: the soft matches mostly share only broad themes like loading, offloading, or trainer behavior, but they do not appear to be the same underlying bug. I would keep a single broad offloading/quantization issue as the best issue anchor, and reject all soft edges as duplicates.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43873 is the best umbrella candidate because it is the broadest active report with inbound references and sits closest to the small subset of offloading/device-map/quantization-themed items in this set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43708 is the best standalone issue because it is specific, reproducible, and tightly scoped to a real Trainer checkpointing bug, unlike the broader or more model-specific reports in the cluster.", + "best_issue_reason": "issue:43873 is the strongest cluster anchor overall: it is open, has the most external attention, and is the most general of the available issue titles.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "Different problems: GLM-4V loading failure vs tokenizer loading failure for a different model family." + "reason": "Trainer kwarg mismatch vs 3D parallel script failure; different code paths and symptoms." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Different failure modes: int4 quantization OOM vs T5 using apex FusedRMSNorm memory leak." + "reason": "Both mention memory problems, but one is int4 CUDA reserved memory/OOM and the other is an apex RMSNorm leak; different bugs." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Different code paths: auto device-map CUDA assert on Qwen3 vs flash-attention generation issue on Qwen3.5." + "reason": "Auto device-map assert on Qwen3 vs flash-attention generation issues in Qwen3.5; not the same failure." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Unrelated bugs: custom trainer loss signature change vs Qwen3Moe FineGrainedFP8Config failure." + "reason": "Trainer compute_loss signature issue vs Qwen3-MoE FP8 config failure; unrelated." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Different areas: strict config blocking granite_speech load vs tokenizer loading regression for est-roberta." + "reason": "Both are loading-related, but one is strict config loading and the other is tokenizer loading; different underlying problems." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both involve model saving, but one is lm_head serialization/tied weights and the other is incorrect visual encoder keys in Qwen3.5." + "reason": "Both involve serialization, but one is lm_head tying and the other is visual encoder key saving; different code paths." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Different subsystems: batched video processor shape bug vs tokenization behavior changing across versions." + "reason": "Video batch shape bug vs tokenization changes; unrelated subsystems." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Perplexity anomaly on gpt-oss is not the same issue as version-dependent tokenization changes." + "reason": "Perplexity anomaly could be affected by tokenization, but this is not the same concrete bug as a tokenization change report." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Different failures: Qwen3 CUDA assert under auto device mapping vs 3d_parallel.py launch/runtime failure." + "reason": "Device-map crash vs multi-GPU training setup failure; different issues." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Same model family, but different submodules and bugs: dummy Conv2d in pixel decoder vs text encoder weights not loading." + "reason": "Different Sam3 model components and failure modes; not the same bug." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization offload behavior and Strix Halo mmap OOM are different root causes." + "reason": "Both touch memory/offload behavior, but one is quantization offloading and the other is mmap OOM on Strix Halo; not the same issue." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to dtype mismatches in inference." + "reason": "Tokenizer crash vs dtype mismatch in inference; unrelated." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Both are Trainer-related, but checkpoint resume epoch-iterator failure is not the same as early-stopping metric lookup." + "reason": "Checkpoint resume epoch-iterator error vs early stopping metric lookup failure; different trainer paths." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Different code paths: torch.compile with SDPA on Bamba vs BitNet packed-weight unpacking during accelerate loading." + "reason": "torch.compile/SDPA failure vs packed-weight unpacking during accelerate loading; unrelated." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Blip2 dtype propagation and resume_from_checkpoint max_steps miscalculation are unrelated." + "reason": "Model dtype staying float32 vs max_steps recalculation on checkpoint resume; different bugs." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Different model-specific bugs: Bamba SDPA compile failure vs bark-small CPU offload device mismatch." + "reason": "Compilation/SDPA bug vs CPU offload device mismatch; different model/runtime failures." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor.tokenizer regression is not the same as version-dependent tokenization output changes." + "reason": "Custom processor/tokenizer regression vs tokenization behavior change; not the same concrete bug." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Both concern custom code/init behavior, but one is Transformers 5.0 breaking model initialization and the other is from_pretrained behavior inside Python classes." + "reason": "Both concern custom loading APIs, but one is general model initialization breakage and the other is from_pretrained behavior inside Python classes; too different to merge." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Different processor bugs: LayoutLMv2Tokenizer NER/padding crash vs OmDet-Turbo output-size mismatch." + "reason": "Different models and different preprocessing mismatches; not duplicates." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Different serialization issues: untied lm_head weights in Mistral3 vs incorrect visual encoder keys in Qwen3.5 save_pretrained." + "reason": "Untied lm_head in Mistral3 vs incorrect visual encoder keys in Qwen3.5 save_pretrained; different defects." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to device_map auto loading failure for a dequantized model with GPU+CPU offload." + "reason": "Qwen3-MoE FP8 failure vs dequantized model offload load failure; only a broad loading/quantization theme overlaps." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are image-size related, but they affect different models and different preprocessing/model expectations." + "reason": "Both are image-size/preprocessing issues, but they affect different models and different expected resolutions." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma3n forward variable collision and Gemma4 PLE device mismatch are distinct bugs." + "reason": "Gemma3n variable-name collision in forward vs Gemma4 PLE device mismatch; different models and root causes." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "Importing GenerationMixin and running 3d_parallel.py are unrelated failures." + "reason": "ImportError for GenerationMixin vs inability to run a training script; unrelated." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both hit serving/multimodal code, but the concrete attribute errors and processors differ." + "reason": "Continuous-batching multimodal crash vs Gemma4Processor missing _tokenizer; different failures." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collisions for trust_remote_code and read-only permission propagation in save_pretrained are unrelated." + "reason": "Cache-path collision vs read-only permission propagation on save_pretrained; unrelated filesystem bugs." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Auto device-map CUDA assert is not the same as tensor-parallel not working for GPT-OSS MoE." + "reason": "Auto device mapping assert vs tensor-parallel-only failure in GPT-OSS MoE; different issues." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Sliding-window behavior for Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated." + "reason": "Qwen3-MoE sliding-window bug vs StableLmConfig pad_token_idx missing after update; unrelated." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping metric resolution and Qwen2-VL multi-GPU training are different areas." + "reason": "Early stopping metric handling vs Qwen2-VL multi-GPU training; different areas." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "FineGrainedFP8Config failure and kernels import/version requirement failure are unrelated." + "reason": "Qwen3-MoE FP8 loading vs kernels dependency/version requirement import failure; unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression vs Qwen recurrent-state reset bug; different model families and code paths." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer loss-signature breakage vs Qwen3 auto device-map crash; unrelated." } ] }, @@ -4758,7 +4782,6 @@ "issue:34634", "issue:35707", "issue:36032", - "issue:36331", "issue:41720", "issue:42490", "issue:42915", @@ -4777,6 +4800,7 @@ "issue:43782", "issue:43873", "issue:43881", + "issue:44077", "issue:44186", "issue:44361", "issue:44387", @@ -4785,22 +4809,21 @@ "issue:44509", "issue:44534", "issue:44589", - "issue:44671", - "issue:44743", + "issue:44625", "issue:44913", "issue:44991", "issue:45059", + "issue:45357", "issue:45406", "issue:45464", "issue:45701", "issue:45704", "issue:45759", "issue:45859", + "issue:46402", "issue:46665" ], "soft_pairs": [ - "issue:44671|issue:44743", - "issue:36331|issue:41720", "issue:44186|issue:44361", "issue:43526|issue:43881", "issue:43316|issue:44913", @@ -4812,9 +4835,9 @@ "issue:43873|issue:45704", "issue:43550|issue:43653", "issue:44387|issue:45701", - "issue:29159|issue:36032", "issue:43606|issue:43720", "issue:44492|issue:44509", + "issue:29159|issue:36032", "issue:44534|issue:46665", "issue:43531|issue:45759", "issue:41720|issue:43746", @@ -4825,205 +4848,207 @@ "issue:34567|issue:35707", "issue:34634|issue:41720", "issue:43531|issue:44589", + "issue:44451|issue:44991", "issue:45759|issue:45859", - "issue:44451|issue:44991" + "issue:45357|issue:46402", + "issue:44077|issue:44625" ], - "prepared_review_unit_hash": "38463044b00f4772fe35a428d8dacd750c9faf9f79fe3b6c623752c90cf7ce57", + "prepared_review_unit_hash": "0d4eeee68340817210fe5b45d2c97b240b47022de5c095ac9c7d8948317f9a65", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35465, - "estimated_input_tokens": 8867, - "estimated_eval_tokens": 17990 + "serialized_chars": 36011, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs share only broad Transformers topical similarity, not the same underlying bug or change. None of the candidate pairs look safe to merge as duplicates, and there are no PRs to select.", - "confidence": 0.97, - "canonical_issue_reason": "If a representative issue is needed, issue 29159 is the broadest and most generally phrased user-facing regression report, but the set does not actually form one duplicate family.", + "summary": "This cluster is a loose semantic grouping of mostly unrelated Transformers issues; none of the soft edges look like true duplicates. The most representative issue is the broad offloading/quantization report.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 has the broadest framing and the strongest engagement signal in the set, making it the best representative of the cluster\u2019s loading/offloading/quantization theme.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 29159 is the most generic/high-signal problem statement among the set, so it is the best stand-in representative even though it is not a true canonical duplicate.", + "best_issue_reason": "issue:43873 is the best overall issue candidate because it is broader than the model-specific reports and has the most discussion/inbound references.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44671", - "right": "issue:44743", - "accept": false, - "reason": "Different models and failure modes: CamemBERT masked-LM prediction regression vs Qwen recurrent cache state reset." - }, - { - "left": "issue:36331", - "right": "issue:41720", - "accept": false, - "reason": "Trainer API signature mismatch vs Qwen3 device-mapping CUDA assert; unrelated root causes." - }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both tokenizer-related, but one is LayoutLMv2 NER padding/truncation and the other is MLuke task AttributeError." + "reason": "Different tokenizer classes, different models, and different failure modes; both are tokenizer bugs but not the same underlying issue." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs glm-4v-9b load failure; no shared code-path." + "reason": "One is a BeitImageProcessor label-reduction bug; the other is an unrelated Qwen loading failure." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config/reload issues, but Gemma3TextConfig API discrepancy is unrelated to GPTNeoX rotary_pct persistence." + "reason": "Both are config consistency problems, but they affect different configs and fields with different root causes." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping metric resolution bug vs void segmentation-map processing bug; different subsystems." + "reason": "Early-stopping metric selection and void segmentation-map processing are unrelated code paths." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs Llava Next segmentation fault; different model families and symptoms." + "reason": "Different models and failures: FP8 config support vs a segmentation fault while loading Llava Next." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error vs generation with inputs_embeds/past_key_values; unrelated failures." + "reason": "MacOS bus error on CLIP loading is unrelated to progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Different Qwen multimodal issues: video input processing error vs weight_only from_pretrained loading error." + "reason": "Both involve Qwen multimodal models, but one is video-input processing and the other is a from_pretrained weight_only load error." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation maps vs BarkProcessor voice_preset handling; unrelated image vs audio processor bugs." + "reason": "Void segmentation maps and Bark voice_preset handling are unrelated processor bugs." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior vs T5 RMSNorm memory leak; not the same bug." + "reason": "Quantization/offloading behavior and a T5 RMSNorm memory leak are different bugs in different subsystems." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile SDPA failure vs tokenizer special-token registration bug; completely different paths." + "reason": "A torch.compile SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "Int4 quantization memory growth vs tokenization changes across versions; different concerns." - }, - { - "left": "issue:29159", - "right": "issue:36032", - "accept": false, - "reason": "Slow/fast tokenizer inconsistency vs T5 add_special_tokens name collision; both tokenizer issues but distinct root causes." + "reason": "CUDA reserved-memory/OOM under int4 quantization is not the same as a tokenization-version regression." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch vs accelerate loading of packed BitNet weights; related area but different bugs." + "reason": "Both touch loading/offload, but Bark CPU-offload device mismatch and BitNet packed-weight unpacking are different concrete bugs." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "Cache strategy typo vs docs referencing removed pipeline tasks; documentation-only and unrelated." + "reason": "A cache-strategy typo and stale docs for removed pipeline tasks are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow-vs-fast tokenizer inconsistency is different from the T5Tokenizer add_special_tokens name conflict." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer junk in v5 vs from_pretrained behavior inside Python classes; different code paths." + "reason": "Non-persistent buffer initialization in v5 is unrelated to from_pretrained behavior inside Python classes." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs composite Qwen multimodal config unwrap bug; same family name only." + "reason": "Sliding-window behavior in Qwen3-MoE and text_config unwrapping in composite Qwen configs are different bugs." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading; unrelated." + "reason": "Auto device mapping CUDA asserts and PEFT-adapter checkpoint loading are unrelated failures." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash local model import warning vs multimodal token counting video-branch bug; different behaviors." + "reason": "A trailing-slash import warning is unrelated to undefined variables in multimodal token counting." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload mismatch vs BigBirdTokenizer mask-token registration; unrelated." + "reason": "CPU-offload device mismatch and BigBird mask-token registration do not share the same code path." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metric gathering drops tuple labels vs SAM3 text/bounding-box weirdness; different training vs inference problems." + "reason": "Metric-gathering last-batch truncation and SAM3 text/bounding-box behavior are unrelated." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve vs Qwen3.5 streaming chat/completions failure; different models and layers." + "reason": "Serving crashes in Gemma4Processor and Qwen3.5 streaming inference failures are different API/model bugs." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter update bug vs generation with inputs_embeds/past_key_values; unrelated." + "reason": "Trainer token-count bookkeeping is unrelated to progressive generation with cached states." }, { - "left": "issue:44991", - "right": "issue:44589", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "Tokenizer load failure for a specific model vs missing Float8 storage type; different failure classes." + "reason": "Bark voice_preset handling and Qwen3 device-mapping CUDA asserts are unrelated." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior vs Float8 storage lookup error; no overlap beyond general Transformers scope." + "reason": "Qwen3-MoE sliding-window behavior and missing Float8 storage are different issues." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different models and likely different tokenizer/config failures." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Composite Qwen config unwrap issue vs Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility; same ecosystem, different bug." + "reason": "Composite-config unwrapping and CPU-offload incompatibility are distinct Qwen-related bugs." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect visual-encoder save keys and missing text-encoder loads are opposite-direction multimodal serialization bugs with different models." + }, + { + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "Model-specific loading regression for ScandiBERT vs tokenizer loading regression for est-roberta; unrelated root causes." + "reason": "Optional post_init restrictions and num_labels propagation are different configuration issues." } ] }, @@ -5065,7 +5090,6 @@ "issue:43927", "issue:43994", "issue:44062", - "issue:44077", "issue:44186", "issue:44368", "issue:44451", @@ -5081,23 +5105,23 @@ "issue:44987", "issue:45042", "issue:45072", + "issue:45081", + "issue:45356", "issue:45357", "issue:45381", "issue:45479", "issue:45704", "issue:45759", + "issue:45907", "issue:45923", "issue:46032", "issue:46050", - "issue:46402", "issue:46463", "issue:46655", "issue:46665", "issue:46693" ], "soft_pairs": [ - "issue:45357|issue:46402", - "issue:44077|issue:44625", "issue:44625|issue:45479", "issue:43644|issue:46665", "issue:44898|issue:45072", @@ -5108,12 +5132,12 @@ "issue:39692|issue:44610", "issue:43531|issue:43645", "issue:41720|issue:45704", + "issue:46655|issue:46693", "issue:43746|issue:46050", "issue:45704|issue:45923", - "issue:46655|issue:46693", - "issue:43381|issue:45704", "issue:44918|issue:44936", "issue:43421|issue:43927", + "issue:43381|issue:45704", "issue:42886|issue:44843", "issue:45759|issue:45923", "issue:44514|issue:44545", @@ -5124,216 +5148,212 @@ "issue:43421|issue:43653", "issue:30064|issue:36010", "issue:43782|issue:45381", - "issue:43421|issue:44186" + "issue:43421|issue:44186", + "issue:45081|issue:45356", + "issue:45356|issue:45907" ], - "prepared_review_unit_hash": "3afebb1e27fe60d3aa947a116b68eab012472862e784904206d705e58fc477f5", + "prepared_review_unit_hash": "3486db22b1d9289622ca0b018076784134b03457d12be58a7cd8a8fdc9a83041", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36055, - "estimated_input_tokens": 9014, - "estimated_eval_tokens": 18284 + "serialized_chars": 36803, + "estimated_input_tokens": 9201, + "estimated_eval_tokens": 18658 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are thematically related but not true duplicates; only the two Qwen2_5_VLProcessor issues appear to describe the same crash on batched `apply_chat_template` with `padding=False`.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 44514 is the best canonical issue: it is the earlier, more detailed report of the exact batched-input `apply_chat_template` crash with `padding=False`.", + "summary": "Most items are unrelated single-bug reports across different models or subsystems. Only two soft pairs look like true duplicates: the HF_HUB_OFFLINE tokenizer/cache regression (42886/44843) and the exact Qwen2_5_VLProcessor batched padding crash (44514/44545).", + "confidence": 0.79, + "canonical_issue_reason": "issue:44843 is the best canonical issue because it names the concrete failing code path (_patch_mistral_regex calling model_info() unconditionally) and clearly explains the HF_HUB_OFFLINE breakage.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44514 is the strongest issue to keep as the reference because it has the clearer original report and fuller reproduction context for the shared bug.", + "best_issue_reason": "issue:44843 is the strongest overall issue candidate: clear root cause, clear user-facing failure, and the accepted duplicate pair points to the same offline tokenizer bug.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45357", - "right": "issue:46402", - "accept": false, - "reason": "Different models and different failures: incorrect visual encoder keys vs missing text encoder weights." - }, - { - "left": "issue:44077", - "right": "issue:44625", - "accept": false, - "reason": "Unrelated problems: optional `post_init` policy vs `num_labels` propagation." - }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Both involve classification config, but one is missing propagation and the other is a zero-loss regression across models; not the same bug." + "reason": "Different bugs: one is config propagation for num_labels, the other is a zero-loss classification pathology." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Different subsystems and symptoms: buffer initialization vs `from_pretrained` behavior in Python classes." + "reason": "Both mention loading/model behavior, but one is non-persistent buffers and the other is from_pretrained behavior in classes; not the same bug." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Different model families and failure modes: image resolution handling vs dtype mismatch in inference." + "reason": "Different failure modes and code paths: Perceiver image-size handling vs bfloat16 dtype mismatch in other models." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "The first is a tokenizer constructor error; the second is a specific model load failure. Too broad to treat as the same bug." + "reason": "The first is a tokenizer AddedToken TypeError; the second is a model-loading failure for a specific checkpoint." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Unrelated: model loading failure for one package vs PIL processor dependency regression." + "reason": "One is a model-loading regression for a specific repo, the other is an image-processor dependency regression." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Different issues: eval-mode gradient checkpointing guard vs anomalous gradient growth under ZeRO-3." + "reason": "Eval-mode gradient checkpointing limitation is unrelated to the ZeRO-3 gradient blow-up issue." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A warning about `tie_word_embeddings` is unrelated to incorrect visual encoder keys during save/load." + "reason": "A warning about tie_word_embeddings is unrelated to incorrect visual encoder keys on save_pretrained." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Different docs/model mismatch issue vs processor image-size mismatch in OmDet-Turbo." + "reason": "Doc example/model mismatch for SigLIP2 is different from OmDet-Turbo producing the wrong image resolution." }, { "left": "issue:43531", "right": "issue:43645", "accept": false, - "reason": "No shared underlying bug: sliding-window behavior in Qwen3-MoE vs notebook custom-model initialization." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to notebook custom-model initialization in v5.0.0." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "CUDA assert on Qwen3 device mapping is unrelated to T5 Apex RMSNorm memory leak." + "reason": "CUDA assert with Qwen3 auto device mapping is not the same bug as T5 apex RMSNorm memory leak." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video-processor padding calculation and FA2 long-context performance regression are different issues." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Both involve checkpoint loading, but one is PEFT adapters and the other is sinq quantization; different code paths." + "reason": "PEFT checkpoint loading for GraniteSpeech is unrelated to sinq quantization save/load breakage." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "Completely different concerns: memory leak in T5 RMSNorm vs missing gradient-checkpointing capability flag." - }, - { - "left": "issue:46655", - "right": "issue:46693", - "accept": false, - "reason": "Video processor padding bug is unrelated to FA2 long-context performance regression." - }, - { - "left": "issue:43381", - "right": "issue:45704", - "accept": false, - "reason": "No substantive overlap; one is eval-mode checkpointing, the other is a T5 normalization leak." + "reason": "A memory leak in T5 apex usage is unrelated to a missing supports_gradient_checkpointing flag." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Different trainer failures: embedding unpacking with TRL SFT vs post-train evaluate() failure." + "reason": "TRL unpacking failure and trainer.evaluate() after train() are distinct trainer failures." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "One is runtime special-token post-processing, the other is save/load loss of custom token IDs; related area but not same bug." + "reason": "Runtime special-token post-processing and DiaConfig save/load corruption are different tokenizer/config bugs." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Eval-mode checkpointing restriction is not the same as the T5 apex memory leak." }, { "left": "issue:42886", "right": "issue:44843", - "accept": false, - "reason": "Both mention offline mode, but one is cache loading and the other is an unconditional hub metadata call in a specific regex patch." + "accept": true, + "reason": "Same underlying offline-tokenizer bug: both describe HF_HUB_OFFLINE failures caused by an unconditional model_info() path in tokenizer loading." }, { "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "Different bugs: unwrapping `text_config` in composite multimodal configs vs a trust_remote_code capability flag." + "reason": "Composite Qwen config handling and a missing gradient-checkpointing flag are unrelated." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same crash, same API, same condition (`apply_chat_template` on batched input with `padding=False`); these are duplicates." + "reason": "Exact same Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash; these are duplicates of the same bug report." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Mamba cache correctness vs T5 decoder-input error messaging are unrelated." + "reason": "Mamba2Mixer use_cache correctness is unrelated to T5 decoder-input error messaging." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Documentation/model mismatch is not the same as quantization/offloading behavior." + "reason": "SigLIP2 documentation/model mismatch is unrelated to quantization offloading behavior." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Checkpoint loading with PEFT adapters is unrelated to quantization offloading failures." + "reason": "Local PEFT checkpoint loading and quantization offloading are different subsystems and failures." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and symptoms: SigLIP2 output quality vs CamemBERT masked-LM predictions." + "reason": "Different model families and symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked LM predictions in v5." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Related to special tokens, but one is a framework feature gap and the other is a tokenizer-specific registration bug." + "reason": "Special-token post-processor updates and BigBirdTokenizer mask-token registration are not the same defect." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Completely unrelated: image processor segmentation-map handling vs import error for `GenerationMixin`." + "reason": "Image processor segmentation-map handling is unrelated to the GenerationMixin import error." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal Qwen issues, but one is `weight_only` loading and the other is video `vision_position_ids`; different failures." + "reason": "Qwen3VL weight_only loading failure and Qwen2.5-VL vision_position_ids bug are different issues." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention fix_mistral_regex, but one crashes on Mistral tokenizer loading while the other is a Kimi-K2.5 codec/regression report." + }, + { + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "Different tokenizer issues with different triggers; not the same code-path bug." + "reason": "Tokenizer codec regression is unrelated to list_repo_files not forwarding revision." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 44514 is earlier and more detailed than 44545, and the duplicate call is conservative. The soft-edge rejections are generally cautious and align with the issue titles; I don\u2019t see overstatement that would require rejection." + "feedback": "The summary is well grounded in the packet, and the soft-edge calls are conservative overall. The two accepted duplicate pairs are supported by the titles and align with the same underlying bug classes (offline tokenizer loading and the Qwen2_5_VLProcessor batched padding crash). The remaining pairs are appropriately rejected as different subsystems or failure modes." }, "evaluator_used": true, "retried": false, @@ -5349,8 +5369,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -5359,6 +5379,7 @@ "issue:39692", "issue:41720", "issue:43295", + "issue:43322", "issue:43335", "issue:43531", "issue:43540", @@ -5394,17 +5415,14 @@ "issue:45072", "issue:45081", "issue:45084", - "issue:45356", "issue:45381", + "issue:45685", "issue:45834", - "issue:45907", "issue:46294", "issue:46665", "issue:46693" ], "soft_pairs": [ - "issue:45081|issue:45356", - "issue:45356|issue:45907", "issue:43720|issue:43819", "issue:43653|issue:43720", "issue:43596|issue:44220", @@ -5432,216 +5450,211 @@ "issue:44448|issue:44671", "issue:44186|issue:44442", "issue:44485|issue:44509", - "issue:43644|issue:43749" + "issue:43644|issue:43749", + "issue:43322|issue:45685" ], - "prepared_review_unit_hash": "cb10a8a04965120d1ed0f6c42e2c5fb4287ac8dae13d5cde71c129a658aa6eaa", + "prepared_review_unit_hash": "2e32a382537981ed329ffc22a40f2e29b9817e8dc8f4fd6c8e9817486742e66a", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36268, - "estimated_input_tokens": 9067, - "estimated_eval_tokens": 18390 + "soft_pair_count": 29, + "serialized_chars": 35876, + "estimated_input_tokens": 8969, + "estimated_eval_tokens": 18194 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This looks like a loose cluster of mostly unrelated Transformers v5 regressions centered on loading, tokenizers/configs, and a few model-specific behavior changes. I do not see any soft pair that is clearly the same underlying bug/change, so all soft edges are rejected. The broadest representative issue is the generic model-loading regression around `base_model_prefix` / v5 compatibility.", - "confidence": 0.7, - "canonical_issue_reason": "issue:43611 is the broadest and most central regression in the set: it describes a core v5 model-loading breakage, which matches the dominant theme of the cluster better than the model-specific or tokenizer-specific reports.", + "summary": "These items are a broad mix of unrelated Transformers bugs and regressions; none of the soft pairs look like the same underlying issue. I would not collapse any of the candidate pairs into duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best standalone representative because it captures a high-level Transformers v5 loading regression rather than a narrow model- or tokenizer-specific symptom.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45081", - "right": "issue:45356", - "accept": false, - "reason": "Both involve tokenizer regex handling, but one is a crash in `_patch_mistral_regex` and the other is a Kimi-K2.5 codec/regression warning issue; different concrete failures." - }, - { - "left": "issue:45356", - "right": "issue:45907", - "accept": false, - "reason": "Tokenizer regression vs repo file API forwarding bug; completely different code paths." - }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different models and failures: BitNet accelerate-loading of packed weights vs DAC latent reconstruction/STE mismatch." + "reason": "Different models and failure modes: accelerate loading of packed BitNet weights vs DAC latent decoding/STE mismatch." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug is unrelated to BitNet packed-weight loading." + "reason": "Tokenizer special-token registration bug vs BitNet packed-weight loading bug; no shared code path." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Zero3/BertModel indexing failure and fbank feature extraction are unrelated subsystems and symptoms." + "reason": "BERT/DeepSpeed ZeRO3 init index error is unrelated to audio fbank feature extraction." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Both touch inference/runtime behavior, but one is Bamba torch.compile+SDPA and the other is dtype mismatch in SwitchTransformers/TimmWrapperModel; not the same bug." + "reason": "torch.compile SDPA failure in Bamba is unrelated to bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer regression in v4.57.5 vs Kosmos2.5 OCR long-input index error; different model families and failure modes." + "reason": "Both are multimodal indexing problems, but one is processor/tokenizer regression and the other is OCR-length handling; different bugs." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Torch.compile SDPA issue in Bamba is unrelated to DiaConfig save/load token-id loss." + "reason": "Different subsystems: SDPA compile failure vs config save/load losing custom token IDs." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "Duplicate `special` kwarg in `AddedToken` is unrelated to loading a specific tokenizer model." + "reason": "AddedToken constructor collision is a tokenizer API bug; loading `cjvt/sleng-bert` is a model-specific loading failure." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both are video-related Qwen issues, but one is a Qwen3OmniMoe processing ValueError and the other is a chat-template video token mismatch in Qwen3.5-9B; not the same concrete defect." + "reason": "Both involve video/Qwen models, but one is a value error in Qwen3OmniMoe processing and the other is chat-template feature/token mismatch in Qwen3.5-9B." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Video `vision_position_ids` bug and FA2 long-context performance regression are unrelated." + "reason": "Qwen2.5-VL video position IDs bug is unrelated to FA2 long-context performance regression." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIP output attentions assignment regression and RTDetrV2 output differences are separate model-specific issues." + "reason": "CLIP attentions assignment regression and RTDetr output drift are different model-specific regressions." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to `AutoConfig` missing fields with `trust_remote_code=True`." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to `trust_remote_code` config-field loss." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Both concern loading APIs, but one is a model-loading break due to `base_model_prefix` and the other is inconsistent `from_pretrained` behavior inside Python classes; different bugs." + "reason": "base_model_prefix loading breakage is a distinct model-loading regression from `from_pretrained` behaving inconsistently inside Python classes." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio fbank extraction and `add-new-model-like` mapping behavior are unrelated." + "reason": "Audio fbank feature extraction bug is unrelated to `add-new-model-like` failing on tokenizer mapping names." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration and DAC latent conversion are unrelated." + "reason": "BigBirdTokenizer special-token registration and DAC latent reconstruction are unrelated." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/truncation crash and Perceiver non-default-resolution classification failure are unrelated." + "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to Perceiver image-classification interpolation behavior." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "ImageProcessor segmentation-map handling and CustomTrainer `compute_loss` signature mismatch are different layers of the stack." + "reason": "Image processor segmentation-map failure is unrelated to CustomTrainer compute_loss signature mismatch." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + "reason": "Qwen3 auto device-mapping CUDA assert on A800 is unrelated to tokenizer loading failure for est-roberta." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both are config-loading regressions, but one is missing custom fields with `trust_remote_code` and the other is strict config blocking `granite_speech`; not the same underlying issue." + "reason": "Both are config-loading regressions, but one drops fields with `trust_remote_code` and the other rejects `granite_speech` via strict config checks." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to DAC `from_latents` mismatch." + "reason": "Bamba compile/SDPA failure and DAC forward/from_latents mismatch are different concrete bugs." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Sparse layer creation in SwitchTransformers and Smollm3 RoPE layer dropping are different configuration bugs." + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE dropping are unrelated model-configuration issues." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and a template-node compilation TypeError are unrelated." + "reason": "AutoImageProcessor URL loading and template-node compilation errors have no shared root cause." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Qwen3OmniMoe video processing failure and Gemma3n variable-name collision are unrelated multimodal bugs." + "reason": "Qwen3OmniMoe video input error is unrelated to Gemma3n variable-name collision in `forward()`." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Offline `model_info()` call in `_patch_mistral_regex` and backend-tokenizer attribute crash are both tokenizer-related but distinct failures." + "reason": "Both touch `_patch_mistral_regex`, but one is an offline hub call problem and the other is a backend_tokenizer attribute crash; not the same bug." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 doc example errors and Kosmos2.5 OCR index error are unrelated." + "reason": "SigLIP2 docs example errors are unrelated to Kosmos2.5 long-OCR index errors." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Pegasus v4/v5 output drift and CamemBERT masked LM regression are separate model-specific output bugs." + "reason": "Different model regressions: Pegasus output drift vs CamemBERT masked-LM prediction errors." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 NER/padding crash and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are unrelated tokenizer issues." + "reason": "LayoutLMv2 NER/padding crash is unrelated to FastSpeech2ConformerTokenizer loading failure." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE implementation discussion and docs about removed pipeline tasks are unrelated." + "reason": "RoPE implementation discussion is unrelated to stale v5 docs mentioning removed pipeline tasks." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer initialization junk and FSDP CPU RAM efficient loading are different loading/runtime regressions." + "reason": "Non-persistent buffer junk initialization and FSDP CPU RAM efficient loading are related to loading, but not the same concrete failure." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault and MPS histogram Int error are completely different runtime failures." } ] }, @@ -5660,8 +5673,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -5669,7 +5682,6 @@ "issue:29159", "issue:34634", "issue:36010", - "issue:43322", "issue:43388", "issue:43421", "issue:43540", @@ -5691,6 +5703,7 @@ "issue:44479", "issue:44561", "issue:44610", + "issue:44671", "issue:44805", "issue:44811", "issue:44936", @@ -5702,7 +5715,7 @@ "issue:45381", "issue:45479", "issue:45584", - "issue:45685", + "issue:45701", "issue:45834", "issue:45987", "issue:46032", @@ -5714,19 +5727,18 @@ "issue:46665" ], "soft_pairs": [ - "issue:43322|issue:45685", "issue:34634|issue:36010", "issue:43606|issue:45072", - "issue:45584|issue:45834", "issue:45183|issue:45479", + "issue:45584|issue:45834", "issue:43716|issue:44008", - "issue:44479|issue:45834", "issue:43950|issue:45987", - "issue:43388|issue:46032", + "issue:44479|issue:45834", "issue:43582|issue:46512", + "issue:43388|issue:46032", "issue:44991|issue:46291", - "issue:43825|issue:43994", "issue:43577|issue:43818", + "issue:43825|issue:43994", "issue:46294|issue:46463", "issue:43782|issue:44977", "issue:44561|issue:45020", @@ -5740,204 +5752,205 @@ "issue:43749|issue:44291", "issue:43645|issue:46665", "issue:43577|issue:43582", - "issue:45987|issue:46192" + "issue:45987|issue:46192", + "issue:44671|issue:45701" ], - "prepared_review_unit_hash": "fa517b950ba29c52414f72a2996a312827da234913a1894e235c840157f05a9d", + "prepared_review_unit_hash": "0d23d704e96e1d43a9a0a7256de1bace2a6fcdf792408638049e340ca7f2c307", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35668, - "estimated_input_tokens": 8917, - "estimated_eval_tokens": 18090 + "serialized_chars": 35652, + "estimated_input_tokens": 8913, + "estimated_eval_tokens": 18082 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous, with only one plausible duplicate pair around tokenizer added-token spacing versus slow/fast tokenizer inconsistency. Everything else appears to be separate bugs or regressions in different code paths.", + "summary": "Most items are unrelated single issues across tokenizer, model-loading, dtype, and video/audio subsystems. The only likely duplicate pair is the tokenizer spacing bug vs. the broader slow/fast tokenizer inconsistency report.", "confidence": 0.84, - "canonical_issue_reason": "issue:29159 is the broader, more canonical tokenizer report: it covers the same slow-vs-fast inconsistency that issue:28218 describes as an extra-space-after-added-token symptom.", + "canonical_issue_reason": "issue:28218 is the clearest concrete symptom report for the tokenizer added-token spacing bug; issue:29159 reads as a broader description of the same tokenizer inconsistency.", "canonical_pr_reason": null, - "best_issue_reason": "issue:29159 is the best issue anchor because it is the broader, more central description of the tokenizer problem and subsumes the more specific added-token spacing report.", + "best_issue_reason": "issue:28218 is the best representative because it is specific, actionable, and likely the more concrete anchor for the duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43322", - "right": "issue:45685", - "accept": false, - "reason": "Different model/runtime failures: Llava Next loading segfault vs MPS int histogram support error." - }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "Unrelated components and symptoms: BarkProcessor voice_preset vs GenerationMixin import failure." + "reason": "Different problems: BarkProcessor voice_preset vs GenerationMixin import failure." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Both are model-loading/inference bugs, but the concrete failures differ: CPU offload device mismatch vs bfloat16 dtype mismatch." - }, - { - "left": "issue:45584", - "right": "issue:45834", - "accept": false, - "reason": "Different pipelines and root causes: Whisper empty transcription handling vs Kosmos2.5 long OCR index error." + "reason": "Different subsystems and failures: CPU offload device mismatch vs bfloat16 dtype mismatch." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "These are distinct: input validation error messaging vs degenerate zero loss in sequence classification." + "reason": "Validation error messaging vs sequence-classification loss behavior; not the same bug." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:45584", + "right": "issue:45834", "accept": false, - "reason": "Different models and bugs: dtype mismatch in Mistral-3 preprocessing vs Gemma3n variable-name collision." + "reason": "Whisper empty transcription failure and Kosmos2.5 OCR index error are unrelated." }, { - "left": "issue:44479", - "right": "issue:45834", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Separate regressions: Qwen video-input handling vs Kosmos2.5 OCR index error." + "reason": "Different model families and root causes: image preprocessor dtype mismatch vs variable name collision in Gemma3n forward." }, { "left": "issue:43950", "right": "issue:45987", "accept": false, - "reason": "Different subsystems: non-persistent buffer corruption in from_pretrained vs StaticCache sequence-length return type." + "reason": "from_pretrained buffer corruption and StaticCache seq_length return type are unrelated." }, { - "left": "issue:43388", - "right": "issue:46032", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "Unrelated training/eval issues: gather_for_metrics label truncation vs Mamba2Mixer use_cache correctness." + "reason": "Different video regression in Qwen models vs Kosmos2.5 long-OCR index error." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Unrelated dtype/Apple Silicon warmup TypeError vs from_config stale config.dtype." + "reason": "Apple Silicon allocator TypeError vs stale config.dtype after from_config; different issues." }, { - "left": "issue:44991", - "right": "issue:46291", + "left": "issue:43388", + "right": "issue:46032", "accept": false, - "reason": "Tokenizer loading failure for a specific model vs importing pipelines breaking on kernels version requirements." + "reason": "Metric gathering label truncation and Mamba2 cache correctness are unrelated." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:44991", + "right": "issue:46291", "accept": false, - "reason": "Both mention pipeline, but one is an error message regression and the other is wrong model outputs; not the same bug." + "reason": "Tokenizer loading failure for a specific model vs importing pipelines needing kernels version/revision." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Different multimodal model issues: Blip2 dtype propagation vs Video-LLaVA architecture/weights problem." + "reason": "BLIP2 dtype loading issue and Video-LLaVA architecture issue are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Translation-support error message vs SigLIP2 inference corruption; same area but not same bug." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Different validation paths and models: Qwen3.5 video feature/token mismatch vs T5 decoder-input error messaging." + "reason": "Qwen video-token mismatch and T5 decoder validation error are different concrete failures." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Different failures: from_pretrained weight_only error vs generation failure with flash-attention." + "reason": "Qwen3VL weight_only loading error vs Qwen3.5 flash-attention generation issue." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "The second is a broad umbrella over remote_code breakages; the first is one specific removed helper. Not clearly the same concrete bug." + "reason": "Both mention remote_code compatibility, but they describe different API breakages and are too broad to merge." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Tokenizer backend special-token update issue vs Whisper batch_decode skip_special_tokens handling." + "reason": "Runtime special-token post-processor update bug vs Whisper batch_decode skip_special_tokens bug." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Different failure modes: mask shape IndexError vs trainer.evaluate after train regression." + "reason": "Mask shape IndexError vs trainer.evaluate() failure after train(); no clear duplicate relation." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Different model families and code paths: image size mismatch vs dtype mismatch in inference." + "reason": "OmDet-Turbo input-size mismatch and dtype mismatch in other models are unrelated." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight loading bug vs dtype mismatch bug; not the same underlying issue." + "reason": "Packed-weights unpacking failure in accelerate loading vs dtype mismatch in inference." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both involve video inputs, but they target different models and concrete defects." + "reason": "Video input processing error in Qwen3OmniMoe vs Qwen2.5-VL vision_position_ids regression." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is an error-message regression, the other is stale documentation; related topic but not the same bug/change." + "reason": "One is an error-message issue, the other is stale documentation; related topic but not the same bug." }, { "left": "issue:28218", "right": "issue:29159", "accept": true, - "reason": "Likely the same tokenizer bug: 28218 is the specific added-token extra-space symptom, while 29159 describes the broader slow/fast tokenizer inconsistency." + "reason": "Both describe the same tokenizer added-token behavior problem: extra spacing / inconsistent slow-vs-fast tokenizer handling." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Different loading regressions: FSDP CPU RAM efficient loading vs init_empty_weights unexpected argument handling." + "reason": "Different model-loading failures: FSDP CPU RAM efficient loading vs unexpected _is_hf_initialized arg with init_empty_weights." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Both involve model initialization, but the reported failures are different enough that they do not look like the same bug." + "reason": "Custom models in Jupyter notebook initialization vs from_pretrained inside Python classes are different reproducibility issues." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Completely different problem areas: dtype propagation in BLIP2 vs Apple Silicon allocator warmup TypeError." + "reason": "BLIP2 dtype mismatch and Apple Silicon allocator TypeError are unrelated." }, { "left": "issue:45987", "right": "issue:46192", "accept": false, - "reason": "Different API regressions: StaticCache sequence length type vs ignored return_tensors when text_kwargs is passed." + "reason": "Cache length return-type bug and return_tensors being ignored are different API regressions." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked LM regression and general tokenization changes are not the same underlying bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall and appropriately conservative. The only accepted soft-edge pair, 28218 vs 29159, is plausibly the same tokenizer-family bug, while the remaining pairs are credibly separated by model, subsystem, or failure mode." + "feedback": "The summary is grounded in the packet and stays appropriately cautious. The accepted tokenizer pair is plausible from the titles, and the other soft-edge verdicts are conservative rather than overstated." }, "evaluator_used": true, "retried": false, @@ -5953,8 +5966,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -5962,6 +5975,7 @@ "issue:36010", "issue:36331", "issue:42175", + "issue:42490", "issue:43257", "issue:43262", "issue:43329", @@ -5974,6 +5988,7 @@ "issue:43645", "issue:43653", "issue:43697", + "issue:43720", "issue:43742", "issue:43782", "issue:43819", @@ -5983,7 +5998,7 @@ "issue:44368", "issue:44554", "issue:44589", - "issue:44671", + "issue:44610", "issue:44857", "issue:44912", "issue:44936", @@ -5998,7 +6013,6 @@ "issue:45406", "issue:45538", "issue:45600", - "issue:45701", "issue:46209", "issue:46285", "issue:46291", @@ -6007,7 +6021,6 @@ "issue:46728" ], "soft_pairs": [ - "issue:44671|issue:45701", "issue:42175|issue:45081", "issue:34634|issue:36331", "issue:45003|issue:46285", @@ -6016,8 +6029,8 @@ "issue:43582|issue:44857", "issue:43262|issue:43819", "issue:44589|issue:45042", - "issue:43742|issue:45020", "issue:43782|issue:45325", + "issue:43742|issue:45020", "issue:45081|issue:45406", "issue:45372|issue:46326", "issue:45084|issue:45538", @@ -6034,204 +6047,212 @@ "issue:43819|issue:43927", "issue:43531|issue:45042", "issue:43638|issue:44936", - "issue:42175|issue:46291" + "issue:42175|issue:46291", + "issue:43720|issue:44610", + "issue:42490|issue:43257" ], - "prepared_review_unit_hash": "fbaea6d5fa4d145bfd3e6b78d588e8b8acd1e956795db7bfc9e188175f42ca54", + "prepared_review_unit_hash": "7f5bb02745fbc7731bd7bfa74a83167c215d88ead96ba4ecdc16d478f4acb330", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35874, - "estimated_input_tokens": 8969, - "estimated_eval_tokens": 18194 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36823, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: tokenizer, processor, training, quantization, and backend/runtime issues that only share broad transformer-adjacent vocabulary. None of the soft pairs look like the same underlying bug or a mergeable duplicate PR.", - "confidence": 0.96, - "canonical_issue_reason": "No single issue is a safe canonical representative for the whole set; the items span unrelated bugs across many subsystems.", + "summary": "This set is mostly a grab bag of unrelated Transformers bug reports. None of the soft pairs appear to describe the same concrete underlying defect, so I would not merge any of them as duplicates. The broadest and most representative issue here is the remote_code regression report.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45020 is the broadest cross-cutting report here, describing a general regression affecting models that rely on remote_code loading.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the broadest thematic anchor here, but it is still only a loose umbrella for remote_code regressions and not a true duplicate target for the rest of the items.", + "best_issue_reason": "issue:45020 is the best cluster anchor because it is the most general and highest-level failure mode among the listed issues, making it the most useful canonical reference.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44671", - "right": "issue:45701", - "accept": false, - "reason": "CamemBERT masked-LM prediction bug vs a broad tokenizer-version regression; same library, different failure mode and code path." - }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Packaging/backend dependency gap vs mistral tokenizer regex patch crash; unrelated symptoms and subsystems." + "reason": "Different failures: backend dependency packaging vs tokenizer regex patch crash. Same subsystem, not the same bug." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Audio voice_preset bug vs trainer.compute_loss signature break; completely different components." + "reason": "Unrelated areas: Bark voice preset handling vs CustomTrainer.compute_loss signature change." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils vs CLIP text model structural inconsistency; different model-loading problems." + "reason": "Both touch model loading/structure, but one is unsafe sys.modules access and the other is CLIP text-model API inconsistency." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Both are image-processor issues, but one is over-padding and the other is patch counting; not the same bug." + "reason": "Both are image-processor shape/count bugs, but they affect different models and different logic paths." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug vs MXFP4 quantization fallback; unrelated." + "reason": "Tokenizer special-token registration is unrelated to MXFP4 quantization loading fallback." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator TypeError vs CUDA AMP loss crash; different platforms and failure points." + "reason": "Apple Silicon allocator TypeError and CUDA AMP loss crash are different code paths and platforms." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate default vs DAC latent/forward mismatch; different audio paths." + "reason": "Audio chat-template sampling-rate defaulting is not the same as DAC from_latents/STE mismatch." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup failure vs PIL backend requiring torchvision; unrelated runtime/dependency issues." + "reason": "Float8 storage lookup failure is unrelated to the PIL image-processor torchvision dependency regression." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:43782", + "right": "issue:45325", "accept": false, - "reason": "Specific MobileLLM key error vs broad remote_code breakage; too different to be the same bug." + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL rope indexing are distinct model-specific bugs." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "Qwen3VL weight_only load error vs Qwen2.5-VL rope-index scaling bug; different models and code paths." + "reason": "A model-specific key error while loading MobileLLM is not the same as the broad remote_code breakage report." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Both involve processor loading, but one is mistral regex patching and the other is a missing _tokenizer attribute in Gemma4Processor." + "reason": "Tokenizer regex patching and Gemma4Processor missing _tokenizer are different loader failures." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "mistral_common import failure for Gemma 4 processor loading vs continue_final_message behavior; shared dependency name only." + "reason": "Both involve mistral_common, but one is an import break for Gemma 4 and the other is continue_final_message behavior." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation TypeError vs tokenizer model_max_length constant; unrelated tokenizer/template behaviors." + "reason": "Template compilation error and CLIPTokenizer max_length bug are unrelated." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile SDPA bug in Bamba vs quantization fallback in git-oss-20b; different failure surfaces." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to MXFP4 quantization fallback." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug vs RTDetrV2 output mismatch in v5; different image-model issues." + "reason": "BEiT label reduction bug is not the same as RTDetrV2 output divergence." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Multimodal token counting video-branch bug vs stale auto_mappings reference to removed configs; unrelated code paths." + "reason": "Undefined video token-count helpers and stale auto_mappings config references are different bugs." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Image processor label reduction bug vs MPS attention correctness issue; no shared underlying defect." + "reason": "Different models and code paths: BEiT label handling vs MPS attention correctness." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention tied-weights warnings in Qwen models, but one is a modeling_utils bug and the other is a user-facing config warning in fine-tuning; not the same fix." + "reason": "Both mention tied-weights warnings, but they describe different Qwen model behaviors and symptoms." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "gguf_file loading regression vs tokenizer loading failure for est-roberta; different load mechanisms." + "reason": "Tokenizer/model loading with gguf_file and an EMBEDDIA tokenizer regression are separate loading issues." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MOE weights conversion under accelerate+deepspeed vs multimodal token counting video bug; unrelated model-loading vs token-count logic." + "reason": "Qwen3 MoE weight conversion during accelerate loading is unrelated to multimodal token counting." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "GenerationMixin import error vs custom trainer loss signature mismatch; both API breaks, but not the same underlying change." + "reason": "GenerationMixin import failure and compute_loss signature mismatch are different regression classes." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "ImportError from transformers.generation vs Jupyter custom-model initialization breakage; distinct import/runtime failures." + "reason": "Import path breakage and Jupyter custom-model initialization failure are distinct problems." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "A reproduction of an older issue vs an FP8 inference failure on B200; one is a test case, the other a hardware-specific bug." + "reason": "An isolated reproduction of an older issue is not the same as an FP8 inference failure on B200." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent/forward mismatch vs DiaConfig losing custom token IDs after save/load; different audio/model configuration defects." + "reason": "DAC latent/forward mismatch and DiaConfig token-ID persistence are unrelated." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs PIL backend torchvision dependency regression; unrelated." + "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Deepspeed ZeRO-3 index error during training vs evaluate-after-train failure; different trainer lifecycle bugs." + "reason": "Zero3 training IndexError and train-then-evaluate failure are different trainer/deepspeed bugs." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Backend package selection problem vs kernels v0.15 import constraint for pipelines; unrelated dependency issues." + "reason": "TensorFlow packaging omission and pipelines import requirement for kernels v0.15 are different dependency issues." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking in accelerate loading is unrelated to OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local-model import warning and Qwen3 MoE weight conversion are unrelated loader bugs." } ] }, @@ -6250,8 +6271,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -6262,7 +6283,6 @@ "issue:38175", "issue:39692", "issue:40990", - "issue:42490", "issue:42915", "issue:43257", "issue:43262", @@ -6276,7 +6296,6 @@ "issue:43643", "issue:43650", "issue:43696", - "issue:43720", "issue:43742", "issue:43746", "issue:43749", @@ -6294,8 +6313,10 @@ "issue:44821", "issue:44912", "issue:44977", + "issue:44987", "issue:45042", "issue:45459", + "issue:45538", "issue:45759", "issue:45803", "issue:45859", @@ -6305,8 +6326,6 @@ "issue:46701" ], "soft_pairs": [ - "issue:43720|issue:44610", - "issue:42490|issue:43257", "issue:39692|issue:44912", "issue:38175|issue:44610", "issue:43746|issue:44811", @@ -6316,11 +6335,11 @@ "issue:43257|issue:43696", "issue:43262|issue:44811", "issue:43257|issue:43931", - "issue:42915|issue:43742", "issue:46421|issue:46424", + "issue:42915|issue:43742", "issue:43329|issue:44479", - "issue:43329|issue:43450", "issue:45459|issue:45803", + "issue:43329|issue:43450", "issue:43749|issue:44756", "issue:44291|issue:45042", "issue:42915|issue:44821", @@ -6328,208 +6347,203 @@ "issue:34567|issue:40990", "issue:43650|issue:43906", "issue:43540|issue:46701", - "issue:43927|issue:44912", "issue:43454|issue:43577", + "issue:43927|issue:44912", "issue:43525|issue:46291", "issue:29159|issue:34567", - "issue:28282|issue:29870" + "issue:28282|issue:29870", + "issue:44987|issue:45538" ], - "prepared_review_unit_hash": "3fe71c5cd23092718f57f881e47f792c48f368675e5991d5f2dbda50a8308b24", + "prepared_review_unit_hash": "4b4a8fbaea67230799b88d727d4511f333c36a739e5ee603de86cde315d44940", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36249, - "estimated_input_tokens": 9063, - "estimated_eval_tokens": 18382 + "soft_pair_count": 27, + "serialized_chars": 35883, + "estimated_input_tokens": 8971, + "estimated_eval_tokens": 18198 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated single-bug issues across transformers subsystems; none of the soft-edge pairs look like true duplicates or the same fix target. The cluster is heterogeneous, so the best canonical issue is the broadest/high-signal one rather than a shared root cause.", - "confidence": 0.97, - "canonical_issue_reason": "issue:43749 stands out as the most central representative: it has the highest discussion/inbound activity and concerns a broad loading-path regression with multiple downstream references.", + "summary": "The soft pairs are mostly superficial topical overlaps rather than the same underlying bug. I would reject all of them as duplicates/mergeable PRs; this cluster is heterogeneous, so the issue choice is only a best-effort representative rather than a true canonical duplicate target.", + "confidence": 0.22, + "canonical_issue_reason": "issue:43749 is the strongest standalone report in the set: it has the broadest loading impact, the most discussion and inbound references, and a concrete regression description, whereas the other items are narrower or unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 is the best standalone issue in this set because it appears impactful, well-documented, and broadly relevant compared with the many narrow model-specific regressions.", + "best_issue_reason": "issue:43749 is the best representative issue overall because it is the most substantiated and cross-cutting bug report in this mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43720", - "right": "issue:44610", - "accept": false, - "reason": "Different failures: packed-weight unpacking during accelerate loading vs processor/model image-size mismatch." - }, - { - "left": "issue:42490", - "right": "issue:43257", - "accept": false, - "reason": "Trailing-slash import warning is unrelated to Qwen MOE weight conversion under accelerate+deepspeed." - }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "SigLIP2 docs/example errors are not the same bug as gpt-oss-20b MXFP4 quantization fallback." + "reason": "Both are model-related, but one is documentation/example breakage and the other is a quantization-loading regression for a different model." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to the OmDet-Turbo 224px/640px processor-model mismatch." + "reason": "These concern different failures: unexpected zero probabilities vs an image-size mismatch between processor and model." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT local-checkpoint loading and Whisper batch_decode skip_special_tokens are separate code paths." + "reason": "PEFT/local-checkpoint loading is unrelated to Whisper's batch_decode skip_special_tokens behavior." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Different config-loading issues: missing fields with trust_remote_code vs not unwrapping text_config in from_config." + "reason": "Both involve config handling, but one is missing fields with trust_remote_code and the other is from_config unwrapping for composite multimodal configs." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both are memory-related at a high level, but one is int4 reserved-memory growth and the other is a model-specific OOM." + "reason": "Both mention OOM, but they are different code paths and different root causes." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM unit-test loading failure is not the same as Qwen3.5 flash-attention generation corruption." + "reason": "Different models and failures: unit-test loading mismatch vs flash-attention generation behavior." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Accelerate+deepspeed weight conversion bug is unrelated to plain CUDA OOM during GPT-oss-20b inference." + "reason": "One is a weight-conversion/loading bug under accelerate+deepspeed; the other is plain CUDA OOM." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode special-token handling are distinct defects." + "reason": "Audio chat-template sampling-rate handling is unrelated to Whisper batch decoding." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "MOE weight conversion during accelerate loading is not the same as a Qwen3-VL weight-shape mismatch." - }, - { - "left": "issue:42915", - "right": "issue:43742", - "accept": false, - "reason": "FineGrainedFP8Config failure and MobileLLM key error are unrelated loading/config problems." + "reason": "Different symptoms and paths: MOE weights not converted vs a load-time weight-shape mismatch." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Same broad cache area, but one is lazy-init recompilation with chunked prefill and the other is max_cache_length scoping." + "reason": "Related cache terminology, but one is lazy init causing recompilation and the other is a config field only honored in quantized cache." }, { - "left": "issue:43329", - "right": "issue:44479", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "Undefined video-token counting helpers and the v5.3.0 video-input regression are different concrete bugs." + "reason": "Qwen3Moe FP8 config failure and MobileLLM key error are unrelated loading bugs." }, { "left": "issue:43329", - "right": "issue:43450", + "right": "issue:44479", "accept": false, - "reason": "One is an undefined-variable bug in multimodal token counting; the other is a batched video-shape bug." + "reason": "Both are video/VLM issues, but one is an undefined-helper bug in token counting and the other is a broader regression in specific model families." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Tokenizer error masking from protobuf handling is not the same as a bare-except bug in Fuyu tensor conversion." + "reason": "Both mention error handling, but they affect different tokenizer/image code paths and are not the same defect." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined variables in multimodal token counting is distinct from batched video processor shape errors." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "FSDP CPU RAM efficient loading and disabling mmap on Strix Halo are different memory-related issues." + "reason": "Both are memory-related, but one is an FSDP CPU-RAM loading issue and the other is mmap-induced OOM on a specific platform." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights argument compatibility is unrelated to PIL backend processors requiring torchvision." + "reason": "Init-empty-weights argument handling and a PIL/image-processor torchvision dependency regression are separate issues." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen MOE FP8 config failure has nothing to do with loading AutoImageProcessor from a URL." + "reason": "A quantization/load failure for GPT-oss is unrelated to loading AutoImageProcessor from a URL." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "CPU offload device mismatch in bark-small is a different code path from Qwen3_5Moe rotary embedding offload compatibility." + "reason": "CPU offload device mismatch for bark-small is not the same as a rotary embedding incompatibility in Qwen3_5Moe." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token accounting and GPT-oss-20b perplexity are unrelated issues." + "reason": "Trainer token counting and extreme perplexity on GPT-oss are unrelated." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "The placeholder issue and the isolated reproduction of issue 38071 are not the same underlying bug." + "reason": "The first is an invalid/low-information issue title; the second is a reproduction of a different upstream issue." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError and DiffusionGemma pipeline failure are unrelated model/pipeline bugs." + "reason": "Video processing value errors and an image-text-to-text pipeline failure are different bugs." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "DiaConfig save/load token-ID loss is unrelated to MXFP4 quantization fallback." + "reason": "Weight tying for AyaVision and dtype propagation for Blip2 do not share the same failure mode." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:43927", + "right": "issue:44912", "accept": false, - "reason": "AyaVision lm_head tying and Blip2 dtype propagation are different model-initialization issues." + "reason": "Custom token IDs being lost on save/load is unrelated to MXFP4 quantization fallback." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Llama4Config missing pad_token_id is unrelated to kernels import requiring version/revision." + "reason": "Missing pad_token_id on Llama4Config is unrelated to importing pipelines with kernels v0.15." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and TrainerState num_input_tokens_seen not updating do not share the same bug." + "reason": "Tokenizer consistency and trainer token-count tracking are different subsystems and failures." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "AutoModel missing PyTorch and Bart generate decoder_attention_mask initialization are completely separate failures." + "reason": "PyTorch import absence and Bart generate decoder mask initialization are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "A model-loading failure and an oversized CLIPTokenizer model_max_length are not the same bug." } ] }, @@ -6548,8 +6562,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -6603,7 +6617,6 @@ "issue:46693" ], "soft_pairs": [ - "issue:44987|issue:45538", "issue:44568|issue:45356", "issue:28282|issue:34689", "issue:43425|issue:46291", @@ -6631,234 +6644,225 @@ "issue:43540|issue:44479", "issue:44987|issue:45907", "issue:38175|issue:44898", - "issue:44568|issue:45488", "issue:44479|issue:45381", + "issue:44568|issue:45488", "issue:34567|issue:36331" ], - "prepared_review_unit_hash": "961cb160299ffd17709e4a7b48dbc93e2f962c3b381e18b481f63beacbc7afa0", + "prepared_review_unit_hash": "dfdeef3875510f49a604d99173728b9e12b98c3457f4906b3aaab1a3c5b6b909", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37057, - "estimated_input_tokens": 9265, - "estimated_eval_tokens": 18786 + "soft_pair_count": 30, + "serialized_chars": 36760, + "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 mostly a mix of unrelated closed issue reports across tokenizer loading, model dtype/loading, training, and video/VL regressions. Nearly all soft pairs are false positives; only the Qwen video-input regression pair looks like the same underlying bug thread.", - "confidence": 0.74, - "canonical_issue_reason": "issue:44479 is the broadest and most representative report in the only near-duplicate family here: a Transformers 5.3.0 video-input regression affecting Qwen VL variants.", + "summary": "This is a heterogeneous set of regression/bug reports; the soft-similarity pairs are mostly only thematically related, not the same underlying bug, so none should be merged.", + "confidence": 0.8, + "canonical_issue_reason": "issue:45488 is the strongest anchor for duplicate triage: it has a concrete tokenizer regression, clear reproduction context, active discussion, and inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 best represents the cluster\u2019s clearest duplicated bug because it captures the shared Qwen video-input regression at a higher level than the narrower follow-up report.", + "best_issue_reason": "issue:45488 is the most suitable representative issue overall because it is specific, actionable, and has the clearest bug narrative among the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44987", - "right": "issue:45538", - "accept": false, - "reason": "Different bugs: one is a loading regression for a specific model, the other is CLIPTokenizer max_length behavior." - }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different failure modes and model families." + "reason": "Both are tokenizer regressions, but one is about BOS/EOS insertion and the other is about codec handling/warning behavior in Kimi-K2.5; different root causes." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Unrelated: PyTorch import detection versus a Llama Vision model-loading regression." + "reason": "One is an environment missing PyTorch, the other is a model-loading regression for Llama 3.2 Vision; not the same bug." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Separate problems: Torch version incompatibility versus a kernels package revision/version requirement." + "reason": "Torch 2.10 incompatibility and kernels requiring version/revision are unrelated dependency/API failures." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Different areas entirely: Qwen3MoE FP8 config handling versus tokenizer max_length." + "reason": "Qwen3Moe FP8 config failure and CLIPTokenizer max-length behavior are different subsystems and failure modes." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 runtime error and PEFT version pinning are unrelated." + "reason": "DeepSpeed ZeRO3 deque error and PEFT version bump are unrelated issues." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Different model/code paths: RTDetrV2 output changes versus Qwen3.5 save_pretrained key regression." + "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained key mapping are different model/code-path bugs." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both mention weight tying, but one is a model definition bug and the other is LoRA merge collapse with extended vocab." + "reason": "Both involve tied embeddings, but one is an lm_head tying bug and the other is LoRA merge with extended vocabulary collapse; not the same issue." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error on CLIP loading is unrelated to TrainerState token counting." + "reason": "MacOS bus error on CLIP model load and TrainerState token-count updating are unrelated." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Backend packaging issue versus missing Qwen2.5-VL import; not the same bug." + "reason": "Missing TensorFlow backend in a torch install and missing Qwen2_5_VL import are separate packaging/import problems." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Both are loading errors, but one is a key error for a model, the other is init_empty_weights argument handling." + "reason": "MobileLLM key-error loading and init_empty_weights unexpected argument are different loading failures." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "PyTorch import error and LayoutLMv3 box-validation clarity are unrelated." + "reason": "PyTorch-not-found import error and LayoutLMV3 box-validation messaging are unrelated." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Device-map/offload failure is unrelated to CLIPTokenizer max_length." + "reason": "Device-map/offload dequantization failure and CLIPTokenizer max-length behavior are unrelated." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "Both involve vision/video performance or correctness, but one is a functional video-input regression and the other is a performance regression." + "reason": "A video-input regression in Qwen VL models and an FA2 long-context performance regression are different bugs." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Tokenizer construction errors, but different causes and different models." + "reason": "AddedToken special-arg duplication and tokenizer loading failure for EMBEDDIA/est-roberta are distinct tokenizer bugs." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Related to dtype, but one is submodule dtype sticking at float32 and the other is config.dtype being stale after from_config." + "reason": "One is dtype propagation for Blip2/Qformer, the other is stale model.config.dtype after from_config(dtype=...); related area, different bug." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf loading/tokenizer issue and Apple Silicon allocator TypeError are unrelated." + "reason": "gguf_file loading and Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Different symptoms: Qwen3.5 hidden-state behavior versus generic tokenization changes." + "reason": "Qwen3.5 output_hidden_states behavior and version-dependent tokenization changes are different bug classes." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3MoE FP8 config failure is unrelated to FSDP CPU RAM efficient loading." + "reason": "Qwen3Moe FP8 config failure and FSDP CPU RAM efficient loading are different advanced-loading regressions." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Different failures and code paths: auto device mapping cuda assert versus Qwen3OmniMoe video processing ValueError." + "reason": "Auto device-mapping cudaErrorAssert and Qwen3OmniMoe video ValueError are different failure paths." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Flash Attention 2 model issue and PyTorch import detection are not the same bug." + "reason": "XLMRoberta with FlashAttention2 and missing-PyTorch import error are unrelated." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are Qwen video-input bugs, but they affect different models and error paths (ValueError vs StopIteration)." + "reason": "Both are video-related Qwen issues, but they affect different models and fail in different places; not the same concrete bug." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Unexpected _is_hf_initialized argument is unrelated to loading AutoImageProcessor from a URL." + "reason": "Unexpected _is_hf_initialized argument and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed weight-dimension runtime error and tokenizer inconsistency are unrelated." + "reason": "DeepSpeed weight dimensionality error and slow/fast tokenizer inconsistency are unrelated." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Packaging/backend inclusion issue versus model-loading failure for a specific checkpoint." + "reason": "TensorFlow-backend packaging and sleng-bert loading failure are different issues." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "These are both Qwen video issues, but the concrete bugs differ; one is a processing ValueError, the other is a broader regression in video position handling." + "reason": "Qwen3OmniMoe video ValueError and Qwen2.5/Qwen3 video regression are similar domain-wise but not the same bug." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Model loading regression and list_repo_files revision forwarding are unrelated." + "reason": "Model loading failure and list_repo_files revision forwarding are unrelated." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different image-model correctness issues with different failure modes." + "reason": "Siglip2 zero probabilities and Perceiver non-default resolution failure are different model-specific bugs." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:44479", + "right": "issue:45381", "accept": false, - "reason": "Different tokenizer bugs: special-token addition versus LlamaTokenizer overriding tokenizer.json pre-tokenizer behavior." + "reason": "Both concern video/VL behavior, but 45381 is a specific vision_position_ids bug and 44479 is a broader regression across models." }, { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Same underlying Qwen VL video-input regression in Transformers 5.3.0; 45381 looks like a narrower manifestation of the broader bug reported in 44479." + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer bugs, but one is about add_special_tokens/BOS-EOS behavior and the other is LlamaTokenizer overriding ByteLevel pre-tokenizer; different root causes." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting and CustomTrainer compute_loss signature changes are unrelated training API issues." + "reason": "TrainerState token-count tracking and CustomTrainer compute_loss signature mismatch are separate training API issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:44479 with issue:45381, is plausibly the same Qwen video-input regression family based on the titles. The rejected soft pairs are generally justified by distinct titles, model families, or failure modes, and none of the verdicts overclaim beyond the available evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -6870,8 +6874,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -6931,41 +6935,41 @@ "issue:44737|issue:46463", "issue:45042|issue:45081", "issue:43716|issue:46701", - "issue:43756|issue:46399", "issue:43531|issue:44821", - "issue:43756|issue:45325", + "issue:43756|issue:46399", "issue:43577|issue:45072", + "issue:43756|issue:45325", "issue:44568|issue:46491", "issue:45405|issue:45600", "issue:43906|issue:46468", "issue:45823|issue:46463", "issue:24643|issue:29870", "issue:43404|issue:45987", - "issue:43452|issue:44488", "issue:44737|issue:45588", + "issue:43452|issue:44488", "issue:43906|issue:46693", "issue:44625|issue:44877", "issue:43526|issue:45479", "issue:45357|issue:45920", - "issue:44913|issue:46121", "issue:43540|issue:46693", + "issue:44913|issue:46121", "issue:28282|issue:32090", "issue:43720|issue:44898" ], - "prepared_review_unit_hash": "98a8fa7ef0b3d0a1b7e93127b3c54924771be43e271a0e986f3f406aaa2bf7ae", + "prepared_review_unit_hash": "c7ddd622153a3d721949226ca51728fca09d1e29b021623b5ce931b3c40d08d6", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35635, + "serialized_chars": 35636, "estimated_input_tokens": 8909, "estimated_eval_tokens": 18074 }, @@ -6974,174 +6978,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated Transformers bugs/regressions across different models, tokenizers, configs, and loading paths. I found no true duplicate pair among the suggested soft edges.", - "confidence": 0.95, - "canonical_issue_reason": "If a representative issue must be chosen, issue #45920 is the broadest user-facing regression in the set (multi-model AutoTokenizer wrong IDs) and has the strongest cross-cutting impact; however, the cluster does not actually contain a clear duplicate set.", + "summary": "The cluster is very heterogeneous: the items span unrelated model-loading, tokenizer, config, dtype, and performance regressions. The soft pairs mostly share only superficial subsystem similarity, not the same concrete bug or change.", + "confidence": 0.22, + "canonical_issue_reason": "issue:45920 is the broadest, most user-impacting regression in the set, but the cluster as a whole does not have a true duplicate center.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45920 is the best single issue here because it describes a widespread regression affecting several models and is more broadly representative than the highly model-specific reports.", + "best_issue_reason": "issue:45920 has the clearest broad blast radius and strongest reproducible user-facing failure, making it the best anchor if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Both are multimodal-related, but one is a Janus generation test failure and the other is a Phi-4 model loading regression; different code paths and symptoms." + "reason": "Different failures: a janus generation test break versus a Phi-4 multimodal loading error." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed is unrelated to Smollm3 RoPE layer dropping; different models and failure modes." + "reason": "One is an accelerate/deepspeed weight-conversion bug; the other is a RoPE-layer-count regression in Smollm3." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Tokenizer AddedToken duplication and Mistral regex patching are separate tokenizer bugs with different causes." + "reason": "Tokenizer AddedToken keyword handling and Mistral regex patching are unrelated code paths." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "MobileLLM key lookup failure and Float8 storage deserialization are unrelated loading errors." + "reason": "A MobileLLM key error and a missing Float8 storage type are different loading failures." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU device placement bug is unrelated to T5 decoder-input validation messaging." + "reason": "XLNet CPU placement/performance issue does not match a T5 decoder-input validation message bug." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Torchvision dependency in PIL image processors is unrelated to Mistral tokenizer regex patching." + "reason": "PIL image-processor torchvision dependency and Mistral tokenizer regex patching are separate defects." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Mistral-3 image preprocessor dtype mismatch and DiffusionGemma image-text-to-text pipeline failure are different multimodal issues." - }, - { - "left": "issue:43756", - "right": "issue:46399", - "accept": false, - "reason": "Smollm3 RoPE-layer dropping and Qwen3.5 kernel registration failure are unrelated model-specific bugs." + "reason": "A dtype mismatch in Mistral-3 preprocessing is not the same as the DiffusionGemma image-text pipeline failure." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior has nothing to do with AutoImageProcessor URL loading." + "reason": "Qwen3-MoE sliding-window behavior and loading AutoImageProcessor from URL are unrelated." }, { "left": "issue:43756", - "right": "issue:45325", + "right": "issue:46399", "accept": false, - "reason": "Both mention RoPE/positioning, but Smollm3 layer selection and Qwen2.5-VL temporal position scaling are distinct defects." + "reason": "Smollm3 RoPE-layer loss and Qwen3.5 kernel-registration crash are different model-specific bugs." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related, but Blip2 loading and SwitchTransformers/TimmWrapperModel bfloat16 inference are different code paths and bugs." + "reason": "Both mention dtype, but they affect different model families and different inference paths." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE omission and Qwen2.5-VL still-image rope scaling are not the same defect." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Tokenizer special-token insertion regression and CodeLlama encode/decode whitespace regression are separate tokenizer behaviors." + "reason": "BOS/EOS special-token insertion and CodeLlama leading-space round-trip regression are distinct tokenizer issues." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "A version pin to unreleased PEFT and stale auto_mappings references are unrelated maintenance issues." + "reason": "A dependency version bump and stale auto-mapping references are unrelated maintenance problems." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "An isolated reproduction of an older issue and the Nemotron example breakage do not point to the same underlying bug." + "reason": "An isolated reproduction issue and an official example breakage do not indicate the same underlying bug." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device-map mismatch and T5 decoder-input validation messaging are unrelated." + "reason": "Device-map mismatch in Gemma4 PLE is unrelated to T5 decoder-input validation messaging." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed weight-dimension runtime error and BART decoder_attention_mask UnboundLocalError are different training/generation failures." + "reason": "DeepSpeed training weight-shape failure and BART generate-time UnboundLocalError are different code paths." }, { "left": "issue:43404", "right": "issue:45987", "accept": false, - "reason": "Mistral3 lm_head tying and StaticCache return-type mismatch are unrelated implementation bugs." - }, - { - "left": "issue:43452", - "right": "issue:44488", - "accept": false, - "reason": "gguf_file load failures and cjvt/sleng-bert loading issues are both model-loading related but not the same defect." + "reason": "Mistral3 weight-tying bug and StaticCache return-type bug are unrelated." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet relative-position CPU allocation and flash_attention s_aux=None crash are unrelated." + "reason": "XLNet positional encoding on CPU and flash-attention sink-less crash are separate issues." }, { - "left": "issue:43906", - "right": "issue:46693", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "The former is a reproduction report for an older bug; the latter is a long-context FA2 performance regression." + "reason": "Both are loading-related, but the gguf_file regression and cjvt/sleng-bert loading failure are not the same bug." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Qwen3.5 num_labels propagation and strict granite_speech config loading are different config-handling bugs." + "reason": "These are both config-loading problems, but one is num_labels propagation and the other is strict config rejection." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BEiT Fast label reduction and single-label-classification zero-loss behavior are distinct classification/preprocessing issues." + "reason": "Label-reduction behavior and degenerate zero-loss classification are different classification bugs." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Incorrect visual encoder keys on save_pretrained and wrong AutoTokenizer token IDs are separate regression classes." + "reason": "Incorrect visual-encoder keys in save_pretrained is unrelated to wrong token IDs in AutoTokenizer." }, { - "left": "issue:44913", - "right": "issue:46121", + "left": "issue:43540", + "right": "issue:46693", "accept": false, - "reason": "GPTNeoX rotary_pct reload loss and rope-validation ignore-keys type handling are different RoPE/config bugs." + "reason": "A video-input ValueError and a long-context FA2 performance regression are not the same issue." }, { - "left": "issue:43540", - "right": "issue:46693", + "left": "issue:44913", + "right": "issue:46121", "accept": false, - "reason": "Qwen3OmniMoe video-input processing and FA2 long-context performance regression are unrelated." + "reason": "GPTNeoX rotary_pct persistence and rope-parameter JSON list conversion are different config/validation bugs." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Missing PyTorch import and NoneType broadcast failure in Trainer are unrelated environment/runtime errors." + "reason": "Missing PyTorch in the environment and NoneType broadcast errors are unrelated." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading and Perceiver non-default resolution handling are different model-loading bugs." + "reason": "BitNet packed-weight unpacking and Perceiver interpolation failure are different loading/inference problems." } ] }, @@ -7160,8 +7158,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -7222,8 +7220,8 @@ "issue:41762|issue:44936", "issue:44361|issue:44442", "issue:44493|issue:46050", - "issue:43653|issue:44361", "issue:43819|issue:44811", + "issue:43653|issue:44361", "issue:43525|issue:46701", "issue:43688|issue:43749", "issue:43994|issue:44898", @@ -7245,208 +7243,208 @@ "issue:43688|issue:45704", "issue:43653|issue:43927" ], - "prepared_review_unit_hash": "299c1e56f2ee2e558950a990ac9be4be30ca035f8ed4e6375273e62d3b3b73af", + "prepared_review_unit_hash": "e2d9bccbe1f6c6db4da75373714a2bfc084d8d877eddd643e4b6dc54171e9db6", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36740, - "estimated_input_tokens": 9185, - "estimated_eval_tokens": 18626 + "serialized_chars": 36732, + "estimated_input_tokens": 9183, + "estimated_eval_tokens": 18622 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: tokenizer quirks, config/save-load regressions, model-specific loading bugs, training/eval issues, and unrelated backend/dependency errors. None of the soft pairs look like the same underlying bug/change, so all should be rejected. If a single issue must stand in as a canonical anchor, the broadest one is the generic custom-model regression ticket, but it still only loosely represents the set.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 43646 is the broadest umbrella report here: a general Transformers v5 custom model initialization regression, which is closer to the overall \u201cframework regression\u201d theme than the narrow model-specific bugs around it.", + "summary": "This cluster is a loose mix of Transformers regressions around tokenizers, config loading, generation, and model-specific v5 breakages. None of the soft pairs look like true duplicates, so they should stay separate; the broadest representative issue is the v5 custom model initialization regression.", + "confidence": 0.55, + "canonical_issue_reason": "issue:43646 is the broadest umbrella for the cluster: it captures the general v5 regression pattern affecting custom model initialization and aligns with many of the more specific breakages here.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the most general and reusable issue in the set, but the cluster is too mixed for a truly strong canonical issue; it best serves as a weak anchor rather than a real duplicate target.", + "best_issue_reason": "issue:43646 is the most representative issue for triage because it describes the widest underlying failure mode rather than a single model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different models and failure modes: RTDetrV2 output drift vs Qwen3.5 checkpoint save_pretrained regression." + "reason": "Both are regressions, but one is RTDetrV2 output drift and the other is Qwen3.5 save_pretrained corruption; different code paths and failure modes." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both involve config handling, but one is missing fields from trust_remote_code AutoConfig while the other drops a specific Qwen3_5MoeVisionConfig field." + "reason": "Both involve config fields and serialization, but one is trust_remote_code returning missing fields while the other is a specific Qwen3_5MoeVisionConfig field being dropped by strict validation." }, { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but one is device-dependent serialization of lm_head.weight and the other is a translation-model-specific tied-weights issue; not the same concrete bug." + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is translation-model tied-weight handling in general; not the same concrete bug." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Unrelated areas: Gemma 4 mm_token_type_ids defaulting vs a T5 decoder-input validation error message." + "reason": "Gemma 4 mm_token_type_ids defaults are unrelated to T5 decoder input validation error messaging." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 loading IndexError is unrelated to trainer.evaluate() failing after trainer.train()." + "reason": "Gemma3 + ZeRO-3 loading IndexError and trainer.evaluate after train are unrelated training/runtime issues." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer families and errors: MLukeTokenizer AttributeError vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + "reason": "MLukeTokenizer task AttributeError and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer loader failures." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Position-id key mismatch is unrelated to quantized-model save/load breakage after sinq quantization." + "reason": "Unexpected position-id keys and sinq quantization save/load breakage are unrelated symptoms." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Both are tokenizer bugs, but BigBirdTokenizer special-token registration and MLukeTokenizer task AttributeError are different root causes." + "reason": "DAC.from_latents mismatch and Whisper batch_decode skip_special_tokens behavior affect different models and APIs." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "DAC.from_latents forward mismatch and Whisper batch_decode skip_special_tokens handling are unrelated audio-model behaviors." + "reason": "BigBirdTokenizer special-token registration and MLukeTokenizer task errors are distinct tokenizer bugs." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Llama4Config pad_token_id attribute error is unrelated to the DiffusionGemmaGenerationOutput pipeline failure." + "reason": "Llama4Config pad_token_id missing and DiffusionGemma image-text pipeline failure are different model families and failures." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are separate training/distributed issues." + "reason": "Auxiliary-loss normalization in MoE models is unrelated to FSDP CPU RAM efficient loading." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different vision-model bugs: SigLIP2 nonsensical outputs vs Perceiver failing with non-default resolution/interpolate_pos_encoding." + "reason": "Siglip2 nonsensical results and Perceiver non-default resolution failure are different vision-model issues." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both affect AutoTokenizer paths, but gguf_file loading breakage and offline model_info calls in _patch_mistral_regex are distinct bugs." + "reason": "gguf_file tokenizer/model loading and HF_HUB_OFFLINE breakage from _patch_mistral_regex are separate from_pretrained problems." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Siglip2 zero-probabilities and a v4.57 custom-model regression involving processor.tokenizer/images are unrelated." + "reason": "Siglip2 zero probabilities and processor.tokenizer/image passing regression are not the same bug." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "Trainer evaluate/train lifecycle issue is unrelated to Gemma4 PLE device placement with device_map=\"auto\"." + "reason": "Trainer lifecycle failure and Gemma4 PLE device mismatch are unrelated runtime issues." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M loading KeyError are different model/config bugs." + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are different loading/runtime failures." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma 4 processor loading import failure from mistral_common is unrelated to the Windows ROCm torch.distributed dependency problem." + "reason": "Gemma 4 processor import breakage and Windows ROCm torch.distributed dependency error are unrelated dependency issues." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both are backend/dependency related, but tensorboard-without-TF undefined backend and tensorflow_text missing from BACKENDS_MAPPING are not the same bug." + "reason": "TensorBoard-only backend setup and tensorflow_text backend-mapping error are separate backend installation problems." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "Generic v5 clean_up_tokenization_spaces behavior change is not the same as CodeLlama's leading-space round-trip regression." + "reason": "clean_up_tokenization_spaces v5 behavior and CodeLlama leading-space round-trip regression are both tokenizer-related but not the same defect." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file AutoTokenizer/AutoModel loading breakage is unrelated to Blip2 dtype remaining float32." + "reason": "gguf_file loading and Blip2 dtype propagation are different model-loading bugs." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "A broad custom-model initialization regression is unrelated to the FSDP CPU RAM efficient loading failure." + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are not the same failure path." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "Blip2 dtype propagation and RTDetrV2 output inconsistency are separate model-specific issues." + "reason": "Blip2 dtype staying float32 and RTDetrV2 output changes are unrelated model-specific regressions." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are regressions, but one is custom processor/model access and the other is Kimi-K2.5 tokenizer codec handling; different code paths." + "reason": "processor.tokenizer/image passthrough regression and Kimi-K2.5 tokenizer codec handling are distinct tokenizer/processor issues." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Chunked generation with compiled forward and Qwen3_5MoE recurrent-state reset are distinct generation/caching bugs." + "reason": "Chunked generation with compiled forward and Qwen3.5 recurrent state reset are both generation-related but not the same concrete bug." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Special-token registration on BigBirdTokenizer and missing BOS/EOS insertion on mdeberta-v3 tokenizer are different tokenizer-specific defects." + "reason": "BigBirdTokenizer special-token registration and mdeberta-v3 add_special_tokens BOS/EOS behavior are different tokenizer implementations and bugs." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Inconsistent slow vs fast tokenizer behavior is unrelated to a MacOS bus error on a community CLIP model." + "reason": "Slow/fast tokenizer inconsistency and CLIP bus error on macOS are unrelated." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and Sam3Model text encoder weights not loading are unrelated model-architecture/loading issues." + "reason": "Smollm3 RoPE-layer mismatch and Sam3Model text encoder weights not loading are unrelated model-definition issues." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization and T5 using apex.FusedRMSNorm with a memory leak are unrelated." + "reason": "MoE auxiliary-loss normalization and T5 apex.FusedRMSNorm memory leak are different subsystems." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "BigBirdTokenizer special-token registration and DiaConfig losing custom token IDs after save/load are both token-related, but not the same underlying bug." + "reason": "BigBirdTokenizer special-token registration and DiaConfig custom token-id persistence are both token-related but not the same bug." } ] }, @@ -7465,8 +7463,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -7491,7 +7489,6 @@ "issue:43720", "issue:43742", "issue:43782", - "issue:43825", "issue:43927", "issue:44361", "issue:44464", @@ -7520,14 +7517,14 @@ "issue:46693" ], "soft_pairs": [ - "issue:43688|issue:45701", "issue:44843|issue:44991", + "issue:43688|issue:45701", "issue:44479|issue:44625", "issue:45491|issue:46002", - "issue:43550|issue:44361", "issue:44484|issue:44704", - "issue:43742|issue:44821", + "issue:43550|issue:44361", "issue:33666|issue:36010", + "issue:43742|issue:44821", "issue:43688|issue:45440", "issue:44734|issue:46612", "issue:44466|issue:46050", @@ -7543,236 +7540,223 @@ "issue:33666|issue:36331", "issue:43643|issue:44561", "issue:43606|issue:43927", - "issue:43278|issue:43688", "issue:43782|issue:46693", + "issue:43278|issue:43688", "issue:43262|issue:43295", "issue:39692|issue:43493", - "issue:43720|issue:44361", "issue:43525|issue:43572", + "issue:43720|issue:44361", "issue:44964|issue:45405", - "issue:44554|issue:46365", - "issue:43493|issue:43825" + "issue:44554|issue:46365" ], - "prepared_review_unit_hash": "7e49f7842cae90152f838dcdc7db42833e0ffa3cff28aa772b4fc6d32604556b", + "prepared_review_unit_hash": "5174337d45474a1ceec8cfc361d3c1a6d68b604fad069dd34400d1ab943100af", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37389, - "estimated_input_tokens": 9348, - "estimated_eval_tokens": 18952 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36508, + "estimated_input_tokens": 9127, + "estimated_eval_tokens": 18510 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft-linked pairs cover unrelated bugs across trainers, configs, tokenization, generation, processors, and model loading. No pair looks like the same underlying fix, so all soft edges are rejected. As a cluster anchor, the broadest and most referenced issue is the tokenization/version-regression report.", - "confidence": 0.96, - "canonical_issue_reason": "issue:45701 is the broadest, most cross-cutting regression in the set and has the most evidence of impact (multiple inbound references), so it is the best anchor issue if one must be chosen.", + "summary": "This cluster is very heterogeneous: the soft pairs mostly share only broad themes like model loading, generation, configs, or dtype issues, but not the same concrete bug. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.31, + "canonical_issue_reason": "Issue 45701 is the broadest, most central regression report in the set and has the strongest discussion/reference signal, so it is the best anchor for the cluster even though the overall grouping is noisy.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 best represents the cluster because it is a generic version-induced behavior change, not a narrow model-specific edge case, and it has strong discussion/impact signals.", + "best_issue_reason": "Issue 45701 is the most generally phrased and discussion-heavy issue here, making it the best representative issue for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Different bugs: auxiliary-loss normalization vs tokenization changes." + "reason": "Both are tokenizer-loading regressions, but one is an offline-mode Mistral regex patch bug and the other is a model-specific tokenizer load failure; different root causes." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "Both involve tokenizer loading, but the failure modes and affected paths are different." + "reason": "Aux-loss normalization in MoE models is unrelated to a version-dependent tokenization change." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Unrelated regressions: video-input handling vs num_labels propagation." + "reason": "Video-input regression for several Qwen VL models is not the same bug as Qwen3.5 num_labels propagation." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but the root causes and code paths are unrelated." - }, - { - "left": "issue:43550", - "right": "issue:44361", - "accept": false, - "reason": "Different subsystems entirely: torch.compile/SDPA vs tokenizer/task AttributeError." + "reason": "Both mention NaNs, but one is sliding-window attention on GPU and the other is classification-head init/checkout behavior." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "save_pretrained shard sizing vs AutoProcessor/cached_file kwargs are different issues." + "reason": "Save-pretrained shard sizing is unrelated to AutoProcessor kwargs forwarding to cached_file." }, { - "left": "issue:43742", - "right": "issue:44821", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "Different loading problems: model key error vs loading AutoImageProcessor from URL." + "reason": "A torch.compile SDPA model failure and an MLukeTokenizer AttributeError are different code paths." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training issue vs GenerationMixin import failure." + "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key errors while loading and AutoImageProcessor URL loading are different loader bugs." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Both concern model correctness, but these are distinct implementation discrepancies." + "reason": "MoE auxiliary-loss normalization does not match a DeepSeekV3 implementation divergence." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "Different generation-cache bugs in different execution paths; not one fix." + "reason": "Both involve generation caches, but one is KV-cache continuation tensor indexing and the other is beam-search reorder skipping in different model families." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Serialization inconsistency vs quantized save/load breakage are separate problems." + "reason": "Serialization of tied lm_head weights and quantized save/load breakage are not the same failure." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer broadcast TypeError is unrelated to Qwen2-VL multi-GPU training." + "reason": "Trainer GPU broadcast of NoneType is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Auto device mapping crash vs compiled-forward chunked generation mismatch." + "reason": "Auto device mapping cuda asserts and chunked generation with compiled forward are distinct problems." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Both affect generation output, but one is compiled forward and the other is flash-attention-specific." + "reason": "Compiled-forward chunked generation inconsistency is not the same as a flash-attention correctness bug in Qwen3.5." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Pretrained preset loading bug vs Bamba SDPA compile failure are unrelated." + "reason": "Legacy field handling for BEiT loading is unrelated to Bamba torch.compile SDPA failures." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Legacy-field load failure vs BitNet packed-weight loading are different bugs." + "reason": "A pretrained-model legacy field issue is not the same as BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Correctness bug in Qwen3.5 generation vs performance regression in FA2 long-context generation." + "reason": "One is a correctness bug in Qwen3.5 generation, the other is a performance regression with FA2 long-context generation." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Model preset loading and processor/model size mismatch are different issues." + "reason": "BEiT legacy-field loading and OmDet processor/model image-size mismatch are different bugs." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype loading regression vs MPS attention correctness issue." + "reason": "BLIP2 dtype propagation and an MPS attention correctness issue are unrelated." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Packed-weight accelerate loading vs config token-ID persistence are unrelated." - }, - { - "left": "issue:33666", - "right": "issue:36331", - "accept": false, - "reason": "Multi-GPU training problem vs unexpected trainer kwarg regression." - }, - { - "left": "issue:43643", - "right": "issue:44561", - "accept": false, - "reason": "Both touch trust_remote_code, but one is missing config fields and the other is removed helper incompatibility." + "reason": "BitNet packed-weight handling and DiaConfig token-id persistence are different model/config issues." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch vs DiaConfig token-ID loss are unrelated." + "reason": "CPU-offload device mismatch is not the same as losing custom token IDs on save/load." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Embedding dtype drift vs auxiliary-loss normalization are different model behaviors." - }, - { - "left": "issue:43782", - "right": "issue:46693", - "accept": false, - "reason": "from_pretrained weight_only failure vs FA2 performance regression are different failure modes." + "reason": "Embedding dtype drift between train/eval is unrelated to auxiliary-loss normalization." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio sampling-rate default bug vs processor.tokenizer regression are separate processor issues." + "reason": "Audio chat-template sampling-rate defaults and processor.tokenizer/image-passing regressions are different API bugs." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Docs/example errors and implementation discrepancy in SigLIP2 are not the same concrete bug." + "reason": "Docs-example model/processor mismatch and SigLIP2 HF-vs-JAX discrepancy are not the same underlying issue." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "BitNet weight-loading bug vs MLukeTokenizer AttributeError are unrelated." + "reason": "Missing pad_token_id in Llama4Config and missing pad_token_idx in StableLmConfig are separate model-specific config regressions." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "Similar missing-pad-field symptoms, but different config classes and code paths." + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model loading regression vs dependency version bump are unrelated." + "reason": "Phi-4 multimodal loading failure and an unreleased PEFT minimum-version bump are not the same bug." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "MPS attention correctness issue vs Trainer import conflict with datasets are unrelated." + "reason": "MPS attention correctness and importing Trainer failing because of datasets are unrelated." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:44561", + "right": "issue:43643", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is not the same as AutoConfig returning missing fields under trust_remote_code." + }, + { + "left": "issue:43782", + "right": "issue:46693", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs pipeline error-message regression are unrelated." + "reason": "Qwen3VL weight_only load failure is a model-loading bug, not a flash-attention performance regression." } ] }, @@ -7791,8 +7775,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -7815,10 +7799,10 @@ "issue:43646", "issue:43701", "issue:43824", + "issue:43825", "issue:43844", "issue:43927", "issue:43994", - "issue:44112", "issue:44361", "issue:44451", "issue:44466", @@ -7847,6 +7831,7 @@ ], "soft_pairs": [ "issue:44514|issue:45290", + "issue:43493|issue:43825", "issue:44625|issue:45584", "issue:44977|issue:46209", "issue:43452|issue:44451", @@ -7860,231 +7845,230 @@ "issue:44849|issue:46209", "issue:33357|issue:33666", "issue:43646|issue:44466", - "issue:44568|issue:46489", "issue:46209|issue:46710", + "issue:44568|issue:46489", "issue:43278|issue:43701", "issue:43575|issue:45405", "issue:44792|issue:45405", - "issue:43927|issue:44361", "issue:44589|issue:45520", "issue:44849|issue:45357", + "issue:43927|issue:44361", "issue:43824|issue:44589", - "issue:44568|issue:45812", "issue:44488|issue:44843", + "issue:44568|issue:45812", "issue:43504|issue:43606", "issue:43257|issue:43299", "issue:43334|issue:43572", - "issue:43334|issue:45759", - "issue:43606|issue:44112" + "issue:43334|issue:45759" ], - "prepared_review_unit_hash": "eb5b984f8accdcb77ea82be8ab4580e4172123f604997f8172a2ae01ae22abb6", + "prepared_review_unit_hash": "a016c5d237361fc120e522c229d062b866f675181ad00bfa0280b9ace5d560a7", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36754, - "estimated_input_tokens": 9189, - "estimated_eval_tokens": 18634 + "serialized_chars": 36772, + "estimated_input_tokens": 9193, + "estimated_eval_tokens": 18642 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose collection of tokenizer, config, and model-loading regression reports in Transformers v5, but the soft pairs are too behaviorally different to treat as true duplicates. No PRs are present.", - "confidence": 0.67, - "canonical_issue_reason": "issue:45812 is the most central and broadly scoped tokenizer regression here: it describes a silent v4\u2192v5 break affecting all Granite models, which fits the cluster\u2019s strongest shared theme better than the narrower or unrelated reports.", + "summary": "This cluster is a grab-bag of unrelated tokenizer, model-loading, training, and regression reports. None of the soft pairs look like the same underlying bug strongly enough to merge, so I would not deduplicate any of them.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue: the items span unrelated subsystems and the soft pairs are only superficially similar.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the best representative issue overall because it is concrete, high-impact, and broadly applicable; it also aligns with the most repeated topic in the cluster (tokenizer behavior regressions).", + "best_issue_reason": "No global best issue for deduping; there is no clear representative that subsumes the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both mention apply_chat_template crashes, but the failure modes differ: batched VL input with padding=False vs assistant tool-call messages with empty content. Not the same concrete bug." + "reason": "Both are apply_chat_template crashes, but the triggers differ: batched padding=False in one case vs assistant tool-call messages with no content in the other." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Different problems: SigLIP2 output mismatch versus a pipeline v5 error message about translation support." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "One is about num_labels propagation in Qwen3.5 config; the other is Whisper generation failing after align_special_tokens. Different subsystems and root causes." + "reason": "Unrelated model/config bug versus Whisper empty-transcription failure after token alignment." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 flash-attention generation problems and FP8 inference failures on B200 are unrelated code paths." + "reason": "Different model/runtime failures: Qwen3.5 flash-attention generation versus FP8 inference on B200." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "Both are loading-related, but one is about gguf_file breaking from_pretrained APIs and the other is a specific model failing to load. Too broad to merge." + "reason": "Both are load failures, but one is a gguf_file regression in tokenizer/model loaders and the other is a specific pretrained model that no longer loads." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 device-map forward mismatch vs sinq quantization save/load breakage are distinct bugs." + "reason": "Different code paths: Gemma4 device_map forward mismatch versus sinq save/load quantization breakage." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer extra-space behavior and a MacOS bus error in a CLIP model are unrelated." + "reason": "Tokenizer spacing bug versus a MacOS bus error in a CLIP model; no shared underlying defect." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 wrong outputs and return_tensors being ignored when text_kwargs is passed do not share the same concrete failure." + "reason": "SigLIP2 inference quality issue versus a text_kwargs/return_tensors API interaction bug." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE marker handling and Qwen3.5 flash-attention generation are different issues." + "reason": "Different tokenizer/model regressions: BPE marker handling versus Qwen3.5 flash-attention generation." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation discrepancy and a DeepSpeed ZeRO-3 gradient increase issue are not the same bug." + "reason": "A SigLIP2 correctness discrepancy is not the same as a ZeRO-3 gradient growth issue." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift during evaluate and gradient blow-up under ZeRO-3 are different training/eval problems." + "reason": "Embedding dtype mismatch in eval is unrelated to the HfDeepSpeedConfig + ZeRO-3 gradient regression." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "SigLIP2 doc example errors and a regression in processor.tokenizer/custom image passing are unrelated." + "reason": "Documentation/example errors are not the same as a runtime regression in processor.tokenizer/image handling." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 output_hidden_states behavior and FP8 inference failure on B200 are separate issues." + "reason": "Different failures: Qwen3.5 hidden-states behavior versus FP8 inference on B200 hardware." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "A bus error on MacOS and Qwen2-VL multi-GPU training are unrelated." + "reason": "A MacOS bus error in CLIP is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage and lm_head serialization inconsistency affect different code paths." + "reason": "Both are v5 regressions, but one is custom model initialization and the other is serialization of tied weights; distinct bugs." }, { - "left": "issue:44568", - "right": "issue:46489", + "left": "issue:46209", + "right": "issue:46710", "accept": false, - "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for mdeberta and the other is DeepSeek-Coder output corruption tied to a specific prior fix gap; not enough evidence of one underlying bug." + "reason": "Different models and symptoms: FP8 hardware inference failure versus an accuracy regression after upgrade." }, { - "left": "issue:46209", - "right": "issue:46710", + "left": "issue:44568", + "right": "issue:46489", "accept": false, - "reason": "FP8 inference on B200 and an accuracy regression after upgrading Transformers are different symptom sets and likely different causes." + "reason": "Both are tokenizer regressions, but they affect different models and mechanisms: missing special tokens versus incorrect DeepSeek-Coder output." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype change in evaluation and resume_from_checkpoint key mismatch are unrelated." + "reason": "Training/eval dtype change is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "TP OOM when loading Qwen2-57B and an unmet PEFT version bump are not the same issue." + "reason": "An OOM on model loading is unrelated to a dependency version bump for peft." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Janus image-generation test failure and a dependency version bump are unrelated." - }, - { - "left": "issue:43927", - "right": "issue:44361", - "accept": false, - "reason": "DiaConfig custom token IDs loss and MLukeTokenizer AttributeError are different tokenizer/config bugs." + "reason": "A janus test failure is not the same issue as the PEFT minimum-version bump." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage lookup failure and a Python 3.13 flash_attn import key error are separate compatibility issues." + "reason": "Float8 storage lookup failure and a Python 3.13 flash_attn import KeyError are different compatibility bugs." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Qwen3.5 hidden-states behavior and incorrect visual encoder keys in save_pretrained are different regressions." + "reason": "Qwen3.5 hidden-states behavior and incorrect visual encoder keys in save_pretrained are separate regressions." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "ImportError for Qwen2_5_VLForConditionalGeneration and Float8 storage lookup failure are unrelated." + "reason": "A config save/load token-ID loss bug is unrelated to MLukeTokenizer task attribute errors." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Both concern tokenization regressions, but they affect different tokenizers and different mechanics (special token addition vs Granite token IDs). Not the same concrete bug." + "reason": "Importing a missing Qwen2_5_VL class is unrelated to a Float8 storage type error." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Failure to load a specific BERT model and offline-mode hub access in _patch_mistral_regex are unrelated." + "reason": "Model load failure for one checkpoint is not the same as an offline-mode break from an unconditional model_info() call." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizer output, but the model families and bug types differ: missing BOS/EOS versus wrong token IDs for Granite models." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "BEiT legacy-field loading and CPU offload device mismatch are different model-loading failures." + "reason": "Legacy field loading in BEiT segmentation is unrelated to a CPU offload device mismatch in bark-small." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen3 MoE loading, but one is accelerate+deepspeed weight conversion and the other is a dev-version model-loading break in Qwen3VL. Not clearly the same code-path bug." + "reason": "Both concern Qwen MoE loading, but they hit different model variants and failure modes, so they are not the same concrete bug." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Qwen3-VL pad_token_id missing and StableLm pad_token_idx missing are separate config regressions." + "reason": "Missing pad_token_id in Qwen3-VL and missing pad_token_idx in StableLmConfig are similar regressions but distinct configs and code paths." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL text config and not unwrapping text_config in AutoModelForCausalLM.from_config are related only loosely via composite configs, but not the same bug." - }, - { - "left": "issue:43606", - "right": "issue:44112", - "accept": false, - "reason": "These are both CI/device-mismatch flavored, but one is CPU offload for bark-small and the other is a stale GraniteSpeech test. Different defects." + "reason": "Both are multimodal config issues, but one is a missing config field and the other is incorrect unwrapping of text_config from composite Qwen configs." } ] }, @@ -8122,6 +8106,7 @@ "issue:43493", "issue:43504", "issue:43572", + "issue:43606", "issue:43653", "issue:43696", "issue:43701", @@ -8129,6 +8114,7 @@ "issue:43873", "issue:43937", "issue:43994", + "issue:44112", "issue:44291", "issue:44423", "issue:44464", @@ -8142,14 +8128,12 @@ "issue:45200", "issue:45229", "issue:45245", - "issue:45406", "issue:45446", "issue:45520", "issue:45584", "issue:45588", "issue:45823", "issue:46050", - "issue:46121", "issue:46285", "issue:46369", "issue:46424", @@ -8158,6 +8142,7 @@ "issue:46752" ], "soft_pairs": [ + "issue:43606|issue:44112", "issue:43572|issue:44291", "issue:45245|issue:46710", "issue:44493|issue:46285", @@ -8168,10 +8153,10 @@ "issue:45200|issue:45229", "issue:45229|issue:45823", "issue:44869|issue:46752", - "issue:43844|issue:44964", "issue:43873|issue:46050", - "issue:29942|issue:30333", + "issue:43844|issue:44964", "issue:43994|issue:44493", + "issue:29942|issue:30333", "issue:45588|issue:46050", "issue:29159|issue:32090", "issue:42490|issue:43696", @@ -8182,200 +8167,199 @@ "issue:44554|issue:45446", "issue:15354|issue:38175", "issue:44423|issue:44734", - "issue:43493|issue:43701", "issue:41720|issue:46710", - "issue:45406|issue:46121" + "issue:43493|issue:43701" ], - "prepared_review_unit_hash": "48a32b1c77cd6a521bbe0c462ab21b5f6c09ce48cbfd243f2b7bc7c1de44b101", + "prepared_review_unit_hash": "230b02bf057d32a1a6545e33d1481ced6d7d90220acdc9e8a12445d0c543aed9", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35813, - "estimated_input_tokens": 8954, - "estimated_eval_tokens": 18164 + "serialized_chars": 35754, + "estimated_input_tokens": 8939, + "estimated_eval_tokens": 18134 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: tokenizer quirks, model-loading issues, serving crashes, quantization/offloading bugs, and training/runtime errors. None of the suggested soft pairs look like the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": "No strong canonical issue; the listed issues span unrelated bugs, so any single representative would be arbitrary.", + "summary": "This cluster is heterogeneous: the soft pairs share broad subsystem vocabulary, but they do not look like the same underlying bug or change. No PRs are present. I\u2019d use the offloading/quantization report as the best representative issue for the cluster, but not as a duplicate of the others.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43873 is the broadest and most active report here, with multiple inbound references and discussion around offloading/quantization behavior, so it\u2019s the best single representative issue for the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45229 is the most discussed and concrete report, with a clear reproduction and impact, so it is the best representative if one must be picked.", + "best_issue_reason": "issue:43873 is the strongest umbrella issue candidate: active, well-discussed, and centered on a recurring infrastructure symptom rather than a narrow model-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention device-related failures, but one is a CPU offload mismatch while the other is a stale GraniteSpeech device override test. Different code paths and symptoms." + }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Config field regression vs an unexpected init_empty_weights argument; different code paths and symptoms." + "reason": "One is about missing `pad_token_idx` in `StableLmConfig`; the other is a constructor/`init_empty_weights` `_is_hf_initialized` argument error. Not the same bug." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "Category-cardinality runtime error vs an accuracy regression after upgrade; not the same bug." + "reason": "`RuntimeError: number of categories cannot exceed 2^24` is unrelated to an accuracy regression after a version upgrade." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Position-id key handling vs CLIP text model structure drift; unrelated model internals." + "reason": "`unexpected key with position id` is a model loading/config key issue; the CLIP issue is a structural API difference in `.text_model`. Different fixes." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Legacy field loading failure in BEiT vs BigBird tokenizer special-token registration; different components." + "reason": "Legacy field loading for BEIT semantic segmentation and BigBirdTokenizer special-token registration are unrelated problems." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Compiled-forward generation mismatch vs cache-length config semantics; not one concrete defect." + "reason": "Compiled-forward output inconsistency and cache-length handling are both generation/cache topics, but they involve different mechanisms and failure modes." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "Invalid GenerationConfig vs a broken image-text pipeline; different failure surfaces." + "reason": "Invalid `GenerationConfig` for GLM-5 and a broken image-text-to-text pipeline for DiffusionGemma are separate issues." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Chunked generation with compiled forward is unrelated to Whisper empty-transcription decode failure." + "reason": "A compiled-forward generation mismatch is not the same as Whisper empty-transcription failure after `align_special_tokens`." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Missing mm_token_type_ids defaults vs multi-GPU CUDA OOM; separate Gemma4 issues." + "reason": "Missing `mm_token_type_ids` default zeros and multi-GPU CUDA OOM are different bugs, even though both involve Gemma 4." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "OOM during inference vs device-mismatch during forward; not the same root cause." + "reason": "Both are Gemma4 inference reports, but one is OOM and the other is a device mismatch during forward. Not mergeable as one fix." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Whisper timestamp decode crash vs chat-template empty-list IndexError; different API paths." - }, - { - "left": "issue:43844", - "right": "issue:44964", - "accept": false, - "reason": "ZeRO-3 gradient anomaly vs model loading failure for Phi-4 multimodal; unrelated." + "reason": "Whisper word-timestamp decode crash and empty-list `apply_chat_template` crash are unrelated tokenizer/decoding edge cases." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Offloading/quantization behavior vs sinq save/load breakage; same broad area but distinct bugs." + "reason": "Both touch quantization/offloading, but one is an offload behavior report and the other is a save/load corruption bug for `sinq`-quantized models. Different concrete problems." }, { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "Flash Attention test failures vs MLflow reporting on job failure; no shared underlying defect." + "reason": "ZeRO-3 gradient increase and failure to load Phi-4 multimodal are unrelated, despite both being training/runtime regressions." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 output nonsense vs unexpected position-id key handling; different problems." + "reason": "SigLIP2 inference nonsense and unexpected position-id key warnings are not the same underlying defect." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 CI failures and MLflow job-status reporting are entirely different subsystems." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention sink-less model crash vs quantized-model persistence bug; unrelated." + "reason": "A flash-attention helper crash on `s_aux=None` is a different bug from `sinq` save/load breakage." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer inconsistency vs Trainer broadcast NoneType error; different layers entirely." + "reason": "Tokenizer slow/fast inconsistency and `_gpu_broadcast_one` rejecting `NoneType` are unrelated." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Path trailing-slash import warning vs CUDA OOM; no duplicate signal." + "reason": "A trailing-slash import warning and a GPT-oss CUDA OOM are not the same problem." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation error vs flash_attn import KeyError on Python 3.13; unrelated." + "reason": "Template-node compilation failure and a Python 3.13 `flash_attn` import KeyError are separate compatibility issues." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Qwen3.5 flash-attention generation issue vs image-text pipeline failure; different models and code paths." + "reason": "Qwen3.5 flash-attention generation issues and DiffusionGemma pipeline failure do not share the same code path." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing bug vs TrainerState token counter not updating; not the same bug." + "reason": "Extra space after added token and `num_input_tokens_seen` not updating are different tokenizer/trainer-state issues." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs memory overflow on sam3-litetext; different SAM3 issues." + "reason": "A dummy `nn.Conv2d` in Sam3PixelDecoder and memory overflow in sam3-litetext are both Sam3-related, but they are not the same bug." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness issue vs incorrect PyTorch version check for flex_attention import; unrelated." + "reason": "MPS attention correctness with mismatched head dims is unrelated to the PyTorch version check in flex_attention import logic." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure vs SigLIP2 zero-probability output; different functionality." + "reason": "TorchScript GeneratorExp export failure and zero probabilities from SigLIP2 are unrelated model/runtime bugs." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Serve crash from multimodal input handling vs KV-cache continuation indexing bug; both in serve, but distinct bugs." - }, - { - "left": "issue:43493", - "right": "issue:43701", - "accept": false, - "reason": "SigLIP2 HF/JAX discrepancy vs resume_from_checkpoint key mismatch; unrelated training/model issues." + "reason": "Continuous-batching multimodal crash and KV-cache continuation tensor-indexing crash are different server-side failures." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Device-mapping CUDA assert on A800 vs an accuracy regression after upgrade; not the same defect." + "reason": "A800 device-mapping CUDA assert for Qwen3 and a post-upgrade accuracy regression for DeepSeek are not the same issue." }, { - "left": "issue:45406", - "right": "issue:46121", + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "Gemma4 processor missing _tokenizer vs rope-parameter conversion type error; unrelated." + "reason": "SigLIP2 HF/JAX discrepancy and resume-from-checkpoint key mismatch are unrelated." } ] }, @@ -8399,10 +8383,8 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-484", "nodes": [ - "issue:28218", "issue:29870", "issue:29942", - "issue:35141", "issue:37428", "issue:38175", "issue:39692", @@ -8439,16 +8421,19 @@ "issue:45290", "issue:45356", "issue:45381", + "issue:45406", "issue:45520", "issue:45588", "issue:45759", "issue:45823", + "issue:46121", "issue:46178", "issue:46192", "issue:46209", "issue:46710" ], "soft_pairs": [ + "issue:45406|issue:46121", "issue:43404|issue:46710", "issue:45072|issue:45198", "issue:37428|issue:43957", @@ -8457,8 +8442,8 @@ "issue:43540|issue:45200", "issue:44186|issue:46192", "issue:45200|issue:45823", - "issue:43295|issue:43873", "issue:45823|issue:46192", + "issue:43295|issue:43873", "issue:43295|issue:44610", "issue:29870|issue:29942", "issue:45520|issue:46178", @@ -8470,224 +8455,223 @@ "issue:37428|issue:43824", "issue:44554|issue:45356", "issue:42490|issue:43493", - "issue:38175|issue:43493", "issue:39692|issue:46192", - "issue:43653|issue:44112", + "issue:38175|issue:43493", "issue:44466|issue:45127", + "issue:43653|issue:44112", "issue:43278|issue:43856", "issue:45381|issue:46209", "issue:44521|issue:45290", - "issue:28218|issue:35141", "issue:42915|issue:43824" ], - "prepared_review_unit_hash": "26a22a119cc76027a63c2acfbb1d765214d432029b55502c470c878ac87c4b2f", + "prepared_review_unit_hash": "8e27222ad6dac4aa9c93d528547e79c8f347fd4c8b5a34c2a9c5f2b7289871ec", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36969, - "estimated_input_tokens": 9243, - "estimated_eval_tokens": 18742 + "serialized_chars": 37011, + "estimated_input_tokens": 9253, + "estimated_eval_tokens": 18762 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are a loose mix of unrelated Transformers issues. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them. If forced to pick a single issue as the most representative umbrella report, the multimodal processor/tokenizer regression in #43295 is the closest fit.", - "confidence": 0.39, - "canonical_issue_reason": "#43295 is the most central of the weakly related reports: it describes a broad multimodal processor/tokenizer regression and has the most soft links to other processor-facing issues.", + "summary": "The set is mostly heterogeneous: the soft-similarity pairs share broad subsystems, but not the same concrete bug or change. I would not merge any of the proposed edges.", + "confidence": 0.71, + "canonical_issue_reason": "No single issue cleanly subsumes the whole set. If one issue must anchor the cluster, issue:44521 is the closest fit because it is the most active and broadest concrete report in the only obvious subtheme (apply_chat_template / multimodal handling).", "canonical_pr_reason": null, - "best_issue_reason": "#43295 is the best umbrella issue among this set because it is a reproducible user-facing regression with the widest apparent overlap to other multimodal processor/tokenizer complaints.", + "best_issue_reason": "issue:44521 is the best representative issue in this noisy set: it is active, well-discussed, and describes a concrete multimodal template bug that is closer to a reusable umbrella than the other isolated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Different bugs: Gemma4Processor missing _tokenizer vs convert_rope_params_to_dict TypeError on JSON-loaded lists." + }, { "left": "issue:43404", "right": "issue:46710", "accept": false, - "reason": "Different bugs: one is tied-weight handling in a specific multimodal generation model, the other is an accuracy regression in DeepSeek after an upgrade." + "reason": "Different models and symptoms: tied lm_head in Mistral3 vs DeepSeek accuracy regression after upgrade." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "Bfloat16 dtype mismatches during inference are unrelated to save_pretrained/tokenization failures." + "reason": "Unrelated failures: bfloat16 dtype mismatches in inference vs Wav2Vec2 save/tokenization failure." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "An import error for a flash-attention helper is not the same as a meta-device model-loading regression." + "reason": "Different code paths: missing flash-attention helper import vs meta-device model loading regression." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention sink handling and AutoModelForCausalLM text_config unwrapping are separate code paths and separate bugs." + "reason": "Different bugs: flash_attention sink-less crash vs AutoModelForCausalLM.from_config not unwrapping text_config." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Both are multimodal, but one is a processor/tokenizer regression and the other is a batched video-shape bug." + "reason": "Different multimodal issues: processor.tokenizer regression vs batched video shape bug." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Qwen3OmniMoe video processing failure and Gemma4 mm_token_type_ids defaults are different model-specific issues." + "reason": "Different concrete problems: Qwen3OmniMoe video processing ValueError vs Gemma4 mm_token_type_ids defaulting." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/padding are unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "Tokenizer NER/padding crash is unrelated to return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "One is about missing/default mm_token_type_ids, the other is a device placement mismatch in Gemma4 forward." + "reason": "Same model family but different bugs: default mm_token_type_ids vs device_map='auto' forward device mismatch." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:45823", + "right": "issue:46192", "accept": false, - "reason": "Processor/tokenizer regression and quantization offloading behavior are not the same underlying defect." + "reason": "No shared underlying bug: Gemma4 device placement vs return_tensors handling." }, { - "left": "issue:45823", - "right": "issue:46192", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "A Gemma4 device_map bug does not match a text_kwargs/return_tensors precedence issue." + "reason": "Processor API regression and quantization offloading behavior are different subsystems and failure modes." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Custom model code breaking on processor.tokenizer/images is different from OmDet-Turbo's 640px vs 224px preprocessing mismatch." + "reason": "Processor/tokenizer regression does not match OmDet-Turbo's input-size mismatch." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "Bart generate decoder_attention_mask initialization and Flash Attention 2 test failures are distinct problems." + "reason": "Bart generate UnboundLocalError and Flash Attention 2 test failures are not the same concrete bug." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Python 3.13 flash_attn import metadata and tensorflow_text backend mapping are unrelated import-system errors." + "reason": "Different import/backend errors: flash_attn KeyError vs tensorflow_text backend mapping ValueError." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is not the same as failing to load a specific model checkpoint." + "reason": "StableLmConfig missing pad_token_idx is unrelated to a separate model-loading failure." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "A batched video processor shape bug is unrelated to a tensor-parallel OOM when loading Qwen2-57B." + "reason": "Batched video processor shape bug and tensor-parallel OOM are different issues." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile SDPA failure and ZeRO-3 gradient growth are different runtime/training issues." + "reason": "torch.compile/SDPA model failure is unrelated to ZeRO-3 gradient growth behavior." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs handling after sync_gpus is unrelated to an output_hidden_states bug in Qwen3.5." + "reason": "Generation kwargs sync issue and Qwen3.5 hidden_states regression are different code paths." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "StableLmConfig missing pad_token_idx and meta-device loading regressions are not the same bug." + "reason": "Config field regression and meta-device loading failure are unrelated." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "These are both import errors, but they involve different missing symbols and different models." + "reason": "Different import errors: flash-support helper missing vs Qwen2_5_VL class export missing." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "An MPS attention correctness issue is unrelated to Kimi-K2.5 tokenizer codec/warning regressions." + "reason": "MPS attention correctness bug is unrelated to Kimi tokenizer codec regression." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "A local-path import warning and a SigLIP2 HF-vs-JAX discrepancy are different issues." - }, - { - "left": "issue:38175", - "right": "issue:43493", - "accept": false, - "reason": "Unexpected zero probabilities in one SigLIP2 model are not the same as a broader implementation discrepancy report." + "reason": "Local-path slash warning is unrelated to SigLIP2 implementation discrepancy." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "Documentation example errors for SigLIP2 are unrelated to return_tensors being ignored with text_kwargs." + "reason": "SigLIP2 example/model-processor issues are not the same as return_tensors being ignored." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:38175", + "right": "issue:43493", "accept": false, - "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI device-override failure are unrelated." + "reason": "Both are SigLIP2-related, but one is zero probabilities and the other is a broader JAX/HF discrepancy; not enough to treat as the same bug." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both touch tied weights, but one is serialization inconsistency and the other is LoRA merge collapse with extended vocab." + "reason": "Tied-weight serialization differs from LoRA merge collapse after vocab extension." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to GraniteSpeech CI stale device override." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype drift during eval and Qwen3 MoE memory inefficiency are different failures." + "reason": "dtype drift between train/eval and Qwen3 MoE memory inefficiency are different issues." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-VL video position ids and FP8 inference failure on B200 are unrelated." + "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are unrelated." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "All-zero assistant masks for multimodal inputs and tool-call tokenize crashes are different apply_chat_template bugs." - }, - { - "left": "issue:28218", - "right": "issue:35141", - "accept": false, - "reason": "Tokenizer extra spacing after added tokens is unrelated to embedding reinitialization after resizing." + "reason": "Both involve apply_chat_template, but one corrupts assistant masks for multimodal inputs while the other crashes on tool-call messages with no content." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "A FineGrainedFP8Config failure in Qwen3Moe is unrelated to the Qwen2_5_VL import error." + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to a missing Qwen2_5_VL import." } ] }, @@ -8706,13 +8690,13 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ - "issue:29942", - "issue:32090", + "issue:28218", + "issue:35141", "issue:37428", "issue:38175", "issue:41720", @@ -8761,24 +8745,25 @@ "issue:46512" ], "soft_pairs": [ + "issue:28218|issue:35141", "issue:43452|issue:46512", "issue:43950|issue:46285", - "issue:43824|issue:43975", "issue:43334|issue:43525", + "issue:43824|issue:43975", "issue:43262|issue:43450", "issue:44442|issue:45198", "issue:44792|issue:45563", "issue:44479|issue:46192", - "issue:43819|issue:44112", "issue:44898|issue:45412", - "issue:43827|issue:43901", + "issue:43819|issue:44112", "issue:45200|issue:45325", + "issue:43827|issue:43901", "issue:44610|issue:44857", "issue:43388|issue:43526", "issue:43335|issue:43550", "issue:44561|issue:46234", - "issue:44857|issue:45593", "issue:41720|issue:46209", + "issue:44857|issue:45593", "issue:43819|issue:45083", "issue:44206|issue:45584", "issue:45759|issue:46285", @@ -8787,205 +8772,204 @@ "issue:38175|issue:45412", "issue:37428|issue:43425", "issue:43335|issue:43653", - "issue:43550|issue:44112", - "issue:29942|issue:32090" + "issue:43550|issue:44112" ], - "prepared_review_unit_hash": "7f2a7a73079cde2b004ffa4a4c23a9340e7de3d5dcd47a56ca67862a58f085ba", + "prepared_review_unit_hash": "30edae61d44701d54638991da1cc3b175d320cb3fc260cc985066aa23b21feea", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36431, - "estimated_input_tokens": 9108, - "estimated_eval_tokens": 18472 + "serialized_chars": 36460, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues with only superficial title overlap (e.g. missing config attrs, inference regressions, docs/API drift). None of the soft pairs look like the same underlying bug or change, so this cluster should not be collapsed into duplicates.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43425 is the broadest, most discussion-heavy compatibility/regression report in the set, so it is the best umbrella representative even though the cluster is heterogeneous.", + "summary": "This cluster is mostly a set of unrelated singleton bug reports that only share broad Transformers surface areas. None of the soft pairs look like the same underlying bug or change, so I reject them all; if forced to anchor the cluster, the non-persistent buffer regression is the broadest framework-level issue here.", + "confidence": 0.78, + "canonical_issue_reason": "No clear duplicate group emerges from the titles alone, but `from_pretrained()` corrupting non-persistent buffers is the most general core regression and the best anchor among otherwise unrelated reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43425 is the most central representative for triage: broad impact, high discussion, and a general runtime compatibility framing rather than a narrow one-off symptom.", + "best_issue_reason": "issue:43950 is the strongest standalone issue: it describes a concrete, high-impact 5.x regression in model loading/state handling that could affect many models.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Both touch tokenization/model resizing, but one is an added-token spacing bug and the other is embedding reinitialization on resize; different failure modes and fixes." + }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "Different failures: tokenizer/model loading for gguf vs stale dtype on from_config; no shared code path." + "reason": "One is a gguf loading breakage in from_pretrained; the other is stale dtype metadata from from_config. Different code paths and symptoms." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "One is a from_pretrained non-persistent buffer regression; the other is a CLIP class structure inconsistency. Different bugs." + "reason": "Non-persistent buffer corruption is a loading/state bug; CLIP model structure inconsistency is an architectural API change. Not the same issue." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "ImportError for a missing model class vs incorrect detokenization for a specific model; unrelated symptoms and fixes." + "reason": "Both mention missing pad_token_id, but they affect different model families and likely separate config omissions." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "Both mention missing pad_token_id, but they affect different model families/config classes and are not the same bug." + "reason": "Import error for a missing class versus incorrect detokenization for a specific model; unrelated bugs." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate default vs batched video processor shape bug; different subsystems and root causes." + "reason": "Audio chat-template sampling rate default and video batched output shape are different processor bugs." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Tokenizer loading failure for one model vs save_pretrained/tokenization failure for another; not the same concrete issue." + "reason": "Both involve speech tokenization, but one is AutoTokenizer loading failure and the other is save_pretrained/tokenization failure for a different model." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "A failing model_generate_images test is unrelated to a stale paged generate warning." + "reason": "A failing image-generation test for janus and a stale warning in paged generate are unrelated generation issues." }, { "left": "issue:44479", "right": "issue:46192", "accept": false, - "reason": "Video-input regression in specific Qwen VL variants vs return_tensors being ignored when text_kwargs is passed; different behaviors." - }, - { - "left": "issue:43819", - "right": "issue:44112", - "accept": false, - "reason": "DAC forward/from_latents mismatch is a model computation bug; GraniteSpeech stale device override is a CI test issue." + "reason": "Video input regression in Qwen multimodal models versus return_tensors being ignored in text kwargs; different bugs." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver resolution handling vs RT-DETR memory release on deletion; no shared underlying defect." + "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Both are docs issues, but they cover different pipeline APIs and deprecations, so not duplicates." + "reason": "DAC latent reconstruction mismatch and a stale GraniteSpeech device-override test do not share the same underlying defect." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "MM token type IDs defaulting to zeros is unrelated to Qwen2.5-VL rope index scaling." + "reason": "Gemma 4 token-type IDs defaulting and Qwen2.5-VL temporal position scaling are different multimodal behavior regressions." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they concern different pipeline deprecations and different documentation pages." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Processor input-size mismatch vs AMP/float16 loss crash; different code paths." + "reason": "Processor output size mismatch and AMP/CUDA loss crash are separate model/runtime issues." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both concern label handling, but one drops tuple elements in gather_for_metrics while the other reduces labels incorrectly in an image processor." + "reason": "Both involve labels, but one is metric gathering dropping tuple elements and the other is image-processor label reduction returning the wrong shape." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile/SDPA failure are unrelated model/config issues." + "reason": "SwitchTransformers config creating sparse layers and Bamba torch.compile/SDPA failure are unrelated." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Two separate missing utility-symbol regressions affecting different optional dependencies and callers." + "reason": "Both mention missing import-utils helpers, but they are different symbols, different callers, and different compatibility regressions." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "One is a CUDA AMP crash in a loss; the other is auxiliary losses not used when denoising is off. Distinct bugs." + "reason": "Both are GPU inference failures, but on different hardware and with different failure mechanisms." }, { - "left": "issue:41720", - "right": "issue:46209", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "Both are device/hardware failures, but one is an A800 cudaErrorAssert in Qwen3 auto-mapping and the other is an FP8 inference issue on B200." + "reason": "LwDetr mixed-precision crash and D-FINE auxiliary-loss logic are not the same bug." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "Different helper/functionality: DAC latent conversion mismatch vs qwen3_omni_moe feature-length computation." + "reason": "Different helper-function semantics in unrelated audio/vision-moe code paths." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Unsupported center arg in a feature extractor vs empty-transcription generation failure after token alignment; unrelated." + "reason": "Unsupported feature-extractor arg versus empty-transcription Whisper generation failure; distinct causes." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Composite Qwen config unwrapping bug vs CLIP text model structural inconsistency; different model families and fixes." + "reason": "Composite Qwen config unwrapping and CLIP text-model structure inconsistency are different model-API regressions." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch in bark-small vs feature-length helper behavior in qwen3_omni_moe; no overlap." + "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Flash-attn import lookup on Python 3.13 vs Windows ROCm/torch.distributed dependency failure; different environment breakages." + "reason": "Python 3.13 flash-attn import utility failure and Windows/ROCm torch.distributed dependency errors are separate platform-specific issues." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP vs RT-DETR memory not released; unrelated model behaviors." + "reason": "Zero-probabilities bug in SigLIP2 and RT-DETR memory reclamation are unrelated." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Missing flash support import vs a broad Torch 2.10 compatibility report; not the same underlying regression." + "reason": "A missing flash-attention helper import and a Torch 2.10 incompatibility report are not the same concrete bug." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Sparse layer creation in SwitchTransformers vs BigBird tokenizer special-token registration; different components." + "reason": "Sparse-layer config bug and BigBirdTokenizer special-token registration/empty decode bug are unrelated." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba SDPA/torch.compile failure vs stale device override test in GraniteSpeech; different issues." - }, - { - "left": "issue:29942", - "right": "issue:32090", - "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to a Trainer _gpu_broadcast_one NoneType error." + "reason": "A torch.compile SDPA failure in Bamba and a stale CI test in GraniteSpeech are different issues." } ] }, @@ -9004,15 +8988,15 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ "issue:26413", - "issue:28218", "issue:28282", "issue:29127", + "issue:29942", "issue:31501", "issue:32090", "issue:33357", @@ -9059,6 +9043,7 @@ "issue:46566" ], "soft_pairs": [ + "issue:29942|issue:32090", "issue:28282|issue:33357", "issue:43611|issue:43931", "issue:44448|issue:44743", @@ -9074,225 +9059,224 @@ "issue:37428|issue:44351", "issue:44514|issue:44521", "issue:45588|issue:45859", - "issue:34689|issue:35141", "issue:46431|issue:46566", + "issue:34689|issue:35141", "issue:45290|issue:46326", "issue:45127|issue:45245", "issue:42490|issue:43854", "issue:45200|issue:45588", "issue:43606|issue:44857", - "issue:43819|issue:44493", "issue:45310|issue:45478", + "issue:43819|issue:44493", "issue:44448|issue:44779", "issue:39692|issue:43526", - "issue:26413|issue:31501", - "issue:28218|issue:32090" + "issue:26413|issue:31501" ], - "prepared_review_unit_hash": "8ef91cbe64e8e58d439a0648c5459e865a5b6a7a756e315444c83e89b68ae7b1", + "prepared_review_unit_hash": "384ef447e947ce57f478dfab011a2108a33b71335dae80b91c7586bc885247cd", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36455, - "estimated_input_tokens": 9114, - "estimated_eval_tokens": 18484 + "serialized_chars": 36428, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab-bag of unrelated Transformers bug reports. The only clear duplicate pair is the Qwen3.5 MoE `from_pretrained` failure (issues 45310 and 45478); the rest are broad subsystem similarities, not the same underlying bug.", - "confidence": 0.94, - "canonical_issue_reason": "issue:45310 is the earlier, more detailed report, and issue:45478 is an obvious duplicate with the same title/root failure on transformers>=5.4.0.", + "summary": "The cluster is mostly heterogeneous. The only strong duplicate candidate is the Qwen3.5 MoE from_pretrained regression (45310/45478), which looks like a near-identical pair rather than a guaranteed exact duplicate.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45310 is the best canonical issue because it is the earlier of the near-identical Qwen3.5 MoE from_pretrained reports and clearly names the shared regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best canonical issue because it cleanly represents the one real duplicate pair and has the fuller original report.", + "best_issue_reason": "Issue 45310 is the best representative of the duplicate pair because it is the earliest report and states the bug clearly.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Different failures: Flash Attention 2 test regressions vs a Trainer/GPU broadcast NoneType error." + }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Both are import/runtime failures, but one is missing PyTorch for AutoModel and the other is a MacOS CLIP bus error; different root causes." + "reason": "Unrelated problems: missing PyTorch import error vs a MacOS bus error with a CLIP model." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Both concern model loading, but one is about `base_model_prefix` handling and the other is a weight shape mismatch for a different model." + "reason": "Different loading bugs affecting different model families and failure modes." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus output regression vs Qwen3 recurrent-state/cache bug; these are different code paths and failures." + "reason": "Both mention model behavior changes, but one is Pegasus output drift and the other is recurrent state reset in a Qwen modular model." }, { "left": "issue:45759", "right": "issue:46512", "accept": false, - "reason": "One is about unwrapping `text_config` in composite configs; the other is about stale `model.config.dtype` after `from_config(dtype=...)`." + "reason": "Different core bugs: text_config unwrapping in from_config vs stale config dtype after dtype-aware model construction." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and BEiT legacy preset loading are unrelated model-specific bugs." + "reason": "Different model/config issues with no shared underlying code path." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 `@torch.jit.script` parsing/import issue vs a helper length-calculation bug in `qwen3_omni_moe`; not the same problem." + "reason": "Separate bugs: Python 3.13 import/parsing failure vs a helper length-calculation issue in qwen3_omni_moe." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Training/eval dtype drift and a pipeline translation error message are unrelated issues." + "reason": "Unrelated: embedding dtype mismatch during evaluate vs an incorrect pipeline error message about translation support." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weight unpacking and GraniteSpeech stale device-override test failures are different models and different mechanisms." + "reason": "Different targets: BitNet packed-weight loading vs a stale GraniteSpeech CI test." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 box validation and Trainer `_gpu_broadcast_one` NoneType errors do not share the same underlying bug." + "reason": "Different subsystems and symptoms: LayoutLMv3 error messaging vs Trainer broadcast type handling." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers config bug vs qwen3_omni_moe feature-length helper bug; unrelated." + "reason": "Unrelated config bug vs helper output-length behavior bug." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers sparse-layer issue vs GraniteSpeech CI device-override issue; unrelated." + "reason": "No shared underlying bug; one is SwitchTransformers config creation, the other is a CI test issue." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers config bug vs D-FINE auxiliary-loss issue; different subsystem and failure mode." + "reason": "Different models and failure modes: sparse layer creation vs missing auxiliary losses." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols (`_flash_supports_window_size` vs `HybridCache`) and different breakages." + "reason": "Both are import errors, but for completely different symbols and modules." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Batched `apply_chat_template(..., padding=False)` crash and zero assistant masks for multimodal inputs are distinct chat-template bugs." + "reason": "Both involve apply_chat_template, but one is a batching crash with padding=False and the other is incorrect assistant masks for multimodal inputs." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Flash-attention `s_aux=None` crash and Qwen3.5 MoE rotary embedding CPU-offload incompatibility are separate code paths." + "reason": "Different problems in different paths: flash_attention integration crash on sink-less models vs CPU-offload incompatibility in Qwen3_5MoE rotary embedding." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:46431", + "right": "issue:46566", "accept": false, - "reason": "Llama 3.2 Vision model-loading regression vs output embedding reinitialization after resizing embeddings; different defects." + "reason": "Unrelated: missing chat template error vs DiffusionGemma staying on meta with device_map=auto." }, { - "left": "issue:46431", - "right": "issue:46566", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Missing chat template error vs DiffusionGemma staying on `meta` with `device_map='auto'`; unrelated loading failures." + "reason": "Different regressions: model loading for Llama 3.2 Vision vs embedding reinitialization after resize_token_embeddings." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Tool-call assistant message crash and `continue_final_message` behavior for mistral_common tokenizers are related only at a high level, not the same bug." + "reason": "Both are chat-template related, but one is a tokenize=True crash with tool calls and no content, while the other is continue_final_message behavior for mistral_common tokenizers." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge with extended vocab causing collapse and a `2^24` category limit runtime error are not the same issue." + "reason": "Completely different bugs: LoRA merge with extended vocab vs a categorical-limit runtime error." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Local-path trailing-slash import warning and GLM-4.7-Flash unit-test loading failure are different model-loading problems." + "reason": "Different loading issues: local path slash warning vs unit-test failure for GLM-4.7-Flash." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 `mm_token_type_ids` defaulting and flash_attention `s_aux=None` crashes are unrelated." + "reason": "Different models and mechanisms: Gemma 4 mm_token_type_ids defaulting vs flash_attention s_aux handling." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Bark CPU-offload device mismatch and LwDetrImageLoss float16 AMP crash are different failures in different models." - }, - { - "left": "issue:43819", - "right": "issue:44493", - "accept": false, - "reason": "DAC `from_latents` mismatch with missing STE and unexpected position-id keys are not the same underlying bug." + "reason": "Different runtime failures: CPU offload device mismatch vs AMP/CUDA crash in LwDetrImageLoss." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "These are duplicate reports of the same Qwen3.5 MoE `from_pretrained` error on transformers>=5.4.0, with matching symptom and root cause." + "reason": "Near-identical titles and the same Qwen3.5 MoE from_pretrained regression; this is very likely the same underlying bug, though the evidence is mostly title-level." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different bug classes: DAC forward/from_latents mismatch vs unexpected position-id keys across many models." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus output regression and Deepseek tokenizer correctness regression are both v4/v5 comparison issues, but not the same bug." + "reason": "Both are v4/v5 behavior regressions, but one is Pegasus output drift and the other is Deepseek tokenizer correctness; not the same bug." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 documentation example failures and BEiT image-processor `reduce_labels` behavior are unrelated." + "reason": "Different issues: documentation/example problems for SigLIP2 vs BeitImageProcessorFast label reduction behavior." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Checkpoint resume epoch-iterator failure and FineWeb SLM training not starting are different training issues." - }, - { - "left": "issue:28218", - "right": "issue:32090", - "accept": false, - "reason": "Tokenizer added-space behavior and Trainer `_gpu_broadcast_one` NoneType error are unrelated." + "reason": "Both mention training not proceeding, but one is resume_from_checkpoint/epoch_iterator and the other is a FineWeb SLM startup issue with different cause." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded overall. The packet clearly supports 45310/45478 as the only exact duplicate pair (same title and same transformers>=5.4.0 Qwen3.5 MoE from_pretrained failure), and the other pairwise rejections stay conservative given the distinct titles. The canonical issue choice is reasonable." + "accept": false, + "feedback": "The summary is mostly grounded, but it overstates the evidence for the 45310/45478 pair by calling them an \"exact duplicate pair\" and the issue a clearly canonical duplicate set. The packet only shows identical titles and similar scores; that supports \"near-identical\" or \"very likely duplicate,\" not certainty. The rest of the soft-edge verdicts are reasonably conservative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -9305,14 +9289,15 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ "issue:10000", "issue:15354", "issue:27957", + "issue:28218", "issue:29870", "issue:29942", "issue:32090", @@ -9356,11 +9341,11 @@ "issue:46192", "issue:46234", "issue:46399", - "issue:46655", "issue:46697" ], "soft_pairs": [ "issue:44617|issue:46697", + "issue:28218|issue:32090", "issue:39692|issue:44493", "issue:44206|issue:45823", "issue:45459|issue:46234", @@ -9386,212 +9371,204 @@ "issue:44857|issue:45588", "issue:29870|issue:33290", "issue:43927|issue:45698", - "issue:37428|issue:42175", - "issue:45290|issue:46655", - "issue:32090|issue:33290" + "issue:37428|issue:42175" ], - "prepared_review_unit_hash": "c93a63be15489855ec7879470e9a8270c77bc9f0b79b64d9197e9980dee36cb1", + "prepared_review_unit_hash": "4a025884af194dde90162a04460d58059d07e87effe6a1516e22bc65c8d852e7", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36535, - "estimated_input_tokens": 9134, - "estimated_eval_tokens": 18524 + "soft_pair_count": 28, + "serialized_chars": 36211, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of unrelated Transformer issues spanning different models, features, and failure modes. The soft edges look like superficial text similarity rather than true duplicates, so none should be merged.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits the cluster: the items cover unrelated bugs across loading, generation, flash-attention, dtype, save/load, and model-specific processor behavior.", + "summary": "This cluster is a loose collection of unrelated Transformers issues that only share superficial subsystem/theme similarity. I would not merge any of the soft-edge pairs; most are distinct bugs across different models, tokenizers, loading paths, or runtime modes. No PRs are present in the cluster.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45698 is the best anchor because it is a broad, user-facing `from_pretrained`/`save_pretrained` correctness bug with multiple inbound references, making it the most plausible representative issue in this otherwise heterogeneous set.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative because there is no shared underlying bug or change across the cluster; the safest triage is to keep them separate.", + "best_issue_reason": "issue:45698 is the strongest standalone representative: it concerns a concrete, high-impact model loading regression and is broader than the other narrowly scoped bugs in the list.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "Both involve OOM/padding-adjacent vision workflows, but one is Sam3Video CUDA memory pressure and the other is Swin2SR over-padding. Different code paths and symptoms." + "reason": "Both are model-specific memory/processing problems, but one is SAM3Video CUDA OOM and the other is Swin2SR over-padding. Different code paths and failure modes." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space behavior and Trainer `_gpu_broadcast_one` NoneType error are unrelated bugs in different subsystems." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 doc example errors are about example/model-processor mismatch and quantization, while the other is a position-id key warning. Not the same bug." + "reason": "SigLIP2 doc-example errors and unexpected key/position-id behavior are not the same bug; one is documentation/example breakage, the other a model input regression." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "One is a LasrFeatureExtractor regression from an unsupported `center` arg; the other is a Gemma4 device-map mismatch during forward. Different subsystems." + "reason": "These target different failures: a feature-extractor regression with an unsupported argument versus a device-map forward mismatch in Gemma4 PLE." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer/protobuf error handling is unrelated to the missing `is_falcon_mamba_ssm_available` import_utils helper. No shared failure path." + "reason": "Tokenizer protobuf error handling and a missing import_utils availability helper are separate import/error-path issues." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Float16 AMP crash in LwDetrImageLoss is not the same as dtype mismatch issues in SwitchTransformers/TimmWrapperModel. Different model paths." + "reason": "AMP/CUDA crash in LwDetrImageLoss and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different numerical/runtime bugs." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch and `_get_feat_extract_output_lengths` behavior in qwen3_omni_moe are unrelated bugs." + "reason": "Checkpoint-resume key mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast of `NoneType` and MacOS bus errors on CLIP loading are distinct runtime failures." + "reason": "Trainer broadcast NoneType error and MacOS bus error with a community CLIP model are distinct failure modes." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Trailing-slash import warning on local paths is unrelated to Qwen2-57B tensor-parallel OOM." + "reason": "Trailing-slash local path import warning and Qwen2-57B-A14B-Instruct TP OOM are not the same underlying issue." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "Bamba-9B-v2 torch.compile/SDPA failure and qwen3_omni_moe feature-length logic are different concrete bugs." + "reason": "Bamba torch.compile+SDPA failure and qwen3_omni_moe helper behavior differ in model, mechanism, and symptom." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "Missing ReLU in DSA indexer is unrelated to removal of `is_torch_fx_available` breaking trust_remote_code models." + "reason": "A discussion about a DSA indexer activation choice and a v5 trust_remote_code import regression are unrelated." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id keys are not the same underlying issue." + "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id keys are different model-specific regressions." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures do not match the embedding reinitialization bug in `post_init`." + "reason": "Flash Attention 2 test failures and output-embedding reinitialization after resize are separate issues." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Both mention model loading/attention, but one is XLMRoberta with Flash Attention 2 and the other is Llama 3.2 Vision loading regression. Different models and failures." + "reason": "These are both Flash Attention/model-loading themed, but one is XLMRoberta Flash Attention 2 support and the other is Llama 3.2 Vision model loading regression; not the same bug." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation problems are unrelated model-specific regressions." + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation issues are unrelated model behavior regressions." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "BART `generate()` decoder mask bug and Trainer broadcast `NoneType` error are separate execution paths." + "reason": "BART generate() decoder_attention_mask bug and Trainer `_gpu_broadcast_one` NoneType error are separate code paths." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift in eval and undefined variables in qwen multimodal token counting are different bugs." + "reason": "BF16-to-FP32 dtype drift during eval and undefined multimodal video-token helpers are different problems in different components." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Wrong token IDs across many tokenizers is not the same as `return_tensors` being ignored when `text_kwargs` is passed." + "reason": "AutoTokenizer returning wrong token IDs and `return_tensors` being ignored with explicit `text_kwargs` are tokenizer API bugs, but not the same concrete defect." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Qwen2.5-VL multi-image dataset finetuning failure and BeitImageProcessorFast label reduction are unrelated processor/training issues." + "reason": "Qwen2.5-VL iterable dataset/multi-image finetuning failure and BeitImageProcessorFast label reduction bug are unrelated multi-modal/data-processing issues." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel issue and GeneratorExp unsupported by `torch.jit.script` are unrelated old bugs." + "reason": "German DistilBertModel issue and GeneratorExp/torch.jit.script export failure are completely different model/runtime problems." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Qwen3.5 flash-attention generation problems and Gemma4 multi-GPU CUDA OOM are different runtime issues." + "reason": "Flash-attention generation problems in Qwen3.5 and Gemma4 multi-GPU CUDA OOM are unrelated." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Eval/train dtype mismatch is unrelated to gradient checkpointing being disallowed in eval mode." + "reason": "BF16 eval dtype mismatch and gradient checkpointing in eval mode are separate training/inference behaviors." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat template crashes on tool-call messages and qwen2.5-vl video position-id bugs are different code paths." + "reason": "Chat template tool-call crash and Qwen2.5-VL video position-id regression are different chat-templating versus multimodal-video bugs." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Python parsing/indentation failure around decorators is unrelated to a missing decorator registration bug for `apply_rotary_pos_emb`." + "reason": "Python 3.13 torch.jit decorator parsing error and Qwen3.5 kernel registration decorator issue are different import/registration failures." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "LwDetr float16 AMP crash and `flash_attention.py` crashing on `s_aux=None` are distinct failures." + "reason": "Both are crash reports, but one is an AMP/CUDA loss issue and the other is a flash_attention integration AttributeError on sink-less models; different root causes." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "BART generation mask bug and DeepSpeed Adafactor OOM do not share a concrete root cause." + "reason": "BART generate-time mask bug and adafactor/deepspeed OOM are not the same underlying problem." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "DiaConfig losing custom token IDs after save/load and loading the wrong custom module after `save_pretrained` are both serialization-related, but they are different bugs with different failure modes." + "reason": "DiaConfig custom token IDs lost on save/load and wrong custom module loaded after save_pretrained are both persistence-related, but they affect different objects and failure modes." }, { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Missing flash-attention helper import and packaging missing TensorFlow backend are unrelated dependency/import issues." - }, - { - "left": "issue:45290", - "right": "issue:46655", - "accept": false, - "reason": "Chat template tool-call handling and SmolVLM video padding calculation are separate feature bugs." - }, - { - "left": "issue:32090", - "right": "issue:33290", - "accept": false, - "reason": "Trainer `NoneType` broadcast and Adafactor/DeepSpeed OOM are different problems despite both occurring in training." + "reason": "Missing `_flash_supports_window_size` import and missing TensorFlow backend in `pip install '.[torch]'` are unrelated packaging/import issues." } ] }, @@ -9618,9 +9595,8 @@ "issue:25251", "issue:29127", "issue:29870", - "issue:29942", - "issue:30064", "issue:32090", + "issue:33290", "issue:33357", "issue:34567", "issue:34689", @@ -9636,13 +9612,11 @@ "issue:43611", "issue:43653", "issue:43701", - "issue:43756", "issue:43873", "issue:43976", "issue:44186", "issue:44206", "issue:44361", - "issue:44442", "issue:44448", "issue:44466", "issue:44479", @@ -9654,6 +9628,7 @@ "issue:44977", "issue:45198", "issue:45229", + "issue:45290", "issue:45372", "issue:45406", "issue:45440", @@ -9662,17 +9637,20 @@ "issue:45588", "issue:45803", "issue:45823", - "issue:46121" + "issue:46121", + "issue:46655" ], "soft_pairs": [ - "issue:44561|issue:44779", + "issue:45290|issue:46655", + "issue:32090|issue:33290", "issue:43873|issue:45229", + "issue:44561|issue:44779", "issue:25251|issue:32090", "issue:44448|issue:44466", "issue:42490|issue:43873", "issue:43976|issue:45440", - "issue:43278|issue:43575", "issue:45588|issue:45823", + "issue:43278|issue:43575", "issue:41720|issue:45229", "issue:44568|issue:45491", "issue:43381|issue:43701", @@ -9683,220 +9661,211 @@ "issue:45198|issue:45803", "issue:43653|issue:44743", "issue:44361|issue:45198", - "issue:45372|issue:45588", "issue:44186|issue:45198", + "issue:45372|issue:45588", "issue:43611|issue:46121", "issue:42915|issue:42994", "issue:29870|issue:34689", "issue:43412|issue:45588", "issue:44206|issue:44479", - "issue:45372|issue:45406", - "issue:43653|issue:44442", - "issue:29942|issue:30064", - "issue:43756|issue:45440" + "issue:45372|issue:45406" ], - "prepared_review_unit_hash": "7bbff46ca77ff682346e4c3064f526a8bfb893993a43b44c31b714bfb20a3f12", + "prepared_review_unit_hash": "55290b9d98627aa678a3f3eae9893209e51dfe7c3b2d3441ac61bc31ab3db57c", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36539, - "estimated_input_tokens": 9135, - "estimated_eval_tokens": 18526 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35721, + "estimated_input_tokens": 8931, + "estimated_eval_tokens": 18118 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a loose semantic grouping of unrelated issues, mostly spanning model loading, tokenizer/processor bugs, generation regressions, and memory/offloading problems. None of the soft pairs look like true duplicates or the same concrete code-path change.", - "confidence": 0.91, - "canonical_issue_reason": "Issue #43873 is the broadest and most central representative of the loose memory/device/quantization subset, with active discussion and inbound references; the rest are narrower, model-specific regressions or unrelated bugs.", + "summary": "This cluster is a loose collection of transformer bug reports across unrelated models and subsystems. The soft pairs mostly share only broad themes like quantization, tokenization, generation, or device placement, but they do not describe the same underlying bug or change, so none should be merged as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43873 is the broadest and most central issue in the set: it is open, has the most discussion/inbound references, and covers quantization/offloading behavior that overlaps the cluster\u2019s dominant theme more than the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43873 best represents the cluster because it is a prominent, ongoing infrastructure-level bug around offloading/quantization, whereas most other items are isolated model- or feature-specific failures.", + "best_issue_reason": "issue:43873 is the best representative because it is active, well-discussed, and general enough to anchor the cluster, whereas the other issues are narrower model-specific regressions or unrelated errors.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Both are video/chat-template style failures, but one is about tool-call assistant messages with no content and the other is a video processor padding bug; different code paths and symptoms." + }, + { + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Different failures: a removed utility breaking trust_remote_code models vs a DeepSeek tokenizer regression." + "reason": "One is a Trainer/_gpu_broadcast_one NoneType error, the other is a DeepSpeed Adafactor OOM; both are training-related but not the same bug." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Both are memory-related, but one is quantized offloading behavior and the other is a Gemma4 multi-GPU OOM; not the same bug." + "reason": "Both involve memory/offloading concerns, but they are model- and scenario-specific OOM reports rather than the same concrete failure." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both affect v5 behavior, but one is removal of is_torch_fx_available breaking trust_remote_code models and the other is DeepSeek tokenizer output regression; unrelated implementations." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting and Trainer _gpu_broadcast_one TypeError are unrelated code paths." + "reason": "Pipeline top_k nesting issue and Trainer GPU broadcast TypeError are unrelated bugs." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "One is a generation-output regression, the other is device-dependent serialization of lm_head.weight." + "reason": "Both mention output/serialization differences between v4 and v5, but one is Pegasus generation output and the other is lm_head.weight serialization; different problems." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Local-path import warning is unrelated to quantization/offloading behavior." + "reason": "Local-path trailing-slash import warning is unrelated to quantization/offloading behavior." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python-version compatibility break and DeepSeekV3MoE divergence are unrelated." - }, - { - "left": "issue:43278", - "right": "issue:43575", - "accept": false, - "reason": "Embedding dtype drift in eval is not the same as tp-induced OOM on a large Qwen model." + "reason": "A Python version compatibility issue is unrelated to a DeepSeekV3MoE implementation divergence." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device mismatch affect different subsystems and failure modes." + "reason": "Flash-attention crash on sink-less models and Gemma4 PLE device mismatch are different code paths with different triggers." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift during evaluation and Qwen2-57B-A14B-Instruct TP OOM are not the same defect." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Different models and errors: Qwen3 auto device mapping assert vs Gemma4 OOM." + "reason": "Both are large-model GPU issues, but one is an auto device-map cudaErrorAssert and the other is a multi-GPU inference OOM; not the same bug." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token handling is unrelated to Gemma3 NaN embeddings from sliding-window attention." + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings from sliding-window padding are unrelated." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Eval-mode gradient-checkpointing restriction is not the same as a resume_from_checkpoint key mismatch." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are distinct training-state issues." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "A MacOS bus error on a community CLIP model and a broken SigLIP2 docs example are different issues." + "reason": "A MacOS bus error with a CLIP model and SigLIP2 doc example errors are separate model/example problems." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Qwen3.5 flash-attention generation regression vs a stale warning in paged generate are different." + "reason": "Qwen3.5 flash-attention generation regression and a stale paged-generate warning for num_return_sequences are different issues." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token counter updates are unrelated." + "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma eos_token_id config mismatch is not the same as Qwen3.5 flash-attention generation failure." + "reason": "Gemma eos_token_id inconsistency and Qwen3.5 flash-attention generation failure are different model-specific bugs." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failures are unrelated to a bare-except bug in FuyuBatchFeature.convert_to_tensors()." + "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except swallowing errors are unrelated." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are different bugs." + "reason": "BigBirdTokenizer special-token registration and Qwen3_5 recurrent-state reset are different subsystems and failure modes." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "Different tokenizers and failure modes: MLuke AttributeError vs Wav2Vec2 save/tokenization issues." + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are unrelated tokenizer/model issues." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Gemma4 processor import/dependency failure and flash_attention s_aux=None crash are separate code paths." + "reason": "LayoutLMv2 tokenizer crashes on NER/padding and Wav2Vec2 save/tokenization failure are different bugs." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "LayoutLMv2 NER/padding crashes and Wav2Vec2 save/tokenization failures are not the same underlying bug." + "reason": "Gemma4 processor loading import error and flash_attention s_aux=None crash are separate failures." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "Model loading with base_model_prefix and rope-validation JSON list handling are unrelated." + "reason": "base_model_prefix loading regression and rope-validation JSON-list TypeError are unrelated loading/config bugs." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are different quantization problems." + "reason": "Qwen3Moe FineGrainedFP8Config failure and quantized model saving failure are both quantization-related but clearly different operations and errors." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "BART generate-time UnboundLocalError and Llama 3.2 model-loading regression are unrelated." + "reason": "BART generate() decoder_attention_mask assignment error and Llama 3.2 Vision model loading regression are not the same code-path problem." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Executorch export failures and flash-attention runtime crashes do not share the same code path." + "reason": "Gemma3n executorch export issues and flash_attention s_aux=None crash are different export/runtime problems." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Feature-extractor center-arg crash and Qwen video-input regression are separate regressions." + "reason": "LasrFeatureExtractor center-arg crash and Qwen video input regression are unrelated media-processing bugs." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both involve Gemma4, but one is an import-time dependency problem and the other is a serve-time missing _tokenizer attribute." - }, - { - "left": "issue:43653", - "right": "issue:44442", - "accept": false, - "reason": "BigBird special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated tokenizer bugs." - }, - { - "left": "issue:29942", - "right": "issue:30064", - "accept": false, - "reason": "Flash Attention 2 CI failures and void segmentation-map processing are different subsystems." - }, - { - "left": "issue:43756", - "right": "issue:45440", - "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence are different model-specific implementation issues." + "reason": "Gemma4 processor import failure and transformers serve missing _tokenizer attribute are different processor/service issues." } ] }, @@ -9915,13 +9884,15 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ "issue:27957", "issue:29127", + "issue:29942", + "issue:30064", "issue:33290", "issue:33357", "issue:34689", @@ -9936,8 +9907,9 @@ "issue:43526", "issue:43531", "issue:43575", + "issue:43653", "issue:43701", - "issue:43761", + "issue:43756", "issue:43824", "issue:43931", "issue:43994", @@ -9957,12 +9929,9 @@ "issue:45459", "issue:45491", "issue:45563", - "issue:45588", "issue:45593", - "issue:45600", "issue:45712", "issue:45834", - "issue:45859", "issue:46121", "issue:46369", "issue:46399", @@ -9970,19 +9939,22 @@ "issue:46693" ], "soft_pairs": [ + "issue:29942|issue:30064", + "issue:43653|issue:44442", + "issue:43756|issue:45440", "issue:45491|issue:46693", - "issue:45459|issue:45712", - "issue:29127|issue:33357", "issue:43065|issue:45412", - "issue:45245|issue:45563", + "issue:29127|issue:33357", + "issue:45459|issue:45712", "issue:43065|issue:43994", + "issue:45245|issue:45563", "issue:44265|issue:45198", "issue:43575|issue:43701", "issue:45372|issue:45459", "issue:43066|issue:44462", "issue:45440|issue:45593", - "issue:29127|issue:35141", "issue:42490|issue:43381", + "issue:29127|issue:35141", "issue:43994|issue:45412", "issue:45412|issue:46369", "issue:43421|issue:45491", @@ -9992,244 +9964,248 @@ "issue:42915|issue:43931", "issue:43526|issue:46693", "issue:43526|issue:44186", - "issue:27957|issue:29127", "issue:43824|issue:44279", - "issue:46121|issue:46399", + "issue:27957|issue:29127", "issue:27957|issue:33290", + "issue:46121|issue:46399", "issue:43994|issue:46369", "issue:43334|issue:43531", "issue:33290|issue:34689", "issue:33290|issue:35141", - "issue:45250|issue:46640", - "issue:45588|issue:45600", - "issue:43761|issue:45859" + "issue:45250|issue:46640" ], - "prepared_review_unit_hash": "b8e7cd293991e7608a3b079736a91875f69f76ae0c8a50d063f0e4207c08c5e0", + "prepared_review_unit_hash": "93a896e4625a7ec8e9f8453059e9ea3e2c2e5554b12370015da7872db0c29d66", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37449, - "estimated_input_tokens": 9363, - "estimated_eval_tokens": 18982 + "soft_pair_count": 34, + "serialized_chars": 37675, + "estimated_input_tokens": 9419, + "estimated_eval_tokens": 19094 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most pairs only share superficial wording or a broad subsystem, not the same concrete bug/change. I would not merge any of the soft pairs as duplicates, and I do not see a safe single canonical issue for the whole set.", - "confidence": 0.78, - "canonical_issue_reason": null, + "summary": "This cluster is mostly heterogeneous. There is a small Flash Attention 2-themed subgroup, but the suggested pairs still look like distinct bugs/changes rather than true duplicates, so none should be merged.", + "confidence": 0.73, + "canonical_issue_reason": "issue:45250 is the broadest FA2-specific ticket in the set, making it the best umbrella representative of the small FA2 subgroup if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45250 is the most generic and central issue title among the visible FA2-related items, so it is the cleanest anchor for this cluster despite the overall heterogeneity.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45491", - "right": "issue:46693", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Both mention Flash Attention 2, but one is a NaN/attention correctness bug and the other is a long-context performance regression; different failures and fixes." + "reason": "FA2 test failures vs image processor void segmentation maps are unrelated bugs." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Tokenizer error handling with missing protobuf is unrelated to leftover dummy classes and repo-check failures." + "reason": "Both concern tokenizers, but they target different concrete failures and code paths." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different models and different bugs: RoPE layer dropping vs DeepSeekV3 implementation divergence." + }, + { + "left": "issue:45491", + "right": "issue:46693", "accept": false, - "reason": "LayoutLMv3 box-validation messaging and a CLIP MacOS bus error are unrelated issues." + "reason": "One is a correctness NaN issue; the other is a performance regression. Not the same bug." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "A dummy Conv2d placeholder in Sam3PixelDecoder is not the same bug as RT-DETR memory not being released." + "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory leaks are unrelated." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "Different subsystems and symptoms: LayoutLMv3 error messaging vs CLIP bus error on macOS." + }, + { + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Category-cardinality runtime error and a stale generate() warning are different code paths and symptoms." + "reason": "Tokenizer protobuf error masking vs leftover dummy classes/check_repo leakage are unrelated." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Sam3PixelDecoder dummy layer handling is unrelated to SigLIP2 producing nonsensical outputs." + "reason": "Sam3PixelDecoder dummy layer and SigLIP2 bad outputs are unrelated model issues." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime error and stale generate warning are different issues." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export exportability with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." + "reason": "torch.export failure with torch_compilable_check is not the same as Wav2Vec2 save/tokenization failure." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "OOM during tensor-parallel model load and a resume_from_checkpoint key mismatch are different problems." + "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma 4 processor import failure from mistral_common is unrelated to tokenizer error suppression when protobuf is absent." + "reason": "Gemma processor import failure and protobuf decode-error masking are different tokenizer/processor problems." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are both tokenizer-related, but not the same underlying bug." + "reason": "Wrong tokenizer decoder type in v5 and AutoTokenizer ignoring tokenizer.json are different loading bugs." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss omission are unrelated model-specific bugs." + "reason": "DeepSeekV3 implementation drift and D-FINE auxiliary-loss behavior are unrelated model issues." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "LayoutLMv3 error clarity and embedding reinitialization after resize are unrelated." + "reason": "Import-path warning and gradient-checkpointing eval-mode restriction are unrelated." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Local-path import warning and gradient checkpointing in eval mode are unrelated." + "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to embedding reinitialization after resize." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 bad outputs and RT-DETR memory leaks do not share the same code-path bug." + "reason": "SigLIP2 inference quality issue and RT-DETR memory leak are unrelated." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "RT-DETR GC/memory leak and Sam3 LiteText memory overflow are different memory issues in different models." + "reason": "Both are memory-related, but one is a leak on deletion and the other is a model-specific overflow." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime post-processor updates for special tokens are unrelated to Gemma3 NaNs from sliding-window attention." + "reason": "Runtime post-processor updates for special tokens are unrelated to Gemma3 NaN embeddings." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both involve OOM, but one is tensor-parallel loading and the other is int4 quantization reserved-memory growth." + "reason": "Both mention OOM, but the causes and code paths are different." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "FastSpeech2Conformer tokenizer loading and dtype mismatches in bfloat16 inference are unrelated." + "reason": "Tokenizer loading failure and bf16 dtype mismatches are unrelated." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 OCR index errors are different bugs." + "reason": "Label reduction bug in BeitImageProcessorFast and Kosmos2.5 OCR index error are unrelated." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3Moe and Qwen3-VL weight-shape mismatch are unrelated model-loading problems." + "reason": "Different Qwen model families and different failure modes; not the same underlying bug." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "BeitImageProcessorFast label handling is unrelated to FA2 long-context performance regression." + "reason": "Label reduction bug and FA2 generation regression are unrelated." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Label reduction in an image processor is not the same as LayoutLMv2Tokenizer crashing on NER padding/truncation." - }, - { - "left": "issue:27957", - "right": "issue:29127", - "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and LayoutLMv3 error messaging are unrelated." + "reason": "BeitImageProcessorFast label handling and LayoutLMv2Tokenizer crashes are unrelated." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Missing Qwen2_5_VL import and a generic dependency issue are not the same concrete problem." + "reason": "ImportError for a specific model class and a generic dependency issue are not the same bug." }, { - "left": "issue:46121", - "right": "issue:46399", + "left": "issue:27957", + "right": "issue:29127", "accept": false, - "reason": "Rope-parameter validation TypeError and a missing decorator for apply_rotary_pos_emb registration are different issues." + "reason": "Flash Attention 2 support vs LayoutLMv3 error messaging are unrelated." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "FA2 support for XLMRoberta and Adafactor OOM in deepspeed are unrelated." + "reason": "FA2 model support and Adafactor/DeepSpeed OOM are unrelated." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "RoPE validation TypeError and Qwen3.5 kernel registration failure are different issues." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "SigLIP2 bad outputs and Sam3 LiteText memory overflow are different model-specific failures." + "reason": "SigLIP2 nonsensical outputs and Sam3-litetext memory overflow are unrelated." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id for Qwen3-VL and a sliding_window issue for Qwen3-MoE are different config/behavior bugs." + "reason": "Qwen3-VL pad_token_id loading error and Qwen3-MoE sliding_window behavior are different bugs." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Adafactor OOM and Llama 3.2 Vision loading breakage are unrelated." + "reason": "Adafactor/DeepSpeed OOM and Llama 3.2 Vision loading failure are unrelated." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "OOM in deepspeed with Adafactor is unrelated to output embedding reinitialization after resize." + "reason": "Optimizer OOM and embedding reinitialization after resize are unrelated." }, { "left": "issue:45250", "right": "issue:46640", "accept": false, - "reason": "These are both Flash Attention 2 themed, but one is a generic request and the other is an open issue; no evidence they describe the same concrete bug/change." - }, - { - "left": "issue:45588", - "right": "issue:45600", - "accept": false, - "reason": "FA integration crash on s_aux=None and stale auto_mappings references to removed configs are unrelated." - }, - { - "left": "issue:43761", - "right": "issue:45859", - "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen3.5 CPU-offload incompatibility are unrelated." + "reason": "Both are FA2-themed, but the titles do not indicate the same concrete bug or change." } ] }, @@ -10274,7 +10250,6 @@ "issue:44062", "issue:44077", "issue:44079", - "issue:44188", "issue:44206", "issue:44442", "issue:44479", @@ -10289,34 +10264,38 @@ "issue:44987", "issue:45003", "issue:45137", - "issue:45216", "issue:45245", "issue:45325", "issue:45381", "issue:45440", "issue:45479", + "issue:45588", + "issue:45600", "issue:45759", + "issue:45859", "issue:45907", "issue:46178", "issue:46234", "issue:46697" ], "soft_pairs": [ + "issue:45588|issue:45600", + "issue:43761|issue:45859", "issue:43381|issue:43873", "issue:44514|issue:45381", "issue:43646|issue:44077", "issue:43262|issue:44206", "issue:44977|issue:45245", - "issue:44442|issue:44898", "issue:44743|issue:44811", + "issue:44442|issue:44898", "issue:42490|issue:44743", "issue:43720|issue:44442", "issue:45003|issue:45440", "issue:42175|issue:46234", "issue:27957|issue:29870", "issue:43316|issue:43525", - "issue:43493|issue:43827", "issue:43723|issue:45479", + "issue:43493|issue:43827", "issue:44077|issue:44479", "issue:45325|issue:46697", "issue:43873|issue:44871", @@ -10325,201 +10304,199 @@ "issue:43749|issue:43931", "issue:43643|issue:44913", "issue:43316|issue:45759", - "issue:44987|issue:46178", "issue:44855|issue:45137", - "issue:43761|issue:44188", - "issue:43931|issue:45216" + "issue:44987|issue:46178" ], - "prepared_review_unit_hash": "78a18e03751e77b5a62e416781fb6387251a0787f7e37e06f6c1d9e4ab7fa87f", + "prepared_review_unit_hash": "0a4a844083778ce504364ab33cdd63424d6a3a02b6779e7569fd45a3f7a35d09", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35459, - "estimated_input_tokens": 8865, - "estimated_eval_tokens": 17986 + "serialized_chars": 36019, + "estimated_input_tokens": 9005, + "estimated_eval_tokens": 18266 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; it contains many distinct bugs/regressions across unrelated areas (generation, audio, configs, loading, quantization, docs, and model-specific logic). The soft pairs are mostly only superficially similar by subsystem or model family.", + "summary": "This cluster is a false-positive mix of unrelated Transformers issues across different models, loading paths, tokenizers, vision/audio processors, and backend/quantization behavior. No soft edge looks like the same underlying bug or change.", "confidence": 0.97, - "canonical_issue_reason": "No single issue is a clear canonical representative; the items span unrelated bug reports rather than one underlying defect.", + "canonical_issue_reason": "No canonical issue: the items are not duplicates and span many unrelated regressions/features, so there is no single representative bug.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must anchor the cluster, issue 43749 has the strongest activity/signal (discussion and inbound references), but it is still just one distinct report among many unrelated ones.", + "best_issue_reason": "No global best issue: none of these issues is a good umbrella representative for the cluster because the themes are too heterogeneous.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI/backend-related, but one is a flash-attention runtime crash and the other is a stale auto-mapping reference; different code paths." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different models and failures: missing hidden_states in CLIPVisionModel vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Both involve training/runtime behavior, but one is gradient-checkpointing in eval mode and the other is quantization offloading; different code paths and fixes." + "reason": "One is about gradient checkpointing in eval mode; the other is offloading with quantization. Same broad area, different bugs." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Same model family, but one is batched chat-template padding behavior and the other is video RoPE/position-id computation." + "reason": "Both involve Qwen2.5-VL video/chat handling, but one is a batched apply_chat_template crash and the other is wrong vision_position_ids/rope scaling." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Missing fields from trust_remote_code config loading is unrelated to patchtsmixer post-init validation." + "reason": "Custom model initialization breakage is not the same as the patchtsmixer post_init API restriction." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Both are audio-related, but one is sampling-rate defaulting and the other is an unsupported feature-extractor argument." + "reason": "Audio processor sampling-rate defaulting and a feature extractor center-arg crash are separate preprocessing bugs." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Completely unrelated: flash-attention generation bug versus a categorical-cardinality runtime error." + "reason": "Qwen3.5 flash-attention generation issue is unrelated to the categorical-cardinality runtime error." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Tokenizer loading and image-classification positional interpolation are different subsystems with different failure modes." + "reason": "Different subsystems and symptoms: recurrent state reset in modular_qwen3_5 vs Whisper batch_decode skip_special_tokens handling." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "Recurrent cache reset in modular Qwen code is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "Tokenizer loading failure and Perceiver positional-encoding/image-size failure are unrelated." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Path-trailing-slash import warning is unrelated to Qwen recurrent-state cache behavior." + "reason": "Local-path import warning has nothing to do with Qwen recurrent-state caching." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading and FastSpeech2Conformer tokenizer loading are different code paths." + "reason": "BitNet packed-weight loading under accelerate and FastSpeech2ConformerTokenizer loading are different failure modes." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Generic sys.modules access safety issue is not the same as DeepSeekV3MoE implementation divergence." + "reason": "sys.modules access safety issue and DeepseekV3MoE divergence are separate code-path problems." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Both touch backend/import utilities, but they are about different missing backends and unrelated symbols." + "reason": "Missing tensorflow in a torch-only install is unrelated to a missing import-utils helper symbol." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to BART generate() decoder_attention_mask assignment." + "reason": "Flash Attention 2 support for XLMRoberta and Bart decoder_attention_mask initialization are unrelated." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config/API discrepancies, but they concern different models and different missing fields." + "reason": "Both are config/API discrepancies, but they affect different models and different missing fields." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:43723", + "right": "issue:45479", "accept": false, - "reason": "SigLIP2 implementation mismatch is unrelated to documentation still referencing removed pipeline() APIs." + "reason": "Tokenizer loading in v5 and degenerate zero loss in sequence classification are unrelated." }, { - "left": "issue:43723", - "right": "issue:45479", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Tokenizer-loading regression and degenerate classification loss are unrelated." + "reason": "SigLIP2 implementation mismatch and docs still referencing pipeline() are not the same bug." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "patchtsmixer post_init validation is unrelated to Qwen video-input regression." + "reason": "patchtsmixer post_init policy and Qwen video-input regression are unrelated." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Both are preprocessing issues, but one is video temporal-position scaling and the other is image padding behavior." + "reason": "Qwen2.5-VL rope-index scaling and Swin2SR over-padding affect different models and preprocessing logic." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id configuration are unrelated." + "reason": "Quantization/offloading bug and Gemma eos_token_id inconsistency are unrelated." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken constructor argument duplication is unrelated to composite Qwen text_config unwrapping." + "reason": "AddedToken special-arg collision and list_repo_files revision forwarding are distinct API bugs." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "A model failing to return hidden_states is not the same as ModelOutput key assignment when a prior key was None." + "reason": "CLIPVisionModel hidden_states regression is unrelated to ModelOutput key assignment when a prior value is None." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM-efficient loading and Qwen3-VL shape mismatch are different loading problems." + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different loading issues." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "trust_remote_code missing fields is unrelated to GPTNeoX rotary_pct not persisting on reload." + "reason": "trust_remote_code missing fields and GPTNeoX rotary_pct reload behavior do not share a concrete code path." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both involve config handling for multimodal/text configs, but they are distinct API regressions with different fixes." - }, - { - "left": "issue:44987", - "right": "issue:46178", - "accept": false, - "reason": "One is a model-loading regression, the other is a backend-mapping/import error for tensorflow_text." + "reason": "Gemma3TextConfig API discrepancy and AutoModelForCausalLM text_config unwrapping are related only at a high level, not the same bug." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 torch.jit parsing issue is unrelated to DeepSpeed ZeRO3 deque underflow." - }, - { - "left": "issue:43761", - "right": "issue:44188", - "accept": false, - "reason": "Hidden-states output regression is unrelated to attention-kernel divergence under torch.compile." + "reason": "Python 3.13 torch.jit parsing error and DeepSpeed ZeRO3 deque pop error are unrelated runtime failures." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "A loading shape mismatch for Qwen3-VL is not the same as a save_pretrained regression for Qwen3.5." + "reason": "Model-loading regression for a specific repo and a tensorflow_text backend mapping error are unrelated." } ] }, @@ -10538,8 +10515,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -10566,21 +10543,22 @@ "issue:43701", "issue:43716", "issue:43742", + "issue:43761", "issue:43825", + "issue:43931", "issue:44077", "issue:44162", + "issue:44188", "issue:44190", "issue:44442", "issue:44464", "issue:44496", "issue:44534", - "issue:44568", "issue:44792", "issue:44871", "issue:44913", - "issue:45479", + "issue:45216", "issue:45584", - "issue:45632", "issue:45698", "issue:45803", "issue:46050", @@ -10589,10 +10567,11 @@ "issue:46291", "issue:46365", "issue:46421", - "issue:46424", "issue:46506" ], "soft_pairs": [ + "issue:43931|issue:45216", + "issue:43761|issue:44188", "issue:44190|issue:44496", "issue:43232|issue:43388", "issue:44442|issue:45803", @@ -10603,7 +10582,6 @@ "issue:27957|issue:32090", "issue:43550|issue:43701", "issue:25251|issue:28282", - "issue:44568|issue:45479", "issue:43606|issue:43701", "issue:44464|issue:46421", "issue:46234|issue:46291", @@ -10620,211 +10598,210 @@ "issue:44162|issue:44792", "issue:45803|issue:46365", "issue:45803|issue:46170", - "issue:43404|issue:43441", - "issue:45632|issue:46424" + "issue:43404|issue:43441" ], - "prepared_review_unit_hash": "3ce12af171ae7918a501359909574545aab1c40b10882fbea896024ce183b587", + "prepared_review_unit_hash": "362f8bc808e6a0a6b35e91fae0315433cf45892b5501b388cdb3c451c8a26089", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36307, - "estimated_input_tokens": 9077, - "estimated_eval_tokens": 18410 + "serialized_chars": 36260, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated Transformers issues around loading, generation, config, cache, or environment-specific failures. I found no true duplicate pair to merge.", - "confidence": 0.94, - "canonical_issue_reason": "No clear canonical issue: the cluster spans many distinct bugs and regressions across different models and subsystems. If forced to anchor the set, issue 45698 is the broadest active save/load regression, but it is not a good representative duplicate target for the rest.", + "summary": "No pair looks like a true duplicate; the soft matches are mostly broad subsystem similarity rather than the same concrete bug. The most representative issue in this set is the active save/load regression around custom modules.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45698 is the strongest representative: it is open, has the most discussion/inbound refs here, and describes a concrete, broad save_pretrained/from_pretrained regression with custom module loading.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 is the strongest single issue to keep as the representative anchor because it is open, active, and broadly about incorrect custom-module loading after save_pretrained/from_pretrained. It is still not a duplicate of the other items.", + "best_issue_reason": "issue:45698 has the clearest user-facing failure, broadest impact, and strongest ongoing activity, making it the best single issue to anchor this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Different bugs: Qwen3-VL load-time weight shape mismatch vs Qwen3.5 save_pretrained checkpoint regression." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Different code paths: CLIPVisionModel hidden_states regression vs torch.compile attention-kernel divergence." + }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading failure and unrecognized-model config error are different code paths and different failure modes." + "reason": "Different failures: example script local dataset loading vs unrecognized model/config loading error." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "One is a generation kwargs/sync_gpus issue; the other is a metric-gathering bug dropping tuple labels in the last batch." + "reason": "Different functionality: generation kwargs update after sync_gpus vs gather_for_metrics dropping tuple labels." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure for FastSpeech2Conformer is unrelated to Fuyu's bare-except error swallowing exceptions in tensor conversion." + "reason": "Tokenizer/model loading failure vs a bare-except bug in tensor conversion that hides interrupts/errors." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load, but one is about dequantized model saving and the other is wrong custom-module resolution after reload; different underlying bugs." + "reason": "Both involve persistence, but one is dequantized Ministral/Devstrals saving and the other is wrong custom module loading after save_pretrained." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint key mismatch and CPU/CUDA output divergence are unrelated." + "reason": "Checkpoint key mismatch and CPU/CUDA output divergence are unrelated bugs." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel startup failure and tp OOM on Qwen2 are different problems." + "reason": "3d_parallel example failure is not the same as Qwen2 tensor-parallel OOM." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Tensor-parallel OOM is not the same as a key error when loading MobileLLM-125M." + "reason": "OOM on a large Qwen2 load is distinct from a key error while loading MobileLLM-125M." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "FlashAttention support for XLMRoberta and a Trainer broadcast TypeError are separate issues." + "reason": "FlashAttention 2 support issue is different from the trainer _gpu_broadcast_one NoneType error." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile/SDPA failure for Bamba is unrelated to resume_from_checkpoint key mismatch." + "reason": "torch.compile + SDPA failure is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k output nesting bug and missing PyTorch ImportError are unrelated." - }, - { - "left": "issue:44568", - "right": "issue:45479", - "accept": false, - "reason": "Tokenizer special-token insertion regression and degenerate sequence-classification loss are different subsystems." + "reason": "Pipeline top_k nesting bug is unrelated to missing PyTorch import errors." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch and checkpoint key mismatch are not the same bug." + "reason": "CPU offload device mismatch is a different failure than checkpoint key mismatch." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Both mention chunked generation/prefill, but one reports wrong outputs while the other reports spurious recompilation from cache lazy init." + "reason": "Both mention chunked/generation/cache themes, but one is inconsistent outputs and the other is spurious recompilation from cache lazy init." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing import_utils helper and kernels version/revision import failure are distinct package/API issues." + "reason": "Missing import_utils helper vs kernels import requiring version/revision are separate dependency/import problems." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Custom model/processor regression is unrelated to the pipeline translation error message change." + "reason": "Custom model code regression around processor.tokenizer is not the same as a misleading pipeline translation-task error message." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "A model_max_length question for DeBERTa-V3 and a missing transformers.onnx module are unrelated." + "reason": "A model_max_length question is unrelated to the missing transformers.onnx import error." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer regression and Gemma3 eos_token_id inconsistency are different model/API problems." + "reason": "Processor/tokenizer image-handling regression is different from an eos_token_id config inconsistency." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma3 eos_token_id configuration and Whisper empty-transcription handling after align_special_tokens are not the same bug." + "reason": "Different symptoms and code paths: eos_token_id mismatch vs Whisper empty transcription after align_special_tokens." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API mismatch and Mistral-3 image-preprocessor dtype mismatch are separate issues." + "reason": "Config API discrepancy is unrelated to image preprocessor/model dtype mismatch." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Backend installation packaging issue and Gemma3 config API discrepancy are unrelated." + "reason": "Install extras/backend packaging issue is not the same as the Gemma3TextConfig API discrepancy." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional post_init validation and non-persistent buffer junk are different code paths." + "reason": "Optional post_init validation and non-persistent buffer junk are distinct transformer v5 issues." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma3 eos_token_id mismatch and quantized-model save/load breakage are not the same defect." + "reason": "eos_token_id config inconsistency is unrelated to the sinq quantization save/load breakage." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage in v5 and GPTNeoX rotary_pct persistence/reload bug are distinct." + "reason": "General Transformers 5 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 breakage and unrecognized model config errors are related to loading, but they are different failure mechanisms." + "reason": "gguf_file breaking tokenizer/model from_pretrained is not the same as an unrecognized model type in config.json." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 runtime breakage and a janus test failure are not the same issue." + "reason": "ESM2 broken regression and a janus model test failure are unrelated." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except in Fuyu tensor conversion and Trainer import failure caused by datasets are unrelated." + "reason": "Bare except in Fuyu tensor conversion is unrelated to Trainer import being blocked by datasets." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Fuyu exception handling bug and Windows ROCm torch.distributed import dependency issue are different." + "reason": "Bare except swallowing errors is unrelated to the Windows ROCm torch.distributed dependency problem." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Untied lm_head weights in Mistral3ForConditionalGeneration and FlashAttention failure for Ministral-3 are separate bugs." - }, - { - "left": "issue:45632", - "right": "issue:46424", - "accept": false, - "reason": "Cache path collision for trust_remote_code and max_cache_length being honored only for Quantized Cache are unrelated cache issues." + "reason": "Tied lm_head weight bug in Mistral3ForConditionalGeneration is different from the FlashAttention failure in Ministral-3." } ] }, @@ -10843,8 +10820,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -10892,26 +10869,27 @@ "issue:46202", "issue:46234", "issue:46369", - "issue:46421", + "issue:46424", "issue:46617", "issue:46640", "issue:46697" ], "soft_pairs": [ + "issue:45632|issue:46424", "issue:44610|issue:46369", - "issue:43650|issue:46202", "issue:43761|issue:44479", "issue:43572|issue:46178", + "issue:43650|issue:46202", + "issue:43065|issue:44617", "issue:43540|issue:44514", "issue:45542|issue:46234", - "issue:43065|issue:44617", "issue:45127|issue:45200", "issue:43504|issue:45698", "issue:44792|issue:44977", "issue:43388|issue:43688", "issue:44792|issue:45600", - "issue:43352|issue:46640", "issue:43673|issue:44743", + "issue:43352|issue:46640", "issue:41950|issue:43475", "issue:43525|issue:43531", "issue:44190|issue:44964", @@ -10921,187 +10899,186 @@ "issue:46082|issue:46697", "issue:45632|issue:46617", "issue:44855|issue:45588", - "issue:43827|issue:43994", - "issue:43673|issue:46421" + "issue:43827|issue:43994" ], - "prepared_review_unit_hash": "5490088610f13c3752f3323dd70a516c6e1f5ce143ff60b0f4eaa56249786635", + "prepared_review_unit_hash": "928848e31bc6181ccad561d21094d434f1c62f52de166ce7decade5068c147ff", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 35227, - "estimated_input_tokens": 8807, - "estimated_eval_tokens": 17870 + "serialized_chars": 35209, + "estimated_input_tokens": 8803, + "estimated_eval_tokens": 17862 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is not a true duplicate set; it contains many unrelated issues across different models, processors, configs, and cache paths. I rejected all soft edges because the paired items only share broad subsystem vocabulary, not the same concrete bug.", - "confidence": 0.95, - "canonical_issue_reason": "No clear canonical issue: the items are heterogeneous and the similarity links look like keyword-based false positives rather than one underlying bug.", + "summary": "This cluster is highly heterogeneous: most items are unrelated model-, processor-, cache-, or config-specific bugs. None of the soft edges look like true duplicates; they only share broad subsystems such as loading, cache, generation, or multimodal processing.", + "confidence": 0.18, + "canonical_issue_reason": "No clear duplicate family emerges; if one issue must represent the cluster, issue 45698 is the broadest and most central loading-related bug with the most discussion activity.", "canonical_pr_reason": null, - "best_issue_reason": "No single best issue to represent the cluster; picking one would be arbitrary because the linked issues do not share a common code-path failure.", + "best_issue_reason": "Issue 45698 is the best representative only in a weak sense: it is an actively discussed, broadly framed core loading bug, whereas the rest are mostly narrow, model-specific regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44610", - "right": "issue:46369", + "left": "issue:45632", + "right": "issue:46424", "accept": false, - "reason": "Both involve SAM-related models, but one is an input-size/processor mismatch and the other is a memory overflow; different failure modes." + "reason": "Both mention cache behavior, but one is a trust_remote_code path collision and the other is max_cache_length handling; different failure modes and code paths." }, { - "left": "issue:43650", - "right": "issue:46202", + "left": "issue:44610", + "right": "issue:46369", "accept": false, - "reason": "Unrelated: one is a vague data request, the other is a Gemma pipeline roundtrip/tokenization issue." + "reason": "Both involve SAM3-related models, but one is a processor size mismatch and the other is memory overflow; not the same bug." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "Different models and different bugs: CLIP hidden states regression vs Qwen video-input regression." + "reason": "Different models and different regressions: CLIPVision hidden_states vs Qwen video-input handling." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Config attribute mismatch vs backend registration error; no shared code-path." + "reason": "Unrelated: one is a missing config attribute, the other is a backend registry error." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "The first is a nonspecific placeholder issue; the second is a Gemma pipeline roundtrip bug with a specific token mismatch." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "One concerns a dummy Conv2d in a decoder; the other is an OOM in Sam3Video. No shared underlying defect is evident." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Qwen video-processing ValueError and chat-template batching crash are separate bugs." + "reason": "Both are multimodal/video related, but they hit different APIs and different model families." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorBoard/TF backend detection issue is unrelated to missing Falcon Mamba availability helper." - }, - { - "left": "issue:43065", - "right": "issue:44617", - "accept": false, - "reason": "SAM3 dummy Conv2d implementation and SAM3 video OOM are not the same bug." + "reason": "Completely different subsystems: TensorBoard/TensorFlow backend installation vs a missing import_utils symbol." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge with extended vocab and Gemma4 mm_token_type_ids defaulting are different model behaviors." + "reason": "One is LoRA/vocabulary collapse with tied embeddings; the other is a Gemma 4 fine-tuning default for mm_token_type_ids." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy field loading failure vs wrong custom module resolution after save/load are distinct persistence bugs." + "reason": "Both involve model loading, but one is a legacy field in a preset and the other is custom-module resolution after save/load; not the same bug." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation issue do not match." + "reason": "Different models and different symptoms: Janus image generation test failure vs Qwen3.5 flash-attention generation issue." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Metric gathering drops tuple labels; the other is auxiliary-loss normalization in MoE models." + "reason": "One is metric gathering dropping tuple labels; the other is auxiliary-loss normalization. Distinct training bugs." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus generation test and removed Sam3LiteText auto-mapping references are unrelated." - }, - { - "left": "issue:43352", - "right": "issue:46640", - "accept": false, - "reason": "Both mention Flash Attention, but one is an explicit unsupported-model guard and the other is an unspecified open issue." + "reason": "A Janus image-generation failure is unrelated to Sam3LiteText auto-mapping references." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Chunked-prefill cache initialization and recurrent-state reset with cache are different implementation bugs." + "reason": "Both touch cache/recurrent-state logic, but one is a general v5 chunked_prefill cache issue and the other is a Qwen3.5-specific recurrent reset bug." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "One is a concrete unsupported-model error for FA2; the other is a generic flash-attention issue with no evidence it is the same model/path." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification pipeline processor selection and missing fpn_position_embeddings on SAM3 output are unrelated." + "reason": "Different product areas: video-classification pipeline processor lookup vs SAM 3 video output attribute missing." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Llama4Config pad_token_id and Qwen3-MoE sliding_window handling are separate config issues." + "reason": "A missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in a training script and loading Phi-4 multimodal are different model/input loading failures." + "reason": "Both are loading problems, but one is a local dataset script issue and the other is a model-loading regression for Phi-4 multimodal." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization bug vs GPTNeoX rotary_pct reload defaulting are not the same issue." + "reason": "Non-persistent buffer initialization and GPTNeoX rotary_pct reload behavior are different bugs in different areas." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Token embedding resize reinitialization and trailing-slash local model import warning have no concrete overlap." + "reason": "One is about resized token embeddings and tied weights; the other is a local-path import warning with trailing slash handling." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation indexing crash in serve and Gemma4Processor missing _tokenizer are separate failures." + "reason": "Both are serve-related, but one is KV-cache continuation indexing and the other is a Gemma4Processor missing _tokenizer attribute." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are unrelated bugs." + "reason": "Completely unrelated: LlamaConfig head_dim validation vs Swin2SR image over-padding." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both touch trust_remote_code caching, but one is a leaf-directory collision and the other is a FileNotFoundError; not enough to merge." + "reason": "Both involve cache/loading, but one is a leaf-directory collision and the other is a FileNotFoundError from cache resolution; not the same underlying bug." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 decorator parsing error in DebertaV2Model is unrelated to sink-less flash-attention s_aux handling." + "reason": "Python 3.13 import/torch.jit parsing issue is unrelated to a flash_attention AttributeError on sink-less models." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs referencing removed pipeline() APIs and SigLIP2 nonsensical outputs are different problems." - }, - { - "left": "issue:43673", - "right": "issue:46421", - "accept": false, - "reason": "Both mention cache/chunked prefill, but one is missing GenerationMixin cache and the other is lazy cache init causing recompilation." + "reason": "One is stale documentation after pipeline removals; the other is a specific SigLIP2 inference-quality issue involving AutoModel and pipeline." } ] }, @@ -11120,8 +11097,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -11138,6 +11115,7 @@ "issue:43540", "issue:43550", "issue:43644", + "issue:43673", "issue:43761", "issue:43931", "issue:44060", @@ -11150,7 +11128,6 @@ "issue:44610", "issue:44617", "issue:44734", - "issue:44737", "issue:44779", "issue:44855", "issue:44877", @@ -11166,8 +11143,8 @@ "issue:45563", "issue:45584", "issue:45600", - "issue:45803", "issue:46369", + "issue:46421", "issue:46489", "issue:46655", "issue:46697", @@ -11175,13 +11152,14 @@ ], "soft_pairs": [ "issue:43931|issue:44060", + "issue:43673|issue:46421", "issue:43761|issue:44242", "issue:29870|issue:35141", "issue:44617|issue:45584", "issue:45563|issue:45584", "issue:43644|issue:44913", - "issue:25251|issue:27957", "issue:44933|issue:45362", + "issue:25251|issue:27957", "issue:43335|issue:44855", "issue:44479|issue:44734", "issue:44077|issue:44877", @@ -11200,218 +11178,210 @@ "issue:44779|issue:46489", "issue:43295|issue:45276", "issue:45290|issue:46752", - "issue:43540|issue:44734", - "issue:44737|issue:45803", - "issue:45276|issue:45584" + "issue:43540|issue:44734" ], - "prepared_review_unit_hash": "5e53cd958f6483b242cad829496071c2a07eecf0c01a063ffa9cc20eedbef265", + "prepared_review_unit_hash": "c89c35653f4516d6e5a257ae88d4cb70d86109927b812ca5db10a0813f48159e", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35961, - "estimated_input_tokens": 8991, - "estimated_eval_tokens": 18238 + "soft_pair_count": 28, + "serialized_chars": 35593, + "estimated_input_tokens": 8899, + "estimated_eval_tokens": 18054 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most soft pairs are not true duplicates. The only strong matches are the apply_chat_template empty-input crash pair and the DeepSeek tokenizer regression pair.", - "confidence": 0.89, - "canonical_issue_reason": "issue:46752 is the broadest and clearest representative of the apply_chat_template empty-input crash, and it is still open; its counterpart is a narrower variant.", + "summary": "These issues are largely unrelated across different models, processors, generation paths, and configs. The only strong duplicate-like overlap is the DeepSeek tokenizer regression pair, where one report appears to be a broader original bug and the other a narrower follow-up.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44779 is the broader original regression report and best captures the shared DeepSeek tokenizer breakage; issue:46489 reads like a narrower variant/follow-up tied to a specific model family and a gap in an earlier fix.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46752 is the best issue to anchor this cluster because it captures the general failure mode with a simple repro and likely subsumes the narrower tool-call/no-content report.", + "best_issue_reason": "issue:44779 is the most representative issue here because it states the core regression clearly, is broader than the follow-up, and is the better anchor for the shared tokenizer bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Different bugs: model load weight-shape mismatch vs an incorrect tied-weights warning." + "reason": "Different models and different failures: weight-shape mismatch on load vs an incorrect tied-weights warning." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is about a missing GenerationMixin cache and the other about lazy init causing recompilation; too different to treat as the same bug." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "Different models and failures: missing hidden_states vs missing load-balancing loss." + "reason": "Unrelated regressions in different code paths: CLIPVision hidden states vs MoE load-balancing loss." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "Both touch generation/embeddings, but the concrete bugs differ: decoder attention mask init error vs embedding reinitialization on resize." + "reason": "Different mechanisms and components: BART generate() mask initialization vs token-embedding resize/post_init reinitialization." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Unrelated symptoms and code paths: Sam3Video OOM vs Whisper empty transcription crash." + "reason": "Different subsystems and symptoms: Sam3Video OOM vs Whisper empty-transcription failure after token alignment." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Stale warning in paged generate is not the same bug as Whisper failing after align_special_tokens." + "reason": "A stale warning about num_return_sequences is unrelated to Whisper's empty-transcription crash." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Buffer initialization issue vs config reload reverting rotary_pct; related area, different underlying defects." + "reason": "Both are regressions, but one is about non-persistent buffers and the other about GPTNeoX config reload semantics." }, { - "left": "issue:25251", - "right": "issue:27957", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Different features entirely: pipeline top_k nesting vs Flash Attention 2 support." + "reason": "Nonexistent import from image_utils is unrelated to a Qwen chat crash." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:25251", + "right": "issue:27957", "accept": false, - "reason": "Import error in image_utils is unrelated to Qwen3.5 chat crashes." + "reason": "List/nested-list output behavior from pipeline top_k is unrelated to XLMRoberta Flash Attention 2." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Configuration/model-construction bug vs Python 3.13 parsing error in a scripted function." + "reason": "A SwitchTransformers config bug and a Python 3.13 IndentationError are unrelated." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Both are regressions, but one is about video input handling and the other is KV-cache continuation indexing in serve." + "reason": "Both involve generation-era regressions, but video-input position handling and serve/KV-cache indexing are different code-path problems." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Different config-policy problems with no shared concrete code path." + "reason": "Optional post_init handling in patchtsmixer is not the same as strict config loading for granite_speech." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in the training example." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in the image-classification example." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Both mention model/resource problems, but one is a Qwen video-position regression and the other is Sam3-LiteText memory overflow." + "reason": "Both mention multimodal models, but they describe different failures in different model families and code paths." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "GPU device-mapping assert and category-count limit are unrelated." + "reason": "Auto device mapping on Qwen3 and the 2^24 category limit are unrelated issues." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Single-layer sparse config bug is unrelated to dataset loading." + "reason": "SwitchTransformers layer construction bug vs dataset-loading example bug: no concrete overlap." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Sam3PixelDecoder dummy layer issue is not the same as OmDet-Turbo processor size mismatch." + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as OmDet-Turbo's processor/model resolution mismatch." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is a different failure from a stale warning." + "reason": "Compiled-forward chunked generation inconsistency is unrelated to the stale warning for num_return_sequences." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 doc-example errors are unrelated to local dataset loading." + "reason": "SigLIP2 doc example errors are unrelated to local dataset loading." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA/extended-vocab collapse is a different bug from incorrect visual encoder keys on save_pretrained." + "reason": "LoRA/extended-vocabulary collapse is a different bug from incorrect visual encoder keys in save_pretrained." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "Label reduction bug and image over-padding bug are different preprocessing defects." + "reason": "Different image-processor bugs: label reduction vs over-padding when already divisible." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "CI test staleness and auto_mappings referencing removed configs are different issues." + "reason": "CI failures in GraniteSpeech and auto_mappings references are separate maintenance problems." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both are video-related, but they affect different processors and failure mechanisms." + "reason": "Both are video-related, but the reported padding/position-id bugs are in different processors and model families." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Both are Sam3 memory problems, but the affected models and symptoms differ." + "reason": "Sam3Video OOM and sam3-litetext memory overflow are related only at a very broad family level, not the same concrete bug." }, { "left": "issue:44779", "right": "issue:46489", "accept": true, - "reason": "Same underlying DeepSeek tokenizer regression in v5; 46489 is a more specific instance of the broader issue reported in 44779." + "reason": "Both report the same DeepSeek tokenizer regression in transformers v5+, with 46489 reading like a narrower follow-up about a gap in the earlier fix." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Regression around processor.tokenizer access is unrelated to gemma4 resize_token_embeddings behavior." + "reason": "Processor/tokenizer regression after v4.57.5 is unrelated to gemma4 resize_token_embeddings not updating all weights." }, { "left": "issue:45290", "right": "issue:46752", - "accept": true, - "reason": "Both describe apply_chat_template crashing on empty/missing assistant content; 46752 is the broader empty-list form of the same bug." + "accept": false, + "reason": "Both involve empty/edge-case chat-template handling, but one is a tool-call assistant-message crash and the other is an empty-list IndexError." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Qwen3OmniMoe video-input validation error is unrelated to serve-side KV-cache continuation indexing." - }, - { - "left": "issue:44737", - "right": "issue:45803", - "accept": false, - "reason": "XLNet CPU arange issue and bare-except swallowing errors in FuyuBatchFeature are unrelated." - }, - { - "left": "issue:45276", - "right": "issue:45584", - "accept": false, - "reason": "Gemma4 resize-token-embeddings/output-embeddings bug is unrelated to Whisper empty-transcription handling." + "reason": "Qwen3OmniMoe video-input validation error is different from serve-side KV-cache continuation indexing." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the only accepted soft pairs are conservative matches supported by the issue titles. The rejected pairs also read as appropriately cautious rather than overstated. " + "feedback": "The analyst\u2019s summary is well grounded in the packet and stays conservative on the soft-edge pairs. The only accepted match, issue:44779 vs issue:46489, is clearly supported by the titles: both concern the DeepSeek tokenizer regression in v5+, with 46489 explicitly framed as a gap in the earlier fix. The rest of the verdicts are appropriately cautious given the available evidence." }, "evaluator_used": true, "retried": false, @@ -11427,8 +11397,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -11448,9 +11418,7 @@ "issue:43531", "issue:43643", "issue:43650", - "issue:43673", "issue:43854", - "issue:43976", "issue:44016", "issue:44112", "issue:44186", @@ -11462,26 +11430,29 @@ "issue:44496", "issue:44521", "issue:44734", + "issue:44737", "issue:44938", "issue:44964", - "issue:44987", "issue:45003", "issue:45216", "issue:45245", + "issue:45276", "issue:45375", "issue:45381", "issue:45542", "issue:45584", "issue:45600", "issue:45632", + "issue:45803", "issue:45907", "issue:46082", "issue:46121", "issue:46234", - "issue:46424", "issue:46506" ], "soft_pairs": [ + "issue:44737|issue:45803", + "issue:45276|issue:45584", "issue:44938|issue:45542", "issue:44521|issue:45381", "issue:44462|issue:45907", @@ -11500,213 +11471,204 @@ "issue:44186|issue:44734", "issue:36246|issue:41628", "issue:43404|issue:45216", + "issue:36246|issue:38617", "issue:43650|issue:44220", "issue:32090|issue:35141", - "issue:36246|issue:38617", "issue:43479|issue:45375", - "issue:41950|issue:44016", "issue:44295|issue:46506", - "issue:43531|issue:45600", - "issue:43673|issue:46424", - "issue:44016|issue:44220", - "issue:43976|issue:44987" + "issue:41950|issue:44016", + "issue:43531|issue:45600" ], - "prepared_review_unit_hash": "7c70a8dff1d4c029790eff49fe995399b6b19734ef4bf96b2c6ff8590b8217f6", + "prepared_review_unit_hash": "c1fa2ea95f6a9dc32492dde6c6f5191b289d8d1edc7ac103b7657df267292008", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36112, - "estimated_input_tokens": 9028, - "estimated_eval_tokens": 18312 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35374, + "estimated_input_tokens": 8844, + "estimated_eval_tokens": 17944 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports. Several pairs share only broad subsystem similarity (imports, loading, multimodal, cache, tokenizer) but not the same concrete defect, so almost all soft edges should be rejected.", - "confidence": 0.42, - "canonical_issue_reason": "If a single issue must represent the cluster, issue 44964 is the most concrete and broadly user-facing model-loading regression, and it sits nearest to other load/config-related reports. Still, the cluster is not a true duplicate set.", + "summary": "This cluster is highly heterogeneous: it mixes unrelated import errors, model-loading regressions, tokenizer issues, pipeline bugs, and config problems. None of the proposed soft pairs look like true duplicates or the same concrete fix, so they should stay separate.", + "confidence": 0.94, + "canonical_issue_reason": "No strong canonical duplicate emerges from this mixed set; if forced, issue 41628 is the broadest user-facing import regression, but the cluster is too diverse to justify a true canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "44964 is the best overall issue candidate because it is a clear failure mode with a specific reproduction and broad impact, making it the most representative anchor for triage among these heterogeneous reports.", + "best_issue_reason": "Issue 41628 is the closest thing to a reusable anchor because it is a top-level import failure with broad impact, but it is still only loosely representative of the overall set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Different subsystems and failure modes: XLNet device placement in forward pass vs Fuyu tensor conversion/bare-except behavior." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated bugs: gemma4 resize_token_embeddings/state tying vs Whisper empty-transcription generation after align_special_tokens." + }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Different failures: Python 3.14 import/load problem vs missing TensorFlow backend when only tensorboard is installed." + "reason": "Python 3.14 import/load failure is not the same as a missing TensorFlow backend dependency path." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal-related, but one is about all-zero assistant masks and the other about wrong vision position ids; not the same bug." + "reason": "Both are multimodal-related, but the concrete bugs differ: assistant_masks from chat templates vs qwen2.5-vl vision_position_ids." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Tokenizer.json handling and list_repo_files revision forwarding are unrelated code paths." + "reason": "Different APIs and causes: AutoTokenizer ignoring tokenizer.json vs list_repo_files not forwarding revision." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Pipeline output nesting and BART decoder_attention_mask assignment are different issues." + "reason": "Pipeline top_k output nesting is unrelated to BART generate() decoder_attention_mask assignment." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Cache-path collision for trust_remote_code is unrelated to a missing import_utils symbol." + "reason": "trust_remote_code cache collisions and a missing import_utils symbol are separate issues with different fixes." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Both touch import behavior, but one is slow import performance and the other is unsafe sys.modules access; not the same defect." + "reason": "Import performance and unsafe sys.modules access are not the same bug or code path." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different model-loading failures for different models and root causes." + "reason": "Both are model-loading failures, but for different models and likely different root causes." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "One is a model load regression; the other is stale auto_mappings references breaking CI." + "reason": "Phi-4 multimodal loading and stale auto_mappings references are distinct problems." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both involve config/model loading, but one loses fields under trust_remote_code while the other lacks model_type for an unrecognized model." + "reason": "AutoConfig field loss under trust_remote_code is different from an unrecognized-model config.json error." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "GraniteSpeech CI device-override failure is unrelated to Phi-4 multimodal loading." + "reason": "A GraniteSpeech CI test flake is not the same underlying bug as a Phi-4 multimodal load failure." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Flash Attention support and embedding reinitialization after resize are different code paths." + "reason": "Flash Attention 2 support in XLMRoberta is unrelated to token embedding reinitialization after resize." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Both are validation edge cases, but they concern different configs and different failure modes." + "reason": "Llama head_dim validation and rope-validation list handling are different config-validation paths." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Generic dependency/backend issues, but not the same package or symptom." + "reason": "Package extras/backend composition is not the same as a generic dependency issue." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Category-count overflow and empty-transcription generation are unrelated." + "reason": "A category-count runtime limit is unrelated to Whisper's empty-transcription generation bug." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to multimodal assistant mask generation." + "reason": "Tokenizer BPE marker handling and multimodal assistant-mask generation are different layers of the stack." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and serve KV-cache continuation indexing are different bugs." + "reason": "LayoutLMv2 tokenizer padding/NER crashes and serve KV-cache tensor indexing are unrelated code paths." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and modules." + "reason": "Both are import errors, but one is a missing model-specific processor export and the other is a top-level AutoImageProcessor import." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Weight tying in Mistral3 and save_pretrained checkpoint correctness in Qwen3.5 are distinct regressions." + "reason": "Weight tying in Mistral3 is a different bug than the Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "These are separate missing-symbol import errors in different modules with no shared concrete fix." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "A placeholder/data request is unrelated to _torch_extract_fbank_features." + "reason": "'ADD THE DATA' is not a technical duplicate of the fbank feature extraction bug." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer broadcast NoneType and embedding reinitialization are unrelated failures." - }, - { - "left": "issue:36246", - "right": "issue:38617", - "accept": false, - "reason": "Both are missing-import reports, but they concern different missing names and code paths." + "reason": "Trainer broadcast of NoneType and embedding reinitialization after resize are unrelated bugs." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Defaulting None configs and missing deepstack_visual_indexes under strict serialization are different issues." - }, - { - "left": "issue:41950", - "right": "issue:44016", - "accept": false, - "reason": "Video-classification pipeline image-processor lookup and a notebook syntax error are unrelated." + "reason": "Different multimodal config bugs for different models; not the same underlying change." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Reading position_ids after buffer registration is unrelated to CPU/CUDA output divergence." - }, - { - "left": "issue:43531", - "right": "issue:45600", - "accept": false, - "reason": "Sliding_window behavior in Qwen3-MoE and stale auto_mappings references are unrelated." - }, - { - "left": "issue:43673", - "right": "issue:46424", - "accept": false, - "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked_prefill while the other is about max_cache_length being honored only for quantized cache." + "reason": "Reading a registered position_ids buffer is unrelated to CPU/CUDA output divergence." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Notebook syntax error and fbank feature extraction are unrelated." + "reason": "A video-classification processor lookup bug is unrelated to a notebook syntax error." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "Python version compatibility and a specific model-loading failure are not the same bug." + "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings config references are distinct issues." } ] }, @@ -11725,13 +11687,12 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ "issue:39692", - "issue:41950", "issue:42907", "issue:43295", "issue:43299", @@ -11746,6 +11707,7 @@ "issue:44016", "issue:44062", "issue:44075", + "issue:44220", "issue:44279", "issue:44327", "issue:44336", @@ -11756,7 +11718,7 @@ "issue:44779", "issue:44792", "issue:44933", - "issue:45020", + "issue:44987", "issue:45042", "issue:45083", "issue:45216", @@ -11779,14 +11741,17 @@ "issue:46752" ], "soft_pairs": [ + "issue:43673|issue:46424", + "issue:44016|issue:44220", + "issue:43976|issue:44987", "issue:43295|issue:45335", "issue:44683|issue:45446", - "issue:43526|issue:43901", "issue:45083|issue:46506", + "issue:43526|issue:43901", "issue:43381|issue:45593", "issue:43901|issue:44496", - "issue:44496|issue:45042", "issue:42907|issue:43441", + "issue:44496|issue:45042", "issue:43673|issue:44336", "issue:43976|issue:44279", "issue:44496|issue:45759", @@ -11807,217 +11772,228 @@ "issue:43577|issue:45216", "issue:44075|issue:44368", "issue:43976|issue:45405", - "issue:46082|issue:46512", - "issue:41950|issue:45020" + "issue:46082|issue:46512" ], - "prepared_review_unit_hash": "ede50ccf5a465220a969c7551979fc61eee9ce8e9a2ebb7990c6f31f028c31f9", + "prepared_review_unit_hash": "06b50363051e3a65a1680e5e28a4b50cf4971e9744964bd28ca2e0fda3c570f6", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36154, - "estimated_input_tokens": 9039, - "estimated_eval_tokens": 18334 + "soft_pair_count": 32, + "serialized_chars": 36742, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous: the soft pairs mostly share only broad subsystem or version-regression wording, not the same concrete bug. I would not merge any of the candidate pairs; the closest thing to an umbrella issue is the broad remote-code/version-regression report, but it still does not subsume the rest.", - "confidence": 0.44, - "canonical_issue_reason": "issue:45020 is the broadest umbrella-style regression report in the set (recent versions breaking `remote_code` models) and is the closest available cluster anchor, though it does not actually duplicate most others.", + "summary": "This cluster is a loose collection of mostly unrelated Transformers bug reports, with no PRs present and no true duplicate pair among the soft candidates. The strongest representative issue is the open multimodal `apply_chat_template` bug (#44521), but it is not duplicated by the others.", + "confidence": 0.91, + "canonical_issue_reason": "#44521 is the best representative issue: it is open, concrete, has multiple inbound references, and describes a reproducible multimodal `apply_chat_template` failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best global representative because it is broad, user-facing, and spans the kind of recent-version breakage that shows up in several other reports here; still, it is not a true duplicate hub.", + "best_issue_reason": "#44521 is the strongest issue to keep as the cluster representative because it has the clearest user impact and the most evidence, while the rest are largely one-off unrelated regressions or docs issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is a missing GenerationMixin cache in chunked prefill and the other is a cache-length config limitation for quantized cache; different bugs." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error and a fbank feature-extraction issue are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility and a model-loading failure are different problem reports." + }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Different bugs: processor/tokenizer regression vs `resize_token_embeddings` not updating `decoder.embed_tokens`." + "reason": "Processor/tokenizer regression vs. `resize_token_embeddings` not updating decoder embeddings; different code paths and symptoms." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both mention flex_attention, but one is a torch>=2.9 compiled-flex-attention failure and the other is an import/version-check bug." + "reason": "One is a compiled flex_attention failure on torch>=2.9; the other is a bad version check for AuxRequest import. Related area, but not the same bug." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:45083", + "right": "issue:46506", "accept": false, - "reason": "Unrelated APIs: BEiT fast processor label reduction vs text-classification docs for `return_all_scores`." + "reason": "A helper output-length bug in qwen3_omni_moe is unrelated to CPU/CUDA result differences in PPDocLayoutV3." }, { - "left": "issue:45083", - "right": "issue:46506", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Different model paths and symptoms; helper-length logic in qwen3_omni_moe is not the same as CPU/CUDA output mismatch in PPDocLayoutV3." + "reason": "Image-processor label reduction and pipeline documentation drift are unrelated." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Distinct failures: gradient checkpointing in eval mode vs D-FINE auxiliary loss handling when denoising is off." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are different issues." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mismatch vs model-loading/config rejection; same broad theme of API breakage, but not the same bug." + "reason": "Docs mentioning `return_all_scores` is unrelated to an unrecognized model/config loading error." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "One is an unrecognized model/config issue, the other is a PIL image-processor torchvision dependency regression." + "reason": "Dequantized save-pretrained failure and Ministral flash-attention loading failure are different model lifecycle bugs." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Different Ministral-related problems: save/dequantize failure vs FlashAttention crash." + "reason": "Model config recognition and unnecessary torchvision dependency in image processors are unrelated." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Unrelated concerns: GenerationMixin cache during chunked prefill vs ANSI codes in loading_report." + "reason": "Cache behavior and ANSI codes in loading_report are unrelated." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "One is a Python-version compatibility bug; the other is a generic dependency issue with transformers." + "reason": "Python support mismatch and a generic dependency issue are not the same underlying bug." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Different composite-model loading issues: unrecognized model config vs `from_config` not unwrapping `text_config`." + "reason": "Unrecognized model vs. `from_config` not unwrapping `text_config` are different multimodal config-loading problems." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both are flash-attention related, but they hit different code paths and failure modes." + "reason": "Both mention flash attention, but one is a Ministral model-loading crash and the other is an `s_aux=None` AttributeError in `integrations/flash_attention.py`; not the same bug." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and tokenizer keyword conflict are unrelated." + "reason": "Notebook syntax error and `AddedToken` keyword collision are unrelated." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "A Janus test failure is not the same bug as cache config max length handling." + "reason": "A Janus image-generation test failure is unrelated to cache-length handling." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Different import problems in different modules (`Qwen2_5_VLForConditionalGeneration` vs `image_utils`)." + "reason": "These are two different missing-import problems involving different symbols and modules." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "Different edge-case crashes: QA span decoding top-k bounds vs empty chat-template input." + "reason": "QA span decoding kth-out-of-bounds and empty-list chat-template crashes are different edge cases." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Silently dropping final batch results is unrelated to sam3-litetext memory overflow." + "reason": "Partial-batch result dropping in MaskGenerationPipeline is unrelated to SAM memory overflow." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both are Qwen regressions, but one is model loading and the other is incorrect save_pretrained output; separate code paths." + "reason": "One breaks model loading in v5 dev, the other corrupts saved checkpoints in 5.4.0; different operations and failures." }, { "left": "issue:44521", "right": "issue:46693", "accept": false, - "reason": "apply_chat_template assistant masks vs FA2 long-context performance regression are unrelated." + "reason": "All-zero assistant masks and FA2 long-context performance regression are unrelated." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "Generic dependency issue and torch 2.4.1 incompatibility are not the same defect." + "reason": "A dependency issue with transformers is not the same as a torch-version incompatibility." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Embedding resize bug and Whisper empty-transcription generation failure are different issues." + "reason": "`resize_token_embeddings` not affecting decoder embeddings and Whisper empty-transcription generation failure are unrelated." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "LlamaConfig head_dim validation is unrelated to the Qwen3.5 kernel registration decorator bug." + "reason": "LlamaConfig head_dim validation and Qwen rotary registration failure are different model/config bugs." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Dependency complaints, but one is about transformers compatibility and the other is a PEFT minimum-version bump." + "reason": "Generic dependency trouble and a bumped unreleased PEFT minimum version are different issues." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both mention tokenizer behavior, but the affected models and failures are different (processor/tokenizer API regression vs Deepseek tokenization correctness)." + "reason": "Both involve tokenizer behavior regressions, but one is processor/tokenizer multimodal handling and the other is DeepSeek tokenization correctness; not clearly the same bug." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "SigLIP2 doc-example errors are not the same as the text-classification pipeline docs mismatch." + "reason": "A broken SigLIP2 example and a pipeline docs deprecation note are unrelated documentation issues." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained regression are separate dtype/state bugs." + "reason": "BLIP2 dtype propagation and Qwen3.5 checkpoint saving are different dtype/save_pretrained bugs." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer argument handling is unrelated to the Qwen3.5 `tie_word_embeddings` warning." + "reason": "SGD optimizer args not being used and a tie_word_embeddings warning are unrelated." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python support failure and PEFT version bump are different release/compatibility issues." + "reason": "Python compatibility and unreleased PEFT minimum version are unrelated dependency/version problems." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Both involve config fields, but one is head_dim validation and the other is stale dtype metadata after from_config." - }, - { - "left": "issue:41950", - "right": "issue:45020", - "accept": false, - "reason": "Video-classification pipeline processor lookup is not the same issue as remote_code model breakage." + "reason": "Llama head_dim validation and stale `model.config.dtype` after `from_config(dtype=...)` are different config bugs." } ] }, @@ -12036,8 +12012,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -12054,11 +12030,9 @@ "issue:43650", "issue:43653", "issue:43854", - "issue:43901", "issue:43976", "issue:44016", "issue:44242", - "issue:44246", "issue:44261", "issue:44263", "issue:44291", @@ -12071,6 +12045,7 @@ "issue:44683", "issue:44749", "issue:44779", + "issue:45020", "issue:45081", "issue:45103", "issue:45200", @@ -12092,8 +12067,9 @@ ], "soft_pairs": [ "issue:44351|issue:45278", - "issue:43299|issue:45357", + "issue:41950|issue:45020", "issue:42796|issue:43650", + "issue:43299|issue:45357", "issue:44779|issue:45812", "issue:44242|issue:45200", "issue:43479|issue:43525", @@ -12116,212 +12092,198 @@ "issue:44261|issue:44263", "issue:42175|issue:43976", "issue:44671|issue:44779", - "issue:43901|issue:44246", - "issue:44623|issue:45397", - "issue:43441|issue:44683" + "issue:44623|issue:45397" ], - "prepared_review_unit_hash": "ee8ca5abccc1a7e04685da2809074dad5162d0db12c557c482396639eba340ce", + "prepared_review_unit_hash": "041cd0714adb9580e682f5dd5b4f5d0a081e6c1688f81965821ef74d957cad26", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36017, - "estimated_input_tokens": 9005, - "estimated_eval_tokens": 18266 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35160, + "estimated_input_tokens": 8790, + "estimated_eval_tokens": 17836 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: the items span unrelated tokenizer, model-loading, config, training, CI, and documentation bugs. All proposed soft edges look like false positives, so none should be merged.", - "confidence": 0.94, - "canonical_issue_reason": "No clear canonical issue; the set is heterogeneous and the soft edges do not point to one shared underlying bug.", + "summary": "This cluster is heterogeneous: the soft pairs mostly share a broad subsystem or version context, but the underlying bugs are different. I would not merge any of the proposed pairs as duplicates, and there is no clear canonical issue/PR for the whole set.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong global representative for this cluster because the reports cover many different code paths and regressions.", + "best_issue_reason": "No single issue is a good canonical representative here; the items span unrelated regressions across tokenizers, model loading, configs, deepspeed, and packaging, so selecting one would be misleading.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Missing import of one symbol vs broad import errors after upgrade; not the same bug." + "reason": "Both involve import failures after a version bump, but one is a specific missing `HybridCache` import while the other is broad import breakage after upgrading; different failure modes and likely different fixes." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "Model loading failure vs save_pretrained key serialization regression; different code paths." + "reason": "Video-classification processor lookup and remote-code model breakage are distinct issues; they only overlap at the level of recent-version regressions." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE marker handling vs unrelated placeholder issue; no shared bug." + "reason": "Tokenizer BPE-marker handling and a vague 'ADD THE DATA' issue are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3VL MoE model loading and Qwen3.5 visual encoder save_pretrained key serialization are different code paths (load vs save) and different bugs." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and have different failure modes." + "reason": "Both are tokenizer regressions, but they affect different model families and different symptoms (Deepseek tokenization vs Granite AutoTokenizer IDs)." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "MoE load-balancing loss bug vs Gemma4 mm_token_type_ids defaulting; unrelated." + "reason": "Load-balancing loss gating in MoE and Gemma 4 mm_token_type_ids defaults are unrelated model-training issues." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different config classes and errors: default-init bug vs missing attribute." + "reason": "Different configs and different defects: default multimodal sub-config initialization vs missing `pad_token_id` attribute." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Serialization inconsistency vs embedding-resize propagation; different functionality." + "reason": "One is inconsistent serialization of tied weights by device; the other is embedding resize not propagating to outputs. Related theme, but not the same bug." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different models and symptoms; only broadly both are loading issues." + "reason": "Model loading failures, but one is Qwen3VL MoE breakage and the other is a GLM-4.7-Flash unit-test load issue; too different to dedupe." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Pipeline processor selection bug vs device mismatch during forward; unrelated." + "reason": "Both mention model/pipeline regressions, but one is processor selection for video classification and the other is Gemma4 PLE device mismatch in forward." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Tokenizer special-token registration vs auxiliary-loss omission; unrelated." + "reason": "BigBird tokenizer special-token registration and D-FINE auxiliary-loss logic are unrelated." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "torch flex_attention compile failure vs missing TensorFlow backend package; unrelated." + "reason": "Compiled flex_attention on torch>=2.9 and TensorFlow backend detection when only tensorboard is installed are completely separate failures." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "No substantive overlap: placeholder issue vs FP8 inference failure on B200." + "reason": "A placeholder 'ADD THE DATA' issue is not comparable to an FP8 inference failure on B200." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error vs init_empty_weights TypeError; unrelated." + "reason": "Notebook syntax error and `init_empty_weights` TypeError due to `_is_hf_initialized` are unrelated." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Tokenizer loading preference vs regex patch crash; different loader paths." + "reason": "AutoTokenizer ignoring repository tokenizer.json and `_patch_mistral_regex` crashing on backend_tokenizer are different tokenizer-loading bugs." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "Tokenizer AttributeError vs D-FINE loss bug; unrelated." + "reason": "MLukeTokenizer AttributeError on tasks versus D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention failure for Ministral vs OCR index error in Kosmos2.5; unrelated." + "reason": "FlashAttention failure for Ministral and OCR index errors in Kosmos2.5 are different model-specific bugs." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring annotation bug vs Gemma4 processor import error; unrelated." + "reason": "Auto-docstring future-annotations crash and Gemma 4 processor loading import error are separate utilities/code-path issues." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized save failure vs dequantized load/offload failure; related area but different bugs." + "reason": "Quantized save_pretrained failure and dequantized model loading with device_map=auto/offload are different quantization-related paths." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Adafactor OOM vs DeepSpeed double optimizer step; different optimizer problems." + "reason": "Both mention deepspeed/optimizer behavior, but one is OOM with Adafactor and the other is optimizer.step being invoked twice; not the same bug." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex crash vs repo file listing missing revision forwarding; unrelated." + "reason": "Mistral tokenizer regex patch crash and list_repo_files missing `revision` forwarding are unrelated." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Stale auto_mappings references vs leftover dummy classes; different CI failures." + "reason": "Broken auto_mappings references to removed configs and leftover dummy classes in `dummy_pt_objects.py` are distinct repository-maintenance issues." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "processor.save_pretrained missing files vs slow filtering after upgrade; unrelated." + "reason": "processor.save_pretrained missing files and a Chinese report about post-upgrade filtering slowdown do not describe the same defect." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "MLA layernorm epsilon bug vs GlmMoeDsaIndexer split return issue; unrelated." + "reason": "MLA layernorm epsilon handling and GlmMoeDsaIndexer split return values are different GLM-related bugs." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Missing TensorFlow backend in torch install vs Python version compatibility regression; unrelated." + "reason": "TensorFlow backend missing under `pip install '.[torch]'` and Python 3.9/3.10 compatibility in Transformers 5.1.0 are separate packaging/runtime issues." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Different model regressions and different code paths; not the same bug." - }, - { - "left": "issue:43901", - "right": "issue:44246", - "accept": false, - "reason": "Docs mismatch vs import performance regression; unrelated." + "reason": "CamemBERT masked-LM regression and Deepseek tokenizer regression are both tokenizer/model-output problems, but on different models and code paths." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor save-pretrained file omission vs Gemma4 zero3 from_pretrained; different load/save paths." - }, - { - "left": "issue:44462", - "right": "issue:45081", - "accept": false, - "reason": "Both are tokenizer-related, but one ignores tokenizer.json and the other crashes while patching Mistral regex." - }, - { - "left": "issue:44779", - "right": "issue:45812", - "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and have different failure modes." + "reason": "Missing files in `processor.save_pretrained(...)` and Gemma-4 ZeRO3 `from_pretrained` are unrelated save/load issues." } ] }, @@ -12340,14 +12302,15 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ "issue:41628", "issue:42491", "issue:43299", + "issue:43441", "issue:43525", "issue:43526", "issue:43531", @@ -12359,6 +12322,7 @@ "issue:43784", "issue:43824", "issue:43881", + "issue:43901", "issue:43976", "issue:44016", "issue:44162", @@ -12369,10 +12333,10 @@ "issue:44297", "issue:44336", "issue:44373", - "issue:44451", "issue:44485", "issue:44496", "issue:44589", + "issue:44683", "issue:44871", "issue:45003", "issue:45103", @@ -12386,7 +12350,6 @@ "issue:45823", "issue:46291", "issue:46399", - "issue:46424", "issue:46614", "issue:46655", "issue:46665", @@ -12394,8 +12357,10 @@ "issue:46752" ], "soft_pairs": [ - "issue:45542|issue:45800", + "issue:43901|issue:44246", + "issue:43441|issue:44683", "issue:43723|issue:44162", + "issue:45542|issue:45800", "issue:43673|issue:43761", "issue:43824|issue:43976", "issue:43525|issue:43881", @@ -12420,68 +12385,78 @@ "issue:43540|issue:46752", "issue:44246|issue:44871", "issue:44295|issue:45397", - "issue:44336|issue:44485", - "issue:44451|issue:46752", - "issue:44336|issue:46424" + "issue:44336|issue:44485" ], - "prepared_review_unit_hash": "754709a988ba0c7f053dd6454a7b7da8e5c4f5640c2d58908079c16b77c83d53", + "prepared_review_unit_hash": "e59b6b5580b7e1ee5d60f28da575eca1c412ac4100002acbb9e486f3bb349c24", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35717, - "estimated_input_tokens": 8930, - "estimated_eval_tokens": 18116 + "serialized_chars": 36284, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are separate regressions, import errors, model-specific load failures, or unrelated tooling/doc issues. I would not merge any of the soft pairs as duplicates; the only reasonable anchor is the broad config-loading regression in issue 43643, but even that is not a true duplicate of the others.", - "confidence": 0.22, - "canonical_issue_reason": "Issue 43643 is the broadest and most central loading/config regression in the set, with a generic code path and clearer triage value than the highly model-specific reports.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers regressions and model-specific bugs. I found one plausible duplicate pair around `trust_remote_code=True` / missing config fields; the rest look distinct and should stay separate.", + "confidence": 0.49, + "canonical_issue_reason": "issue:43643 is the broadest/root report: it describes the generic `AutoConfig.from_pretrained(..., trust_remote_code=True)` missing-fields regression, which can subsume the more specific `Llama4Config.pad_token_id` failure.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43643 is the best representative issue because it targets a common upstream loading path and is more generally actionable than the other narrowly scoped bug reports.", + "best_issue_reason": "issue:43643 is the best representative because it states the underlying API regression in a general way and is more reusable for triage than the model-specific symptom in issue:43525.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45542", - "right": "issue:45800", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Different failure modes: TensorFlow backend handling vs a torch/transformers version incompatibility." + "reason": "Docs/behavior mismatch for text classification is unrelated to intermittent import slowness." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both mention attention kernels, but they are different failures with different triggers: Ministral FlashAttention vs compiled flex_attention on newer torch." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading regression and ESM2 model breakage are unrelated code paths." + "reason": "Different APIs and symptoms: tokenizer loading regression vs ESM2 model breakage." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "One is a TensorBoard/TF backend issue; the other is a torch/transformers version incompatibility." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache issue during chunked prefill is not the same bug as CLIP hidden-states being dropped." + "reason": "Chunked-prefill cache regression and CLIP hidden-states handling are separate code paths." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Missing Qwen2.5-VL import and Python-version support problems are different issues." + "reason": "Specific model import error vs Python-version compatibility problem; not the same bug." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure do not share the same root cause." + "reason": "Both are model loading failures, but they involve different models and different failure modes." }, { "left": "issue:44016", @@ -12493,146 +12468,137 @@ "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Kernel dependency version/revision validation and a missing decorator on rotary-pos-emb registration are different problems." + "reason": "Both touch kernels, but one is a pipelines import dependency issue and the other is a Qwen3.5 registration crash." }, { "left": "issue:43525", "right": "issue:43643", - "accept": false, - "reason": "Both are config-related, but one is a missing attribute on Llama4Config while the other is trust_remote_code returning incomplete AutoConfig fields." + "accept": true, + "reason": "Same underlying config-field regression: `trust_remote_code` returns an object missing expected fields, and `pad_token_id` on Llama4Config is a concrete manifestation of that bug." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are unrelated." + "reason": "Float8 storage lookup error is unrelated to a Qwen3.5 chat crash." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "torch.compile attention divergence is not the same as ANSI codes emitted by loading_report." + "reason": "Attention-kernel divergence and ANSI escape output are unrelated." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Video padding calculation in SmolVLM is unrelated to AutoProcessor's missing-vision-backend error." + "reason": "Different vision-processing failures: padding math vs missing vision backend/image-processor recognition." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "A terminal-color output bug and a docstring issue are not duplicates." + "reason": "Terminal coloring bug and docstring issue are not the same underlying problem." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "AutoImageProcessor import failure is not the same as Python 3.9/3.10 compatibility breakage." + "reason": "ImportError for AutoImageProcessor is unrelated to the Python version regression." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Load-balancing loss omission and unrecognized model/config loading are different code paths." + "reason": "Import latency and unrecognized-model loading failure are separate issues." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "sentence-transformers import NameError and undefined tf backend initialization are unrelated." + "reason": "Different undefined-backend/import problems in different packages." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save metadata mismatch is different from Gemma4 zero3 from_pretrained loading." + "reason": "Tokenizer config serialization mismatch is unrelated to Gemma-4 zero3 loading." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "A pytest-xdist file race and a stale generation warning are not the same bug." + "reason": "A pytest-xdist file race is unrelated to a stale generation warning." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Stale phonemizer backend state and from_pretrained behavior inside Python classes are unrelated." + "reason": "Stale phonemizer language caching and from_pretrained behavior inside Python classes are different bugs." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "auto_docstring annotation handling and Qwen3.5 kernel registration are different subsystems and failures." + "reason": "auto_docstring annotation parsing crash is unrelated to the Qwen3.5 kernels registration failure." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction and modeling_utils sys.modules access are unrelated." + "reason": "BeitImageProcessorFast label reduction and sys.modules access in modeling_utils do not share the same bug." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Missing load-balancing loss and missing auxiliary losses are similar at a high level but not the same concrete bug." + "reason": "Both are missing-loss complaints, but they affect different models and different loss mechanisms." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3 MoE, but they describe different loading failures and model variants, so they are not safe duplicates." + "reason": "Both involve Qwen3 MoE models on v5, but one is LoRA compatibility and the other is base model loading; not enough evidence for the same concrete bug." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crashes are different issues." + "reason": "Sliding-window handling and Qwen3.5 chat crashes are separate failures." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Video-input processing failure in Qwen3OmniMoe is unrelated to empty chat-template input handling." + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to empty-list chat template handling." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import performance and Gemma-3 eos_token_id configuration are unrelated." + "reason": "Import slowness and eos_token_id configuration inconsistency are unrelated." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "position_ids buffer access and Gemma4 zero3 loading are different failure modes." + "reason": "Position_ids buffer access and Gemma-4 zero3 loading are different issues." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI output formatting and GLM-5 RoPE implementation are unrelated." - }, - { - "left": "issue:44451", - "right": "issue:46752", - "accept": false, - "reason": "A specific model loading failure and empty list handling in apply_chat_template are not duplicates." - }, - { - "left": "issue:44336", - "right": "issue:46424", - "accept": false, - "reason": "Loading-report terminal coloring and cache length semantics are unrelated." + "reason": "ANSI output cleanup and GLM-5 RoPE implementation are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The lone accepted pair, issue:43525 vs issue:43643, is a reasonable plausible duplicate based on the titles (specific missing `pad_token_id` symptom vs generic `trust_remote_code=True` missing-fields regression). The rest of the soft-edge rejections are appropriately cautious and not overstated." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12644,8 +12610,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -12662,18 +12628,18 @@ "issue:43596", "issue:43673", "issue:43901", - "issue:44038", "issue:44162", "issue:44220", "issue:44242", "issue:44246", "issue:44295", + "issue:44336", "issue:44351", + "issue:44451", "issue:44466", "issue:44479", "issue:44496", "issue:44561", - "issue:44623", "issue:44734", "issue:44749", "issue:44779", @@ -12696,15 +12662,17 @@ "issue:46424", "issue:46506", "issue:46655", - "issue:46726" + "issue:46752" ], "soft_pairs": [ + "issue:44451|issue:46752", + "issue:44336|issue:46424", "issue:42886|issue:46132", "issue:43550|issue:46506", - "issue:41950|issue:44220", "issue:44779|issue:45292", - "issue:43901|issue:45003", + "issue:41950|issue:44220", "issue:36246|issue:42757", + "issue:43901|issue:45003", "issue:36246|issue:44351", "issue:43257|issue:45137", "issue:45003|issue:45561", @@ -12714,230 +12682,234 @@ "issue:43673|issue:44561", "issue:44162|issue:45200", "issue:44242|issue:44857", - "issue:45859|issue:46399", "issue:43262|issue:44246", "issue:45375|issue:45759", + "issue:45859|issue:46399", "issue:44479|issue:46655", "issue:43475|issue:46369", "issue:44295|issue:44749", - "issue:45137|issue:45600", "issue:36246|issue:43596", + "issue:45137|issue:45600", "issue:44877|issue:45375", + "issue:45292|issue:45584", "issue:43295|issue:45292", "issue:44561|issue:46399", - "issue:45292|issue:45584", - "issue:44466|issue:45335", - "issue:44623|issue:46726", - "issue:44038|issue:46506" + "issue:44466|issue:45335" ], - "prepared_review_unit_hash": "0278dd12ce2a4290d2bc340cf3c7bc5b2efe881b8d0d72c15be4fc5c0d750c7f", + "prepared_review_unit_hash": "b1cc90b7d59c5edcfee4157678064b3d729b3e817b6d6c02ad95f0f7dbeb46e1", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36713, - "estimated_input_tokens": 9179, - "estimated_eval_tokens": 18614 + "serialized_chars": 36740, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose topical grouping of unrelated issues: import/load failures, cache/processor regressions, DeepSpeed problems, and several model-specific video/text bugs. The soft pairs are similar in wording or subsystem, but they do not look like the same underlying defect.", - "confidence": 0.85, - "canonical_issue_reason": "issue:44479 is the cleanest concrete regression in the set: it names the affected Qwen VL families, version, and symptom, and is more actionable than the broader or more ambiguous reports.", + "summary": "Mostly a heterogeneous set of unrelated bugs/regressions. A few loose multimodal/video and import/export themes appear, but the soft pairs do not look like true duplicates under a strict triage standard.", + "confidence": 0.66, + "canonical_issue_reason": "issue:44479 is the clearest broad regression report in the set: it names a concrete version break, a concrete subsystem (video input processing), and multiple affected Qwen variants, making it the best representative issue among otherwise scattered reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best representative issue because it is a well-scoped, user-facing bug report with a clear failure mode and model/version context.", + "best_issue_reason": "issue:44479 is the most actionable and representative issue here; it is specific enough to anchor a cluster around video-input regressions, even though the rest of the items do not collapse cleanly into the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Different failure modes: model loading for ScandiBERT versus apply_chat_template on an empty list." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "ANSI/output formatting in loading_report is unrelated to cache max-length behavior." + }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline tokenizer cache loading failure and AttentionInterface.register behavior change are different code paths and symptoms." + "reason": "Offline tokenizer cache loading and AttentionInterface registration semantics are separate problems." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile/SDPA crash in Bamba is unrelated to CPU-vs-CUDA output differences in PPDocLayoutV3." - }, - { - "left": "issue:41950", - "right": "issue:44220", - "accept": false, - "reason": "Video-classification pipeline image-processor lookup and _torch_extract_fbank_features are separate bugs in different subsystems." + "reason": "torch.compile/SDPA crash in Bamba is unrelated to CPU-vs-CUDA result drift in PPDocLayoutV3." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Deepseek tokenizer corruption and resize_token_embeddings not updating output embeddings are different failures." + "reason": "Tokenizer regression and resize_token_embeddings propagation bug are different code paths." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "A docs/behavior mismatch for return_all_scores is not the same as unsafe sys.modules access in modeling_utils." + "reason": "video-classification processor lookup and fbank feature extraction are distinct pipeline bugs." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different loading paths." + "reason": "Missing Qwen2_5_VLImageProcessor import and missing is_offline_mode import are unrelated import errors." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores does not match unsafe sys.modules access in modeling_utils." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Different missing imports: Qwen2_5_VLImageProcessor versus HybridCache." + "reason": "Different missing symbols in different areas of transformers; not the same underlying bug." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is unrelated to a ZeRO3 empty-deque IndexError." + "reason": "Qwen3 MOE weight conversion and DeepSpeed ZeRO3 deque/index errors are unrelated." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "modeling_utils sys.modules access and xdist race on captured_info.txt are unrelated bugs." + "reason": "Unsafe sys.modules access and pytest-xdist file race are separate issues." }, { "left": "issue:44734", "right": "issue:46424", "accept": false, - "reason": "Serve KV-cache continuation indexing and cache max_length behavior are distinct cache issues with different fixes." + "reason": "KV-cache continuation tensor indexing and max_cache_length semantics are different cache bugs." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/config loading and unsafe sys.modules access are different root causes." + "reason": "Unrecognized model config loading and sys.modules access are unrelated." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Both involve video inputs, but they are different model families and different processor bugs." + "reason": "Both involve video input, but the affected models and failure mechanisms differ too much to treat as one bug." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Missing GenerationMixin cache in chunked_prefill and removal of is_torch_fx_available break different features." + "reason": "Chunked-prefill cache behavior and removal of is_torch_fx_available are unrelated." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 failure and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific bugs." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are separate model-specific bugs." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Missing load-balancing loss and an AMP/CUDA crash in LwDetrImageLoss are different defects." - }, - { - "left": "issue:45859", - "right": "issue:46399", - "accept": false, - "reason": "Both target Qwen3.5 MOE, but CPU-offload incompatibility and missing decorator registration are different concrete problems." + "reason": "Router-logit loss omission and AMP/CUDA crash in LwDetrImageLoss are different issues." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio sampling-rate defaulting and slow import time do not share the same underlying bug." + "reason": "Audio chat-template sampling-rate default and import-time slowness are unrelated." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Missing config field in Qwen3.5MoeVisionConfig and text_config unwrapping in AutoModelForCausalLM are separate composite-config issues." + "reason": "Both touch Qwen multimodal config handling, but one is a missing field and the other is text_config unwrapping; not the same bug." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU offload incompatibility and missing-decorator registration failure are separate Qwen3.5 issues." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both are video-related regressions, but they affect different models and stem from different processor logic." + "reason": "Both are video regressions, but the titles point to different model families and different concrete defects; not safe to merge." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "SAM 3 Video missing attribute and sam3-litetext memory overflow are not the same bug." + "reason": "SAM3VisionEncoderOutput attribute absence and sam3-litetext memory overflow are unrelated." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Buffer access IndexError and performance slowdown after upgrade are unrelated." - }, - { - "left": "issue:45137", - "right": "issue:45600", - "accept": false, - "reason": "DeepSpeed ZeRO3 deque failure and stale auto_mappings config references are different issues." - }, - { - "left": "issue:36246", - "right": "issue:43596", - "accept": false, - "reason": "Qwen2_5_VLImageProcessor import failure and BertModel ZeRO3 IndexError are unrelated." + "reason": "Position_ids buffer access error and a broad slowdown report after upgrade are not the same bug." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "Strict granite_speech config loading and missing deepstack_visual_indexes are both config issues, but for different models and fields." + "reason": "Embedding resize propagation and Whisper empty-transcription failure after align_special_tokens are unrelated." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Processor.tokenizer/image handling regression and resize_token_embeddings not updating output_embeddings are different API regressions." + "reason": "processor.tokenizer/image-handling regression is different from resize_token_embeddings not updating output embeddings." }, { "left": "issue:44561", "right": "issue:46399", "accept": false, - "reason": "Broken trust_remote_code from removed is_torch_fx_available is unrelated to the Qwen3.5 decorator problem." + "reason": "Removal of is_torch_fx_available and apply_rotary_pos_emb registration issues are unrelated." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "Embedding resize behavior and Whisper empty-transcription generation are unrelated." + "reason": "Device-dependent lm_head serialization and decoder.embed_tokens resize propagation are separate bugs." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Both concern serialization/resizing of embeddings, but they describe different model components and failure modes." + "reason": "Strict granite_speech config loading and missing deepstack_visual_indexes in Qwen config are unrelated config issues." }, { - "left": "issue:44623", - "right": "issue:46726", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Missing save_pretrained files and unrecognized image processor on AutoProcessor load are different processor-path bugs." + "reason": "ZeRO3 deque errors and auto_mappings references to removed Sam3LiteText configs do not match." }, { - "left": "issue:44038", - "right": "issue:46506", + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2_5_VL import error and DeepSpeed/BertModel index error are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "Qwen3-VL-Moe version bug and CPU/CUDA divergence in PPDocLayoutV3 are unrelated." + "reason": "Position_ids buffer access error and upgrade slowdown report are not the same underlying defect." } ] }, @@ -12956,8 +12928,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -12973,12 +12945,11 @@ "issue:43723", "issue:43906", "issue:43931", - "issue:43994", + "issue:44038", "issue:44060", "issue:44077", "issue:44162", "issue:44188", - "issue:44297", "issue:44361", "issue:44368", "issue:44479", @@ -13007,10 +12978,13 @@ "issue:46202", "issue:46421", "issue:46431", + "issue:46506", "issue:46710", "issue:46726" ], "soft_pairs": [ + "issue:44623|issue:46726", + "issue:44038|issue:46506", "issue:29870|issue:30333", "issue:44479|issue:46170", "issue:44987|issue:45459", @@ -13025,224 +12999,222 @@ "issue:42886|issue:45229", "issue:45397|issue:45656", "issue:43065|issue:43408", - "issue:44368|issue:45563", - "issue:44995|issue:45588", "issue:43931|issue:44368", + "issue:44995|issue:45588", + "issue:44368|issue:45563", "issue:43723|issue:46710", "issue:45987|issue:46082", "issue:44188|issue:46202", - "issue:43906|issue:46202", "issue:44483|issue:46202", - "issue:44188|issue:46421", + "issue:43906|issue:46202", "issue:45685|issue:46431", + "issue:44188|issue:46421", "issue:45584|issue:46170", "issue:43065|issue:46123", - "issue:44361|issue:44749", - "issue:44297|issue:44623", - "issue:43994|issue:46726" + "issue:44361|issue:44749" ], - "prepared_review_unit_hash": "b79c8ff4355596e2069f79c15fb1469b3a65f8d0480ce0af49405c2a593684f3", + "prepared_review_unit_hash": "d9e0f4512806a10d6d5e70ad7699a8197804e8e5a7d6850a7a17656ad8de32a1", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36481, - "estimated_input_tokens": 9121, - "estimated_eval_tokens": 18498 + "serialized_chars": 36378, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items span unrelated tokenizer, generation, config, vision, memory, and infrastructure problems. None of the soft-edge pairs look like the same underlying bug or change, so all should be rejected.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue is appropriate here because the issues are not duplicates of one another; they describe distinct bugs and regressions across different models, APIs, and subsystems.", - "canonical_pr_reason": "No pull requests were provided in this cluster.", - "best_issue_reason": "No single issue is a good representative for the cluster, since there is no shared underlying defect tying these reports together.", + "summary": "The soft-paired items are mostly unrelated regressions across different models/subsystems, so there are no clear duplicate merges here. I\u2019d use a broad, well-scoped regression report as the issue representative, but none of the pairs should be accepted.", + "confidence": 0.38, + "canonical_issue_reason": "Issue 44479 is the strongest standalone report here: it describes a concrete version-specific video regression, has broad impact across multiple Qwen model variants, and is more actionable than the narrower or unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the best issue candidate because it is specific, reproducible, and clearly tied to a user-visible regression with multiple affected models.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Different failures: missing saved processor files vs missing vision backend / unrecognized image processor. Not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Different model-specific bug vs CPU/CUDA output divergence. Same broad area, but not the same underlying defect." + }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "Bart generate() UnboundLocalError and MLflow job-status reporting are unrelated failures." + "reason": "Completely unrelated: BART generate() error vs MLflow job-status reporting." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Video input regression in Qwen/VL models is unrelated to Windows ROCm import/dependency errors." + "reason": "Video-input regression in Qwen models vs Windows/ROCm import dependency failure. Distinct code paths and symptoms." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "A model-loading failure for physical-intelligence/fast is not the same as protobuf masking tokenizer errors." + "reason": "Tokenizer load failure for a model/package vs protobuf-related error masking. Different root causes." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "NemotronHForCausalLM not supporting Flash Attention 2.0 is not the same as a generic Flash Attention 2.0 issue." + "reason": "One is a specific model not supporting Flash Attention 2.0; the other is a general Flash Attention issue, not the same bug." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory release and MaskGenerationPipeline batch handling are different code paths and bugs." + "reason": "RT-DETR memory leak and MaskGenerationPipeline batch-finalization bug are unrelated." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "A Qwen3-Next tied-weights warning and patchtsmixer post_init validation are unrelated model/config issues." + "reason": "Tied-weights warning in Qwen3-Next vs patchtsmixer post_init policy; no shared defect." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "A tie_word_embeddings warning during LoRA fine-tuning is not the same as a flash-attention generation bug." + "reason": "Weight-tying warning during fine-tuning vs flash-attention generation failure. Same model family, different problems." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are distinct tokenizer/model issues." + "reason": "BigBirdTokenizer special-token decode bug vs ESM2 breakage; different components and failures." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to a Windows ROCm torch.distributed import failure." + "reason": "Strict config loading vs Windows/ROCm torch.distributed import issue. Not the same underlying issue." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa stale cache crash and Gemma4 mm_token_type_ids defaulting are different defects." + "reason": "Second-forward-pass cache/indexer crash vs Gemma4 mm_token_type_ids requirement. Different failure modes." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Missing fpn_position_embeddings in SAM 3 video and Qwen3OmniMoe video ValueError are separate model implementation problems." + "reason": "SAM 3 Video missing attribute vs Qwen3OmniMoe video-input ValueError. Different models and error causes." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated." + "reason": "Offline tokenizer cache loading vs multi-GPU CUDA OOM. Not duplicates." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma-4 zero3 from_pretrained and a deepspeed double optimizer step are different training/runtime bugs." + "reason": "Gemma-4 zero3 from_pretrained loading issue vs Deepspeed double optimizer-step bug. Distinct problems." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and sam3_video/sam3_tracker type mismatch are separate SAM 3 issues." + "reason": "Dummy Conv2d in Sam3PixelDecoder vs model-type mismatch warning for sam3_video/sam3_tracker. Related naming, but not same bug." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "A tie_word_embeddings warning and a stale num_return_sequences warning in paged generate() are not the same bug." + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 tie_word_embeddings warning. Unrelated." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "GlmMoeDsa cache corruption and flash_attention.py failing on s_aux=None are different failures in different subsystems." + "reason": "Indexer-cache crash vs flash_attention.py s_aux=None AttributeError. Different code paths." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is unrelated to Qwen3.5 tie_word_embeddings warnings." + "reason": "Embedding-tying warning vs stale num_return_sequences warning in paged generate. Not the same defect." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "Tokenizer loading in v5 and DeepSeek-R1 accuracy regression are not the same underlying problem." + "reason": "Tokenizer loading issue in v5 vs model accuracy regression after upgrade. Different symptoms and likely causes." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache return-type contract and LlamaConfig head_dim validation are unrelated API/config issues." + "reason": "Cache sequence-length return type bug vs LlamaConfig head_dim validation. Distinct issues." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip tokenization failure." + "reason": "Attention-kernel divergence under torch.compile vs Gemma pipeline roundtrip failure on \u2581. No shared code-path bug." }, { - "left": "issue:43906", + "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "An isolated reproduction of another issue and a Gemma pipeline roundtrip failure are not duplicates." + "reason": "Chat-completions API request rejection vs Gemma pipeline roundtrip failure. Different surfaces." }, { - "left": "issue:44483", + "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "chat/completions request rejection in v5.3 and Gemma roundtrip token handling are different problems." + "reason": "Isolated reproduction of another issue vs Gemma roundtrip bug; not enough to treat as the same underlying problem." }, { - "left": "issue:44188", - "right": "issue:46421", + "left": "issue:45685", + "right": "issue:46431", "accept": false, - "reason": "Attention-kernel divergence and cache lazy-init recompilation are different performance/correctness bugs." + "reason": "MPS histogram op failure vs missing chat template error. Unrelated." }, { - "left": "issue:45685", - "right": "issue:46431", + "left": "issue:44188", + "right": "issue:46421", "accept": false, - "reason": "MPS histogram support for Int and apply_chat_template missing chat template are unrelated errors." + "reason": "torch.compile attention-kernel divergence vs chunked-prefill recompilation regression. Different mechanisms." }, { "left": "issue:45584", "right": "issue:46170", "accept": false, - "reason": "Whisper empty transcription handling and Windows ROCm import issues have no common code path." + "reason": "Whisper empty-transcription failure vs Windows/ROCm import dependency issue. Different subsystems." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM 3 Conv2d placeholder and MaskGenerationPipeline partial-batch dropping are unrelated." + "reason": "SAM3 pixel-decoder placeholder conv vs MaskGenerationPipeline batch handling. Unrelated." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer task AttributeError and a Transformers upgrade slowdown are not the same issue." - }, - { - "left": "issue:44297", - "right": "issue:44623", - "accept": false, - "reason": "tokenizer.save_pretrained class metadata mismatch and processor.save_pretrained missing files are different serialization bugs." - }, - { - "left": "issue:43994", - "right": "issue:46726", - "accept": false, - "reason": "SigLIP2 nonsensical outputs and AutoProcessor missing-vision-backend handling are distinct vision-model issues." + "reason": "MLLukeTokenizer AttributeError vs slowdown after upgrading Transformers. Different bug classes, not duplicates." } ] }, @@ -13285,10 +13257,11 @@ "issue:43784", "issue:43873", "issue:43986", + "issue:43994", "issue:44038", "issue:44162", "issue:44188", - "issue:44351", + "issue:44297", "issue:44623", "issue:44749", "issue:44869", @@ -13307,7 +13280,6 @@ "issue:45406", "issue:45478", "issue:45656", - "issue:45753", "issue:46132", "issue:46202", "issue:46326", @@ -13316,10 +13288,12 @@ "issue:46752" ], "soft_pairs": [ + "issue:44297|issue:44623", + "issue:43994|issue:46726", "issue:43646|issue:44162", "issue:44749|issue:45656", - "issue:43701|issue:44749", "issue:44871|issue:46132", + "issue:43701|issue:44749", "issue:42994|issue:43482", "issue:44623|issue:45656", "issue:43441|issue:46752", @@ -13328,235 +13302,239 @@ "issue:45375|issue:45478", "issue:28282|issue:30990", "issue:44964|issue:45137", - "issue:43986|issue:46726", "issue:41628|issue:44933", + "issue:43986|issue:46726", "issue:45310|issue:45375", "issue:44869|issue:45356", "issue:42994|issue:43525", "issue:44038|issue:44623", - "issue:45230|issue:45397", "issue:39692|issue:46726", + "issue:45230|issue:45397", "issue:43723|issue:46326", "issue:43475|issue:45381", "issue:42371|issue:45092", "issue:43784|issue:46399", "issue:43232|issue:44188", "issue:43873|issue:44945", - "issue:45406|issue:46202", - "issue:44945|issue:45753", - "issue:41628|issue:44351" + "issue:45406|issue:46202" ], - "prepared_review_unit_hash": "4513848cce2fccb68e7b7bc0ba0cdf0d731d70e376f566a01b0759fc8128abfd", + "prepared_review_unit_hash": "1093cf511b4b70c6a3e60ba16f047806e3a22c1ccbf3eb4f4bb3a6fbbff81315", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36075, - "estimated_input_tokens": 9019, - "estimated_eval_tokens": 18294 + "serialized_chars": 36167, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are superficially similar but refer to different underlying bugs. The only strong duplicate-like match is the AutoProcessor/vision-backend missing-dependency crash between issue:43986 and issue:46726.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43986 is the better canonical issue because it states the broader AutoProcessor crash pattern more generally and was reported earlier, making it a better umbrella for the duplicate pair.", + "summary": "Most pairs are adjacent but not duplicates: they share a subsystem or API surface, yet the concrete failure differs. The only strong mergeable match is the Qwen3.5-MoE loading/config pair, where the specific missing config field plausibly explains the generic from_pretrained failure.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45310 is the broadest, clearest user-facing report of the Qwen3.5-MoE loading failure, so it works best as the canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43986 is the strongest issue anchor overall because it captures the shared AutoProcessor failure in the broadest, most reusable wording for the duplicate pair.", + "best_issue_reason": "issue:45310 is the best representative issue for the accepted duplicate pair because it describes the end-user from_pretrained failure that the more specific config-field report appears to cause.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both concern save_pretrained behavior, but one is tokenizer_class metadata mismatch and the other is missing processor files; different bugs." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Both involve Auto* vision loading, but one reports bad outputs from SigLIP2 and the other is a missing-backend error path." + }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is a generic custom-model-init breakage and the other is an ESM2-specific failure; different code paths and fixes." + "reason": "Generic custom/remote-code loading problems, but the concrete failures differ: missing fields in AutoConfig vs broken ESM2 behavior." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "A filtering slowdown is unrelated to DeepSpeed causing optimizer.step to run twice." + "reason": "Different regressions: a performance slowdown after upgrade versus optimizer.step being called twice under deepspeed." }, { - "left": "issue:43701", - "right": "issue:44749", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "Checkpoint resume key mismatch is not the same bug as a data filtering slowdown." + "reason": "Both touch config/behavior, but Gemma eos_token_id mismatch is unrelated to AttentionInterface.register semantics." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:43701", + "right": "issue:44749", "accept": false, - "reason": "EOS token config inconsistency is unrelated to AttentionInterface.register changing registered-function behavior." + "reason": "Checkpoint resume key mismatch is not the same bug as a tokenizer/data throughput slowdown." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and GGUF loading failure are different operations with different fixes." + "reason": "Saving a quantized model and loading Qwen2.5-GGUF are different code paths and different failures." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Missing files in processor.save_pretrained is unrelated to a DeepSpeed optimizer-step double-call." + "reason": "Processor save_pretrained file generation is unrelated to deepspeed optimizer stepping." }, { "left": "issue:43441", "right": "issue:46752", "accept": false, - "reason": "FlashAttention failure for Ministral-3 is a different path from apply_chat_template crashing on an empty list." + "reason": "Different areas entirely: FlashAttention failure for Ministral-3 versus empty-list chat template handling." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both touch generation internals, but sync_gpus keyword handling and chunked_prefill cache absence are distinct failures." + "reason": "Both are generation-related v5 issues, but one is sync_gpus/_update_model_kwargs and the other is chunked_prefill cache handling." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM 3 missing an output attribute is not the same as trust_remote_code dropping fields from AutoConfig results." + "reason": "SAM3 video output attribute error is unrelated to AutoConfig missing fields under trust_remote_code." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Same model family, but one is a strict/config-field omission and the other is a from_pretrained error; too little evidence of one underlying bug." + "reason": "Same model family, but one is a specific config field omission and the other is only a generic from_pretrained error report." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "ImportError for missing PyTorch and Sentence Transformers loading hang are unrelated." + "reason": "ImportError for missing PyTorch is unrelated to Sentence Transformers getting stuck loading." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "Different failures: model load incompatibility versus DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but AutoImageProcessor missing from transformers is not the same as a bad import from image_utils." }, { "left": "issue:43986", "right": "issue:46726", - "accept": true, - "reason": "Both describe the same underlying AutoProcessor failure when a required vision backend is missing; one is the specific video-model/torchvision case and the other is the generic error-message variant." + "accept": false, + "reason": "Both mention missing vision backends, but one is a video-model AutoProcessor crash and the other is an unrecognized image processor error." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:39692", + "right": "issue:46726", "accept": false, - "reason": "Different missing-import symbols and different import locations; not clearly the same bug." + "reason": "Documentation/example errors for SigLIP2 are not the same as runtime backend-missing processor errors." }, { "left": "issue:45310", "right": "issue:45375", - "accept": false, - "reason": "Both involve Qwen3.5 Moe, but one is a from_pretrained error and the other is a missing config field silently dropped; likely separate issues." + "accept": true, + "reason": "Same Qwen3.5-MoE loading/config path; the specific missing Qwen3_5MoeVisionConfig field plausibly causes the broader from_pretrained failure." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decoding crash and Kimi tokenizer codec regression are different tokenizer problems." + "reason": "Both are tokenizer/decoder regressions, but they affect different models and different text-processing logic." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving and Llama4Config missing pad_token_id are unrelated." + "reason": "Quantized model saving failure is unrelated to Llama4Config missing pad_token_id." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe loading and processor.save_pretrained file omission are different code paths." + "reason": "Qwen3-VL-Moe upgrade bug and processor save_pretrained missing files are different issues." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:39692", + "right": "issue:46726", "accept": false, - "reason": "A placeholder bug report does not establish the same problem as Gemma-4 zero3 from_pretrained." + "reason": "A broken documentation example is not the same underlying bug as missing-vision-backend handling in AutoProcessor." }, { - "left": "issue:39692", - "right": "issue:46726", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Documentation/example errors for SigLIP2 are not the same as missing-vision-backend processor loading behavior." + "reason": "Generic bug report provides no concrete overlap with gemma-4 ZeRO3 from_pretrained failure." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "AutoTokenizer loading in v5 and continue_final_message for mistral_common tokenizers are separate tokenizer bugs." + "reason": "Tokenizer loading in v5 and continue_final_message for mistral_common tokenizers are different behaviors and code paths." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "Both are video/vision-related, but one is a missing attribute in SAM 3 and the other is wrong vision_position_ids in Qwen2.5-VL." + "reason": "Different video-model bugs: missing fpn_position_embeddings versus wrong vision_position_ids." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 settings guidance and remote-code checkpoint meta-initialization incompatibility are unrelated." + "reason": "TF32 settings and InternVL2 meta-initialization incompatibility are unrelated." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Import-time NameError in sentence-transformers is unrelated to Qwen3.5 kernel registration failure." + "reason": "Import-time NameError in sentence-transformers is unrelated to the Qwen3.5 kernel registration failure." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Generation kwargs update after sync_gpus and attention-kernel divergence under torch.compile are different regressions." + "reason": "Both involve generation/attention internals, but one is a generation kwargs update issue and the other is a torch.compile attention-kernel divergence." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading behavior and pipeline-parallelism output correctness are distinct problems." + "reason": "Quantization offloading and incorrect pipeline-parallel outputs are separate problems." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip failure are not the same bug." - }, - { - "left": "issue:44945", - "right": "issue:45753", - "accept": false, - "reason": "Pipeline parallelism incorrect output and Qwen3_5 infinite loop on a specific image are unrelated symptoms." - }, - { - "left": "issue:41628", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors from transformers, but they concern different symbols and likely different missing exports." + "reason": "Gemma4Processor missing _tokenizer during serve is not the same as Gemma pipeline roundtrip failure on \u2581." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The pair-level judgment for issue:43986 vs issue:46726 is conservative and grounded, but the canonical-issue rationale overstates the evidence: issue:43986 does not clearly have \"more discussion/inbound context\" than issue:46726 (46726 has more inbound references, while 43986 has more discussion activity). If you want 43986 as canonical, justify it by its broader wording / earlier report instead of a comparative context claim. The rest of the summary looks fine." + "accept": true, + "feedback": "The summary stays grounded in the packet and the soft-edge verdicts are appropriately cautious. The only accepted duplicate pair, issue:45310 and issue:45375, is plausibly the same Qwen3.5-MoE loading/config bug, and the canonical choice is conservative. No soft-edge rejection appears overstated." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -13569,8 +13547,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -13581,7 +13559,6 @@ "issue:36010", "issue:41628", "issue:42175", - "issue:42222", "issue:42673", "issue:42831", "issue:42898", @@ -13597,24 +13574,24 @@ "issue:43976", "issue:44016", "issue:44038", - "issue:44079", "issue:44222", "issue:44242", + "issue:44351", "issue:44496", "issue:44568", "issue:44623", - "issue:44779", "issue:44792", "issue:44869", "issue:44933", + "issue:44945", "issue:45081", "issue:45103", "issue:45137", - "issue:45200", "issue:45310", "issue:45561", "issue:45600", "issue:45712", + "issue:45753", "issue:45812", "issue:46077", "issue:46123", @@ -13624,11 +13601,13 @@ "issue:46701" ], "soft_pairs": [ + "issue:44945|issue:45753", + "issue:41628|issue:44351", "issue:42994|issue:43824", "issue:45081|issue:45103", "issue:42673|issue:43704", - "issue:46202|issue:46701", "issue:43278|issue:45137", + "issue:46202|issue:46701", "issue:44038|issue:45310", "issue:36010|issue:41628", "issue:44222|issue:45310", @@ -13636,12 +13615,12 @@ "issue:43232|issue:44792", "issue:30333|issue:33290", "issue:43504|issue:45561", - "issue:44496|issue:45561", "issue:42175|issue:44933", + "issue:44496|issue:45561", "issue:45561|issue:45600", "issue:43976|issue:44933", - "issue:30990|issue:35141", "issue:42175|issue:45712", + "issue:30990|issue:35141", "issue:42898|issue:44568", "issue:43377|issue:44242", "issue:46077|issue:46123", @@ -13650,219 +13629,216 @@ "issue:42673|issue:46693", "issue:44016|issue:46231", "issue:42898|issue:45812", - "issue:43723|issue:44568", - "issue:42222|issue:45200", - "issue:42898|issue:44779", - "issue:43479|issue:44079" + "issue:43723|issue:44568" ], - "prepared_review_unit_hash": "58620e0f520aa13cc52473d2ca24b8952e3a67356f15e69a3bfdb4edbbc16fc7", + "prepared_review_unit_hash": "b24fc0f89bcccb4f3ea6dd1bd1a73021565293c15321fb2bbf14a5dcfe595f69", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36673, - "estimated_input_tokens": 9169, - "estimated_eval_tokens": 18594 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35746, + "estimated_input_tokens": 8937, + "estimated_eval_tokens": 18130 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "One clear duplicate pair appears: the two Qwen3ForCausalLM VRAM-leak reports. The rest are similar only at a broad theme level (imports, tokenizers, saving/loading, or model-specific regressions) and should stay separate.", - "confidence": 0.92, - "canonical_issue_reason": "issue:42673 is the stronger canonical issue: it is the earlier, fuller report of the exact same Qwen3ForCausalLM multi-dataloader-thread VRAM leak, with more discussion and inbound references than the later duplicate.", + "summary": "This cluster is mostly a set of unrelated transformers issues with one clear duplicate pair: the repeated Qwen3ForCausalLM VRAM leak report. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the stronger canonical issue: it has the fuller report, much more discussion, and issue:43704 is effectively the same VRAM-leak bug with the same title.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best representative issue in this cluster because it is the clearest confirmed duplicate target and the most fully developed report.", + "best_issue_reason": "issue:42673 is the best representative issue in this set because it is the clearest true duplicate target and provides the most complete description of the concrete bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Different failures: pipeline-parallelism output corruption vs a Qwen3_5 image-specific infinite loop." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different fixes; not the same underlying bug." + }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Different failures: quantized model saving vs a specific missing import for Qwen2_5_VLForConditionalGeneration. Same general release-era breakage, but not the same bug." + "reason": "Quantized model saving failure and a missing Qwen2_5_VLForConditionalGeneration import are unrelated." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Both are AttributeError crashes, but they occur in different subsystems and code paths: Mistral tokenizer regex patching vs auto-docstring processing under future annotations." + "reason": "Tokenizer regex crash and auto_docstring annotation handling are unrelated code paths." }, { "left": "issue:42673", "right": "issue:43704", - "accept": true, - "reason": "Same exact title and same underlying bug report: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." - }, - { - "left": "issue:46202", - "right": "issue:46701", - "accept": false, - "reason": "Both mention Gemma-related generation/pipeline behavior, but one is a tokenizer roundtrip issue and the other is an image-text-to-text pipeline failure." + "accept": true, + "reason": "Same title, same Qwen3ForCausalLM multithreaded dataloader VRAM leak, clearly the same bug." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Completely different problems: dtype drift during evaluation vs a DeepSpeed ZeRO3 deque IndexError." + "reason": "Embedding dtype drift during evaluate and DeepSpeed ZeRO3 deque underflow are different bugs." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both mention Gemma, but one is a token roundtrip failure and the other is an image-text pipeline failure." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both involve Qwen3 MoE models, but the concrete failures and affected versions differ; not the same code-path problem." + "reason": "Both involve Qwen MoE models, but they describe different model/version loading problems." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are import errors from transformers, but they concern different symbols and likely different export/regression paths." + "reason": "Separate missing-import regressions for different public APIs; not one concrete bug." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "One is FP8 save_pretrained behavior for MoE models; the other is a from_pretrained import/load error. Related area, different bug." + "reason": "Saving FP8 MoE models and loading Qwen3.5 MoE from_pretrained are different operations and failure modes." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FineGrainedFP8 accuracy regression is not the same as FP8 save_pretrained failure; different symptoms and code paths." + "reason": "Accuracy regression in FineGrainedFP8 is not the same as FP8 save_pretrained failure." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation-kwargs sync logic and a janus image-generation test failure are unrelated concrete issues." + "reason": "Generation kwargs handling and a janus image-generation test failure are unrelated." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to an AdaFactor/DeepSpeed OOM." + "reason": "MLflow reporting on failed jobs and DeepSpeed OOM with Adafactor are unrelated issues." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Pretrained model loading with a legacy field has nothing to do with the xdist captured_info.txt race." + "reason": "Legacy config loading for Beit segmentation is unrelated to an xdist file-race in testing utilities." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend-dependency packaging and an image_utils import error are different problems." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model/config loading error and a pytest-xdist file race are unrelated." + "reason": "Model config recognition failure and a captured_info.txt race are unrelated." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:45561", + "right": "issue:45600", "accept": false, - "reason": "Dependency/backend packaging issue vs missing image_utils import; not the same underlying bug." + "reason": "Both touch testing/CI, but one is a file race and the other is stale auto_mappings references." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python-version compatibility breakage and a removed import are different problems." + "reason": "Python version compatibility and an image_utils import problem are unrelated." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "SentenceTransformer loading hang and token-embedding reinitialization are unrelated." + "reason": "Optional-backend packaging and dummy class cleanup are different maintenance issues." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Backend dependency omission is distinct from leftover dummy classes leaking into dir(transformers)." + "reason": "Sentence Transformers loading stall and embedding reinitialization in post_init are unrelated." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer behavior regressions in v5, but one is cleanup-space handling and the other is add_special_tokens/BOS-EOS insertion; different bugs." + "reason": "Both are tokenizer regressions, but they affect different behaviors and tokenizers." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "Padding-mask correctness in MIMI encoder is unrelated to router-logits load-balancing loss calculation." + "reason": "Missing padding-mask support in MIMI encoder is unrelated to router-logits loss computation." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Bidirectional attention mask construction and final-partial-batch bookkeeping in MaskGenerationPipeline are separate issues." + "reason": "Attention-mask construction and partial-batch pipeline bookkeeping are different bugs." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Missing processor save files is not the same as Qwen3.5 MoE from_pretrained import/load failure." + "reason": "Processor save_pretrained missing files and Qwen3.5 MoE loading error are unrelated." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Multimodal config default initialization and Whisper timestamp decoding crash are different code paths." + "reason": "Multimodal config default initialization and Whisper timestamp decode crash are unrelated." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "Both mention performance/memory, but one is a VRAM leak in dataloader threads and the other is a long-context FA2 slowdown regression." + "reason": "VRAM leak in threaded dataloaders and FA2 long-context performance regression are different issues." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error and documentation parameter-name mismatch are not the same bug." + "reason": "Notebook syntax error and a docs parameter-name mismatch are unrelated." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Different tokenizer regressions affecting different model families and behaviors." + "reason": "Different tokenizer regressions affecting different models and symptoms." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading failure in v5 and special-token insertion behavior are different issues." - }, - { - "left": "issue:42222", - "right": "issue:45200", - "accept": false, - "reason": "VitPose model breakage and Gemma4 mm_token_type_ids defaulting are unrelated." - }, - { - "left": "issue:42898", - "right": "issue:44779", - "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different failure modes; not one concrete bug." - }, - { - "left": "issue:43479", - "right": "issue:44079", - "accept": false, - "reason": "Multimodal config defaults and ModelOutput key assignment are unrelated." + "reason": "Both are tokenizer-related v5 reports, but one is a general AutoTokenizer loading issue and the other is a specific add_special_tokens regression." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The only clear duplicate is issue:42673 / issue:43704, which share the exact title and same VRAM-leak report; the choice of issue:42673 as canonical is supported by earlier date and more discussion. The remaining soft-edge rejections stay appropriately cautious and do not overstate equivalence." + "feedback": "Grounded and conservative overall. The summary matches the packet: all items are issues, and issue:42673 vs issue:43704 is a clear duplicate pair with identical titles and stronger discussion on 42673. The other soft-edge verdicts stay on the cautious side and do not overclaim equivalence." }, "evaluator_used": true, "retried": false, @@ -13878,8 +13854,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -13890,6 +13866,7 @@ "issue:34689", "issue:35141", "issue:41628", + "issue:42222", "issue:42757", "issue:42796", "issue:42831", @@ -13904,23 +13881,23 @@ "issue:43874", "issue:44060", "issue:44075", + "issue:44079", "issue:44190", "issue:44222", "issue:44295", "issue:44297", "issue:44360", - "issue:44373", "issue:44448", - "issue:44485", "issue:44623", "issue:44734", + "issue:44779", "issue:44933", "issue:45071", "issue:45092", "issue:45103", "issue:45125", + "issue:45200", "issue:45245", - "issue:45310", "issue:45356", "issue:45405", "issue:45656", @@ -13929,10 +13906,12 @@ "issue:46132", "issue:46231", "issue:46665", - "issue:46710", "issue:46762" ], "soft_pairs": [ + "issue:42222|issue:45200", + "issue:43479|issue:44079", + "issue:42898|issue:44779", "issue:43784|issue:43824", "issue:44734|issue:45103", "issue:27957|issue:30333", @@ -13959,219 +13938,216 @@ "issue:45245|issue:46132", "issue:43479|issue:46665", "issue:41628|issue:42757", - "issue:45071|issue:46082", - "issue:44373|issue:44485", - "issue:44297|issue:45310", - "issue:46132|issue:46710" + "issue:45071|issue:46082" ], - "prepared_review_unit_hash": "436a98453fc98f5250464960406f97169efb3d0aa1e562ed1fc70747c73db137", + "prepared_review_unit_hash": "84e4f6bae9b0a8cadea50c3300172483ce9eff989592bd36fbe0b288c3bfb382", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36612, - "estimated_input_tokens": 9153, - "estimated_eval_tokens": 18562 + "serialized_chars": 36675, + "estimated_input_tokens": 9169, + "estimated_eval_tokens": 18594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous Transformers issues with only superficial similarity; none of the soft pairs look like true duplicates or mergeable PR-equivalents. The nearest overlap is in tokenizer/import/regression themes, but the concrete bugs and code paths differ.", - "confidence": 0.92, - "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous, and the soft pairs are mostly unrelated regressions/import errors rather than duplicates.", + "summary": "This cluster is mostly a set of unrelated Transformers issues spanning import errors, tokenizer regressions, model/config bugs, and training/runtime problems. None of the soft-edge pairs look like true duplicates of the same underlying bug or change, so all are rejected.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44779 is the clearest representative of the tokenizer-regression subset: it describes a concrete v4-to-v5 behavior change, has inbound references, and is specific enough to stand in for the most coherent theme in this otherwise heterogeneous set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44297 is the most concrete, self-contained bug here (tokenizer save_pretrained writes the wrong tokenizer_class), so it's the best single representative, though it doesn't unify the cluster.", + "best_issue_reason": "issue:44779 is the strongest standalone issue here because it has a clear regression description, reproducibility context, and broader relevance than the more niche or vague reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different model families and failures: vitpose model breakage vs Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Different bug classes: multimodal config initialization vs ModelOutput key assignment logic." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related regressions, but they describe different models and different symptoms." + }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Different import failures: sentence-transformers hits a missing nn symbol, while the other is a missing Qwen2_5_VL class in transformers." + "reason": "Different import failures from different causes: missing nn in sentence-transformers vs missing Qwen2_5_VL export." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Server KV-cache indexing crash and auto-docstring future-annotations AttributeError are unrelated code paths." + "reason": "Different code paths: serve/KV-cache tensor indexing vs auto_docstring annotation handling." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to MLFlow reporting on failed training jobs." + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to MLflow job reporting on training failure." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLFlow status handling and Llama 3.2 Vision model loading are different bugs with no shared failing path." + "reason": "Unrelated failures: MLflow status reporting vs model loading regression for Llama 3.2 vision." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Both are multimodal/model-loading issues, but for different models and different failures; not the same bug." + "reason": "Different multimodal problems: missing image patch method vs remote-code meta-init incompatibility." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "One is a clean_up_tokenization_spaces v5 behavior change; the other is a processor.tokenizer/images regression." + "reason": "Both touch v5 behavior, but one is cleanup-tokenization semantics and the other is processor/tokenizer image passing regression." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Tokenizer cleanup behavior and Kimi codec/BPE regression are separate tokenizer bugs." + "reason": "Different tokenizer regressions affecting different models and failure modes." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Qwen3-Next tied-weights warning and Qwen3.5 MoE tensor-parallel plan are distinct model-specific issues." + "reason": "Tied-weights warning bug is unrelated to missing _tp_plan tensor-parallel support." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different example scripts and different failures: multi-label classification output vs local dataset loading." + "reason": "Example-script multilabel output bug is unrelated to local dataset loading in a different script." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "position_ids buffer access and deepspeed double optimizer-step are unrelated runtime bugs." + "reason": "Registering position_ids as a buffer is unrelated to optimizer step being called twice with deepspeed." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "A PEFT version pin problem and leftover dummy class leakage are unrelated." + "reason": "PEFT version pinning issue is unrelated to leftover dummy classes leaking into dir(transformers)." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "MLFlow reporting on failed jobs and embedding resize/post_init reinitialization are different problems." + "reason": "MLflow failure reporting and token embedding reinitialization are unrelated training/model bugs." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Both are import errors, but one is a missing submodule and the other is a missing PyTorch dependency; not the same bug." + "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch in the environment." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Both concern public namespace/import surface, but one is a missing import from image_utils and the other is dummy PT classes leaking into dir(transformers)." + "reason": "Nonexistent image_utils import is a separate packaging/API issue from dummy PT object cleanup." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Save_pretrained is involved in both, but one is FP8 MoE model saving and the other is tokenizer config metadata; different artifacts and code paths." + "reason": "FP8 save_pretrained moe bug is unrelated to tokenizer_class metadata mismatch on save_pretrained." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer SGD args being ignored is a code bug; the set_training parameter-name mismatch is a documentation issue." + "reason": "SGD optimizer args not used is unrelated to a documentation parameter-name typo." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "DSA indexer ReLU discussion and Minimax attention numerical differences are unrelated mathematical/model bugs." + "reason": "A discussion about a missing ReLU in DSA indexer is unrelated to Minimax numerical differences." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Pegasus output regression across versions and AttentionInterface.register behavior change are different underlying causes." + "reason": "Pegasus v4/v5 output differences are unrelated to AttentionInterface.register changing registered function behavior." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FineGrainedFP8 accuracy and processor.save_pretrained missing files are unrelated save/model-quality issues." + "reason": "FineGrainedFP8 accuracy issues are unrelated to processor.save_pretrained missing files." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch and deepspeed double-step are different bugs." + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to deepspeed double optimizer stepping." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Both mention tokenizers, but one is model-specific BPE marker handling and the other is a generic AutoTokenizer loading regression." + "reason": "Both involve tokenizers, but one is BPE marker handling and the other is AutoTokenizer loading in v5." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Default config initialization with None and non-persistent buffer junk filling are unrelated initialization bugs." + "reason": "Different config bugs: default vision/audio config initialization vs non-persistent buffers filled with junk." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Model save_pretrained and processor save_pretrained failures are different persistence paths." + "reason": "FP8 moe save_pretrained bug is unrelated to processor.save_pretrained missing files." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-count runtime error and AttentionInterface.register behavior change are unrelated." + "reason": "Category-count runtime error is unrelated to AttentionInterface.register behavior changes." }, { "left": "issue:43479", "right": "issue:46665", "accept": false, - "reason": "Incorrect multimodal config defaults and from_pretrained behavior inside Python classes are not the same failure." + "reason": "Multimodal config defaults are unrelated to from_pretrained behavior inside Python classes." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Missing AutoImageProcessor in transformers and missing is_offline_mode in huggingface_hub are separate dependency/export issues." + "reason": "Both are import errors, but one is missing AutoImageProcessor export and the other is missing is_offline_mode from huggingface_hub." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Both involve config validation, but one is PretrainedConfig type checking and the other is LlamaConfig head_dim validation." - }, - { - "left": "issue:44373", - "right": "issue:44485", - "accept": false, - "reason": "A wrong docstring and a GLM-5 RoPE implementation issue are not duplicates." - }, - { - "left": "issue:44297", - "right": "issue:45310", - "accept": false, - "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained loading error are different bugs." - }, - { - "left": "issue:46132", - "right": "issue:46710", - "accept": false, - "reason": "AttentionInterface.register behavior change and DeepSeek accuracy regression are not the same code-path problem." + "reason": "PretrainedConfig type-checking regression is unrelated to LlamaConfig head_dim validation." } ] }, @@ -14190,8 +14166,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -14199,16 +14175,13 @@ "issue:27957", "issue:30990", "issue:38175", - "issue:41628", "issue:42831", "issue:42907", "issue:43122", "issue:43232", - "issue:43408", "issue:43475", "issue:43644", "issue:43723", - "issue:43824", "issue:44038", "issue:44190", "issue:44206", @@ -14217,10 +14190,12 @@ "issue:44263", "issue:44279", "issue:44295", + "issue:44297", "issue:44360", "issue:44373", "issue:44483", "issue:44484", + "issue:44485", "issue:44623", "issue:44734", "issue:44829", @@ -14235,16 +14210,20 @@ "issue:46002", "issue:46050", "issue:46082", + "issue:46132", "issue:46209", "issue:46305", "issue:46328", - "issue:46402", "issue:46421", "issue:46424", "issue:46431", - "issue:46655" + "issue:46655", + "issue:46710" ], "soft_pairs": [ + "issue:44373|issue:44485", + "issue:46132|issue:46710", + "issue:44297|issue:45310", "issue:43723|issue:44977", "issue:44222|issue:44484", "issue:44190|issue:46082", @@ -14257,8 +14236,8 @@ "issue:44734|issue:46421", "issue:46209|issue:46431", "issue:46305|issue:46655", - "issue:44263|issue:44360", "issue:44295|issue:44623", + "issue:44263|issue:44360", "issue:30990|issue:38175", "issue:44263|issue:44373", "issue:45381|issue:46305", @@ -14271,212 +14250,216 @@ "issue:22355|issue:27957", "issue:44483|issue:45406", "issue:44261|issue:45092", - "issue:42831|issue:44038", - "issue:41628|issue:43824", - "issue:43408|issue:46402" + "issue:42831|issue:44038" ], - "prepared_review_unit_hash": "bc4db0223e0925843a6bf96e73585bf5f3655e0f72566ef97a2f9141a5476552", + "prepared_review_unit_hash": "6183f093c18115a7af3ea7c70b57ae2774359dec93707ddecf57104a2daca231", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36067, - "estimated_input_tokens": 9017, - "estimated_eval_tokens": 18290 + "soft_pair_count": 30, + "serialized_chars": 36357, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose collection of unrelated Transformers issues, with a few broad v5-regression and save/load reports but no clear duplicate pairings. I found no soft-edge pair that looks like the same underlying bug or change.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 43723 is the best representative because it is a core v5 loading regression and sits near the center of the cluster\u2019s repeated import/load/save complaints, while still being concrete enough to anchor triage.", + "summary": "The cluster is heterogeneous: the issue titles span unrelated bugs in serialization, generation, attention, processors, and model-specific regressions. None of the soft pairs look like the same underlying bug/change closely enough to merge as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45092 is the clearest self-contained regression report in the set, with a specific incompatibility, version boundary, and affected checkpoint family. The remaining items are mostly unrelated niche bugs or adjacent but distinct failure modes.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43723 is the most broadly representative issue in this set: it concerns a general Transformers v5 loading problem rather than a narrow model-specific failure.", + "best_issue_reason": "Issue 45092 is the strongest representative issue because it is concrete, reproducible, and narrowly scoped, making it the best single anchor if one issue must stand in for the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring wording vs RoPE implementation; different code paths and symptoms." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "Attention registration behavior change is not the same as a DeepSeek accuracy regression." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer class metadata mismatch and Qwen3.5 from_pretrained failure are distinct save/load bugs." + }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Both mention model loading/generation behavior, but one is tokenizer loading in v5 and the other is Qwen3.5 flash-attention generation; different code paths and symptoms." + "reason": "Tokenizer loading in v5 is unrelated to flash-attention generation correctness." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained issues and max_shard_size defaults are different save/export concerns, not the same bug." + "reason": "FP8 save_pretrained on MoE is unrelated to the default 50GB shard-size question." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + "reason": "Dataset loading script issue and LlamaConfig head_dim validation are unrelated." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwargs after sync_gpus and cache max length honoring are distinct cache/generation behaviors." + "reason": "Generation kwargs update after sync_gpus is not the same as cache max_length handling." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "One is a feature-extractor argument crash; the other is an auto-docstring annotation parsing crash." + "reason": "Feature extractor center-arg crash and auto_docstring annotation crash are different failures." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenizer behavior across versions and FP8 inference on B200 are unrelated." + "reason": "Tokenizer behavior change and FP8 inference on B200 are unrelated." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwarg handling is not the same as a Kosmos2.5 OCR index error." + "reason": "Generation kwargs bug and long OCR index error are different code paths." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split behavior and InternVL2 meta-init compatibility are different model-specific failures." + "reason": "DSA indexer split behavior is unrelated to remote-code meta-initialization incompatibility." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM3 vision encoder missing attributes and Moonshine streaming window off-by-one are unrelated code paths." + "reason": "Missing encoder attribute in SAM3 video is unrelated to MoonshineStreaming mask off-by-one." }, { "left": "issue:44734", "right": "issue:46421", "accept": false, - "reason": "Serve KV-cache continuation crashes and cache lazy initialization recompilation issues are different cache problems with different failure modes." + "reason": "KV-cache continuation crash and chunked-prefill recompilation are different cache issues." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference failure on B200 is unrelated to processor.save_pretrained missing files." + "reason": "FP8 inference on B200 and missing chat template on processor are unrelated." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Moonshine sliding-window off-by-one and SmolVLM video padding calculation are separate video-processing bugs." + "reason": "Moonshine streaming mask bug and SmolVLM video padding bug affect different processors." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "Both reference DSA indexer internals, but one is about torch.split outputs and the other about a missing ReLU; not the same bug." + "reason": "position_ids buffer access error and missing processor save files are unrelated save/load bugs." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "A position_ids buffer read error and missing files from processor.save_pretrained are different save/load issues." + "reason": "Lack of ReLU in the DSA indexer is not the same as torch.split return-value handling." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading stalls and SigLIP2 zero probabilities are unrelated symptoms and subsystems." + "reason": "Sentence Transformers loading hang and SigLIP2 zero-probability issue are different model behaviors." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "A runtime tensor-splitting issue is not the same as a docstring mismatch for position_ids." + "reason": "Indexer split semantics and a wrong docstring are unrelated." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Qwen2.5-VL video position ids and Moonshine streaming windowing are different video logic bugs." + "reason": "Qwen2.5-VL vision_position_ids and Moonshine sliding-window mask are different video-processing bugs." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer initialization junk and streaming mask off-by-one are unrelated regressions." + "reason": "Non-persistent buffer initialization junk and streaming mask off-by-one are unrelated." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Dequantized model saving and sinq quantized save/from_pretrained breakage are both serialization-related but appear to be different mechanisms and model types." + "reason": "Dequantized model save failure and sinq save/load breakage are different quantization workflows." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy issues and Qwen3.5 Moe from_pretrained errors are not the same underlying defect." + "reason": "FineGrainedFP8 accuracy issue and Qwen3.5 MoE from_pretrained failure do not share the same bug." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "A generic dependency issue and a SequenceFeatureExtractor pad performance regression are unrelated." + "reason": "Dependency issue and SequenceFeatureExtractor.pad performance issue are not duplicates." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Flash-attention-3 degenerate training and NaNs after checkout/init are different training instability reports." + "reason": "Flash Attention 3 training degeneration and NaNs after checkout/init are different failure modes." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Old InternVL2 remote-code/meta-init incompatibility and Qwen3.5 visual encoder key save regression are separate model-family bugs." + "reason": "Meta-init incompatibility in remote code is unrelated to incorrect visual encoder keys on save_pretrained." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Missing transformers.onnx import and XLMRoberta Flash Attention 2 are unrelated issues." + "reason": "ONNX import error and XLMRoberta flash-attention support are unrelated." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat/completions request rejection in serve and Gemma4Processor missing _tokenizer are different server/processor failures." + "reason": "Chat/completions request rejection and Gemma4Processor missing _tokenizer are different serve-path bugs." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "A missing rms_norm_eps precision issue in MLA q_a_layernorm is unrelated to InternVL2 meta initialization compatibility." + "reason": "MLA rms_norm_eps precision issue and remote-code meta-init incompatibility are unrelated." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FineGrainedFP8 accuracy and Qwen3-VL-Moe v5 compatibility are not the same bug." - }, - { - "left": "issue:41628", - "right": "issue:43824", - "accept": false, - "reason": "AutoImageProcessor import failure and Qwen2_5_VLForConditionalGeneration import failure are separate missing-export issues." - }, - { - "left": "issue:43408", - "right": "issue:46402", - "accept": false, - "reason": "A model-type warning for sam3_tracker and missing Sam3Model text encoder weights are distinct SAM3 problems." + "reason": "FP8 accuracy regression and Qwen3-VL-Moe bug are different model-specific issues." } ] }, @@ -14495,8 +14478,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -14522,6 +14505,7 @@ "issue:43646", "issue:43756", "issue:43784", + "issue:43824", "issue:43937", "issue:43976", "issue:44060", @@ -14534,22 +14518,22 @@ "issue:44373", "issue:44488", "issue:44568", - "issue:44625", "issue:44704", - "issue:44829", "issue:44945", "issue:44964", "issue:45278", - "issue:45290", "issue:45593", "issue:45600", "issue:45753", "issue:46002", "issue:46172", "issue:46369", + "issue:46402", "issue:46762" ], "soft_pairs": [ + "issue:41628|issue:43824", + "issue:43408|issue:46402", "issue:22355|issue:28218", "issue:42831|issue:45753", "issue:39401|issue:44568", @@ -14558,230 +14542,228 @@ "issue:42757|issue:45278", "issue:42886|issue:42994", "issue:44188|issue:44373", - "issue:43232|issue:45593", "issue:43408|issue:46369", + "issue:43232|issue:45593", "issue:44261|issue:44373", "issue:43646|issue:46002", "issue:42796|issue:43122", "issue:42907|issue:44945", "issue:30990|issue:33357", "issue:43576|issue:43784", - "issue:43756|issue:44060", "issue:39401|issue:44488", + "issue:43756|issue:44060", "issue:42371|issue:44263", "issue:43976|issue:44945", "issue:44295|issue:44297", "issue:42907|issue:44964", - "issue:43784|issue:45600", - "issue:46172|issue:46762", "issue:44117|issue:44704", + "issue:46172|issue:46762", + "issue:43784|issue:45600", "issue:42907|issue:43937", - "issue:44625|issue:44829", - "issue:41628|issue:45278", - "issue:44704|issue:45290" + "issue:41628|issue:45278" ], - "prepared_review_unit_hash": "32611f77416276366494f60498fa8e8adc09264ab84e7fd632c88513d1c09b24", + "prepared_review_unit_hash": "847ccf51bba8f69b80362e53fcfbf5633b373a5f9dc40963df2a0a9b5778047d", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35863, - "estimated_input_tokens": 8966, - "estimated_eval_tokens": 18188 + "serialized_chars": 35215, + "estimated_input_tokens": 8804, + "estimated_eval_tokens": 17864 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated model, tokenizer, import, or runtime-regression issues, so I would not merge any soft pair as duplicates. If forced to pick a representative issue, the broad Transformers v5 import-breakage report is the best anchor, but only weakly.", - "confidence": 0.29, - "canonical_issue_reason": "issue:45278 is the broadest, most general regression report in the set (multiple import errors after a version upgrade), so it is the least narrow representative of this noisy cluster.", + "summary": "This set is highly heterogeneous: most items are unrelated tokenizer, import, model-loading, generation, or numerical issues. None of the soft pairs look like the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a safe canonical duplicate anchor because the items span many distinct failure modes and subsystems.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best single anchor because it captures a broad upgrade-related failure mode rather than a niche model-specific symptom.", + "best_issue_reason": "Issue 45278 is the closest broad umbrella for the import-regression subset, but the cluster is still too mixed to treat it as a true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different code paths." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Both mention Sam3, but one is a model-type warning and the other is a weight-loading bug." + }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "One is a missing-module import error; the other is a tokenizer spacing bug. Different symptoms and code paths." + "reason": "Missing transformers.onnx and tokenizer spacing after added tokens are unrelated issues." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FineGrainedFP8 accuracy loss and Qwen3_5 image-specific infinite loop are unrelated bugs." + "reason": "FineGrainedFP8 accuracy regression and Qwen3_5 image infinite loop are different bugs." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions, but one is offset mapping and the other is special-token insertion; different concrete behavior." + "reason": "Both are tokenizer issues, but offset_mapping and BOS/EOS insertion are distinct behaviors." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 on XLM-Roberta and sentence-transformers loading hang are different problems." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a sentence-transformers loading hang." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading failure and wrong tokenizer decoder type are distinct tokenizer issues." + "reason": "Offline cache loading and wrong tokenizer decoder type are separate tokenizer failures." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "A specific missing hub symbol is not the same underlying bug as a broad set of import errors after upgrade." + "reason": "A missing is_offline_mode import is not the same concrete bug as broad import errors after upgrade." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Tokenizer cache/offline loading and quantized model saving failure do not share the same code path." + "reason": "Tokenizer cache loading offline and quantized model saving are unrelated." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Torch.compile attention divergence and a docstring mismatch are not duplicates." + "reason": "torch.compile attention divergence and a wrong docstring for position_ids are unrelated." }, { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:43408", + "right": "issue:46369", "accept": false, - "reason": "Generation-state update logic and D-FINE auxiliary loss behavior are unrelated." + "reason": "Sam3 model-type mismatch and sam3-litetext memory overflow are different failure modes." }, { - "left": "issue:43408", - "right": "issue:46369", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "Model-type warning for sam3_tracker versus memory overflow in sam3-litetext are different SAM3 issues." + "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss handling are unrelated." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "Missing rms_norm_eps precision bug and wrong docstring for position_ids are unrelated." + "reason": "MLA layernorm epsilon precision and a docstring issue do not describe the same bug." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are different failure modes." + "reason": "Custom model initialization breakage and NaNs after checkout+init are distinct problems." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "A specific tokenizer BPE-marker bug is not the same as a general tokenization change across versions." + "reason": "Tokenizer BPE-marker handling for one model is not the same as version-to-version tokenization drift." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized model saving failure and incorrect pipeline-parallel output are separate problems." + "reason": "Quantized-model saving failure and pipeline-parallel output corruption are unrelated." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Loading hang for sentence-transformers and Mac bus error on a community CLIP model are different symptoms." + "reason": "Loading hang for sentence-transformers and a MacOS bus error on CLIP are different bugs." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken CLI env command and NameError during sentence-transformers import are unrelated." + "reason": "The env CLI regression and the sentence-transformers import NameError are unrelated." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "RoPE layer dropping in Smollm3 and incorrect tied-weights warning in Qwen3-Next are different model bugs." + "reason": "Qwen3 offset_mapping and inability to load cjvt/sleng-bert are different tokenizer/model issues." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Wrong offset mapping and failure to load a specific model are not the same underlying tokenizer issue." + "reason": "Dropped RoPE layers in Smollm3 and a tied-weights warning in Qwen3-Next are separate model-definition bugs." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 settings guidance and torch.split return values in a GLM indexer are unrelated." + "reason": "TF32 settings guidance and torch.split return behavior are unrelated." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility failure and pipeline-parallel output corruption are distinct issues." + "reason": "Python version compatibility and pipeline-parallel output correctness are unrelated." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Reading position_ids after buffer registration and tokenizer_class mismatch on save_pretrained are separate bugs." + "reason": "Buffer access for position_ids and tokenizer_class metadata mismatch are different save/load issues." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Dequantized Ministral/Devstral saving failure and Phi-4 multimodal load failure are unrelated." + "reason": "Saving dequantized Ministrals/Devstrals and loading Phi-4 multimodal are unrelated." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Import NameError in sentence-transformers and stale auto_mappings references are different breakages." + "reason": "A None in TOKENIZER_MAPPING_NAMES and cached_file kwargs forwarding are different loader internals." }, { "left": "issue:46172", "right": "issue:46762", "accept": false, - "reason": "A specific DeepSeek tensor operation bug and numerical differences in Minimax MSA attention are not the same code-path problem." + "reason": "DeepSeek-v4 tensor transpose behavior and Minimax attention numerical drift are not the same underlying issue." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Tokenizer mapping None-handling and AutoProcessor kwargs forwarding are different API bugs." + "reason": "Import NameError for sentence-transformers and removed Sam3LiteText auto-mappings are unrelated import failures." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Quantized saving failure and invalid GenerationConfig for GLM-5 are unrelated." - }, - { - "left": "issue:44625", - "right": "issue:44829", - "accept": false, - "reason": "Config propagation for num_labels and degenerate training with flash_attention_3 are separate issues." + "reason": "Quantized model saving and invalid GenerationConfig validation are unrelated." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "A single missing import name is not the same as a broader multi-import failure after upgrade." - }, - { - "left": "issue:44704", - "right": "issue:45290", - "accept": false, - "reason": "Cached-file kwargs forwarding and chat-template crashes on tool-call messages are unrelated." + "reason": "Missing AutoImageProcessor and broad import errors after upgrade are related only at a very high level, not the same concrete bug." } ] }, @@ -14800,8 +14782,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -14812,7 +14794,6 @@ "issue:38617", "issue:39401", "issue:42175", - "issue:42673", "issue:42757", "issue:42898", "issue:42907", @@ -14827,7 +14808,6 @@ "issue:43611", "issue:43824", "issue:43937", - "issue:43976", "issue:44038", "issue:44188", "issue:44222", @@ -14838,14 +14818,16 @@ "issue:44360", "issue:44485", "issue:44521", + "issue:44625", + "issue:44704", "issue:44779", + "issue:44829", "issue:44938", "issue:44945", - "issue:45072", "issue:45200", "issue:45216", "issue:45278", - "issue:45446", + "issue:45290", "issue:45478", "issue:45753", "issue:46002", @@ -14855,6 +14837,8 @@ "issue:46614" ], "soft_pairs": [ + "issue:44625|issue:44829", + "issue:44704|issue:45290", "issue:39401|issue:44521", "issue:44360|issue:44485", "issue:43408|issue:43475", @@ -14881,233 +14865,217 @@ "issue:43937|issue:44485", "issue:43611|issue:46002", "issue:38617|issue:45278", - "issue:43116|issue:43493", - "issue:43976|issue:45446", - "issue:44355|issue:46231", "issue:43066|issue:44779", - "issue:42673|issue:45072", - "issue:44038|issue:45478" + "issue:44355|issue:46231" ], - "prepared_review_unit_hash": "f6b10657ccbb05b37bbaaf1ec0ed8c0667392a00cb351596e10140b9d8d6403a", + "prepared_review_unit_hash": "0eebabf58c93f2a892a2683f09fb7dfc6497d5b670e85e8bd1f9137c3956420f", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36852, - "estimated_input_tokens": 9213, - "estimated_eval_tokens": 18682 + "soft_pair_count": 30, + "serialized_chars": 36356, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated bugs across tokenization, imports, model-specific regressions, training/runtime issues, and docs. I would not merge any of the proposed soft pairs as duplicates.", - "confidence": 0.34, - "canonical_issue_reason": "No clear canonical issue: the set spans multiple unrelated problem areas, and none of the soft pairs is close enough to be a safe duplicate merge.", + "summary": "This cluster is mostly a loose topic grouping around Transformers v5 regressions, especially tokenizer behavior, import errors, and model-specific save/load bugs. The soft links are thematically similar but not the same underlying defect, so I would not merge any pair.", + "confidence": 0.84, + "canonical_issue_reason": "If forced to pick one representative, issue:43122 is the broadest tokenizer-regression report in the set, but the overall cluster is too heterogeneous to treat as a single duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative is needed, issue 44521 is the most active/open and has the richest discussion, but it is not an umbrella for the rest of the cluster.", + "best_issue_reason": "issue:43122 is the best umbrella representative of the dominant tokenizer-regression subtheme, though it does not cover the unrelated import/model-specific issues in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Both are Qwen3.5/v5-era regressions, but one is a num_labels propagation bug and the other is a flash-attention training issue; different code paths and symptoms." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "One is about AutoProcessor kwargs not reaching cached_file, the other is apply_chat_template crashing on tool-call assistant messages; unrelated bugs." + }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Both involve tokenization-related output, but one is offset_mapping for Qwen3 and the other is multimodal assistant masks in apply_chat_template; different code paths." + "reason": "Both involve tokenizer output, but one is wrong offset_mapping and the other is all-zero assistant masks for multimodal chat templates." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer missing ReLU and GLM-5 RoPE implementation are unrelated model internals." + "reason": "The titles point to entirely different topics (DSA/ReLU discussion vs GLM-5 RoPE implementation), with no shared failure mode." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Both are SAM3 Video adjacent, but one is a model-type warning and the other is a missing attribute in encoder output; different bugs." + "reason": "Both are SAM 3 Video related, but one is a model-type warning and the other is a missing attribute on Sam3VisionEncoderOutput; not the same bug." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenizer version regression vs multimodal assistant mask generation; not the same underlying defect." + "reason": "Both mention tokenization, but one is a generic v4-to-v5 tokenizer behavior change and the other is multimodal assistant-mask handling." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Both mention tokenizer behavior, but one is general tokenization drift and the other is continue_final_message for mistral_common tokenizers." + "reason": "Both affect tokenizer behavior, but one is a broad regression report and the other is a specific continue_final_message bug for mistral_common tokenizers." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe loading bug and tokenizer save_pretrained metadata mismatch are different failures." + "reason": "One is a Qwen3-VL-Moe bug report and the other is tokenizer_class mismatch on save_pretrained; too different to be duplicates." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Dequantized model save failure and gguf_file from_pretrained breakage are separate loading/saving issues." + "reason": "Dequantized save_pretrained failure and gguf_file loading breakage are different save/load paths with different root causes." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "onnx import failure and slow/fast tokenizer inconsistency are unrelated." + "reason": "A missing transformers.onnx module and slow-vs-fast tokenizer inconsistency are unrelated issues." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Example script multi-label output bug and Gemma 4 mm_token_type_ids defaulting are different code paths." + "reason": "One is an example script returning empty multi-label results, the other is Gemma 4 mm_token_type_ids defaulting; different models and logic." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5 regression reports, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading error; not the same concrete bug." + "reason": "Both involve Qwen3.5 and 5.4+, but one is save_pretrained producing a bad checkpoint while the other is a from_pretrained error; related family, not the same concrete bug." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Different tokenizer features: offset mapping vs phonemizer language state leakage." + "reason": "Both are tokenizer-related, but wrong offset_mapping and stale phonemizer backend state are distinct failures in different components." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Both mention MoE/FP8 context, but one is Qwen3-VL-Moe loading and the other is FP8 save_pretrained behavior." + "reason": "Qwen3-VL-Moe versus FP8 save_pretrained on moe: same broad area only, no shared bug evidence." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe loading and position_ids buffer reading are unrelated." + "reason": "A Qwen3-VL-Moe regression and a position_ids buffer read error are unrelated." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Two separate import errors for different symbols; same broad symptom, different underlying breakage." + "reason": "Both are import errors, but they are missing different symbols from different modules, so they are not the same defect." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and failure modes." + "reason": "Both describe tokenizer regressions across versions, but one is generic and the other is Deepseek-specific; not enough to merge." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Embedding dtype drift in evaluate vs incorrect output under pipeline parallelism are distinct runtime bugs." + "reason": "Embedding dtype drift in train/eval and incorrect LLM output under pipeline parallelism are different training/runtime bugs." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different modules; not the same issue." + "reason": "Both are import errors, but one is from huggingface_hub and the other from transformers; different dependency breakages." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bug and classification example script output bug are unrelated." + "reason": "Tensor parallel training bug and empty multi-label classification results are unrelated failures." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "onnx import error and LayoutLMv3 box error-message clarity are unrelated." + "reason": "No module named transformers.onnx and a LayoutLMv3 error-message clarity issue do not describe the same bug." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Package extras/backend dependency issue and Python 3.14 import/load failure are different environment problems." + "reason": "Tensorflow backend packaging and Python 3.14 load failures are separate environment/dependency issues." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite-loop-on-image are unrelated model bugs." + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite loop on one image are different model-specific bugs." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "torch.compile attention-kernel divergence and SequenceFeatureExtractor.pad performance are unrelated." + "reason": "A torch.compile attention-kernel divergence and SequenceFeatureExtractor.pad performance issue are unrelated." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "v5 tokenization-space cleanup behavior and stale phonemizer backend state are different tokenizer concerns." + "reason": "clean_up_tokenization_spaces behavior change and stale phonemizer backend state are different tokenizer subsystems with different bugs." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GLM-5 GenerationConfig validation and GLM-5 RoPE implementation are different GLM-5 issues." + "reason": "GLM-5 generation config validation and GLM-5 RoPE implementation are different parts of the model stack." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "base_model_prefix loading regression and NaNs in classification heads are separate problems." + "reason": "base_model_prefix loading regression and NaNs in classification heads upon checkout/init are unrelated issues." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "Specific missing layer_type_validation import vs broad import failures after upgrade; not the same bug." - }, - { - "left": "issue:43116", - "right": "issue:43493", - "accept": false, - "reason": "Example script classification bug and SigLIP2 model discrepancy are unrelated." - }, - { - "left": "issue:43976", - "right": "issue:45446", - "accept": false, - "reason": "Python-version compatibility failure and flex_attention version-check bug are unrelated." - }, - { - "left": "issue:44355", - "right": "issue:46231", - "accept": false, - "reason": "Compiled Python file errors and a docs parameter-name mismatch are unrelated." + "reason": "Both mention import failures, but the missing symbols differ and the latter is a broad upgrade report rather than the same root cause." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Wrong tokenizer decoder type and Deepseek tokenizer regression are different tokenizer issues." + "reason": "Wrong tokenizer decoder type in v5 and Deepseek tokenizer incorrect results are both tokenizer regressions, but not the same specific defect." }, { - "left": "issue:42673", - "right": "issue:45072", - "accept": false, - "reason": "VRAM leak in dataloader threads and dtype mismatches in bfloat16 inference are different runtime bugs." - }, - { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:44355", + "right": "issue:46231", "accept": false, - "reason": "Both involve Qwen3.5/Qwen3-VL-Moe loading regressions, but the model variants and symptoms differ; too far apart to merge safely." + "reason": "Compiled Python file errors and a documentation parameter-name mismatch are clearly unrelated." } ] }, @@ -15126,8 +15094,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -15142,23 +15110,25 @@ "issue:43066", "issue:43116", "issue:43441", + "issue:43493", "issue:43673", "issue:43825", "issue:43827", "issue:43874", "issue:43937", + "issue:43976", "issue:43992", + "issue:44038", "issue:44075", - "issue:44117", "issue:44263", "issue:44291", "issue:44380", - "issue:44466", "issue:44625", "issue:44704", "issue:44936", "issue:44995", "issue:45071", + "issue:45072", "issue:45083", "issue:45092", "issue:45356", @@ -15167,7 +15137,6 @@ "issue:45446", "issue:45478", "issue:45563", - "issue:45588", "issue:46002", "issue:46077", "issue:46328", @@ -15180,6 +15149,10 @@ "issue:46762" ], "soft_pairs": [ + "issue:43976|issue:45446", + "issue:43116|issue:43493", + "issue:42673|issue:45072", + "issue:44038|issue:45478", "issue:44625|issue:46002", "issue:45083|issue:45446", "issue:45357|issue:45478", @@ -15201,210 +15174,202 @@ "issue:33453|issue:39401", "issue:44380|issue:46077", "issue:45356|issue:46614", - "issue:43673|issue:46328", "issue:42673|issue:46655", + "issue:43673|issue:46328", "issue:42222|issue:46752", "issue:45405|issue:45446", - "issue:44291|issue:45071", - "issue:44117|issue:45588", - "issue:44466|issue:46002" + "issue:44291|issue:45071" ], - "prepared_review_unit_hash": "3f4a0d13f1858b67cb35cb490b412ef99c206d434e473b87042eda5bf00f12d8", + "prepared_review_unit_hash": "ab7a6030494c5ce37291a893d4d1bb6dbe48d8ec56bc5a82b48e94db9add1d4f", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35441, - "estimated_input_tokens": 8861, - "estimated_eval_tokens": 17978 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36461, + "estimated_input_tokens": 9116, + "estimated_eval_tokens": 18488 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issues spanning tokenizers, generation, training, vision, and attention backends. No soft pair looks like the same underlying bug/change closely enough to merge.", - "confidence": 0.96, - "canonical_issue_reason": "No clear duplicate cluster is present; if a representative issue is needed, issue:33453 is the broadest and most generally framed report in the set (tokenizer loading regression).", + "summary": "This cluster is heterogeneous: the soft edges are mostly broad topical similarities (tokenizers, v5 regressions, FlashAttention, trainer/model bugs) rather than the same underlying defect. I would not merge any of the candidate pairs.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical duplicate: the issues span unrelated code paths and product areas, so a single issue should not represent the cluster as a duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:33453 is the best single representative because it is broad, well-scoped, and has substantial discussion, unlike the more niche model-specific reports.", + "best_issue_reason": "issue:42673 is the clearest standalone report in the set, with a specific repro and concrete failure mode (VRAM leak in Qwen3ForCausalLM), so it is the best representative issue only in a reporting-quality sense.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Different problems: a Python/version compatibility report vs an incorrect PyTorch version check in flex_attention." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label classification script output bug vs SigLIP2 implementation mismatch; unrelated code paths." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in threaded dataloader usage vs dtype mismatch in bfloat16 inference; not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5/Qwen3 family, but one is a Qwen3-VL-Moe bug and the other is a from_pretrained error; distinct failures." + }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "Different failures: config propagation for Qwen3.5 vs NaNs in classification heads. No shared code path." + "reason": "num_labels propagation issue vs NaNs in classification heads; different symptoms and likely different fixes." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Unrelated subsystems: qwen3_omni_moe feature-length helper vs a flex_attention PyTorch version check." + "reason": "Helper-function behavior in qwen3_omni_moe vs flex_attention import/version gating; no shared underlying defect." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5-related, but one is save_pretrained key serialization and the other is from_pretrained load failure; not the same bug." + "reason": "save_pretrained key persistence bug vs from_pretrained loading error; related model family, but not the same code-path issue." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API settings warning is unrelated to a missing image-patch method in GLM46V." + "reason": "TF32 API/settings warning vs missing image-patch method in GLM46V image processor; unrelated." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer SGD args not used is unrelated to trainer.evaluate() failing after train()." + "reason": "Optimizer SGD arguments ignored vs trainer.evaluate failing after train; different trainer behaviors." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose model breakage and Ministral FlashAttention failure affect different models and code paths." + "reason": "Vitpose model breakage vs FlashAttention failure in Ministral-3; unrelated model families and failures." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example script multi-label output bug is unrelated to a pipeline translation error message regression." + "reason": "Example-script multi-label bug vs pipeline translation error-message mismatch; not the same bug." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing encoder weights on model load is unrelated to AutoProcessor kwargs forwarding." + "reason": "Missing embed_tokens.weight in UMT5Encoder vs AutoProcessor not forwarding kwargs to cached_file; different components." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "Stale GlmMoeDsa indexer cache and Swin2SR over-padding are different image/model bugs." + "reason": "GlmMoeDsa stale indexer cache crash vs Swin2SR over-padding; unrelated implementations." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Tokenizer decoder-type issue is unrelated to a DeepSeek accuracy regression." + "reason": "Wrong tokenizer decoder type in v5 vs accuracy regression in DeepSeek-R1-Distill-Llama; no shared code-path." }, { "left": "issue:28348", "right": "issue:46640", "accept": false, - "reason": "Generic Flash Attention 2 issue is too vague and does not clearly match GPT2 FA2 support." + "reason": "GPT2 FlashAttention 2 support request vs a generic Flash Attention issue; too little evidence they are the same bug." }, { "left": "issue:46614", "right": "issue:46752", "accept": false, - "reason": "Stale phonemizer backend state is unrelated to apply_chat_template crashing on empty input." + "reason": "Stale phonemizer language state vs apply_chat_template crash on empty list; completely different failures." }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "GlmMoeDsa split return values bug is unrelated to Minimax attention numerical differences." + "reason": "GlmMoeDsa torch.split indexing issue vs Minimax attention numerical differences; unrelated." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs referencing pipeline() after removals is unrelated to a flex_attention import/version check." + "reason": "Docs still referencing pipeline() vs incorrect PyTorch version check; documentation cleanup is not the same as runtime gating." }, { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "Remote-code meta-init incompatibility and attention numerical drift are different problems." + "reason": "InternVL2 meta-init incompatibility vs Minimax attention numerical drift; distinct model/code paths." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to missing GenerationMixin cache in chunked prefill." + "reason": "FSDP2/PEFT optimizer-state bug vs GenerationMixin cache missing in chunked prefill; unrelated training vs generation issues." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leak in multi-dataloader-thread Qwen3ForCausalLM is unrelated to tokenizer BPE marker handling." + "reason": "Qwen3 VRAM leak under multi-threaded dataloaders vs tokenizer BPE marker handling; different subsystems." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid GenerationConfig and stale num_return_sequences warning are different generation issues." + "reason": "Invalid GenerationConfig vs stale warning for num_return_sequences; not the same defect." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both are tokenizer reports, but one is a generic loading regression and the other is a specific offset_mapping bug." + "reason": "Tokenizer loading regression vs Qwen3 offset_mapping bug; both tokenizer-related but clearly different problems." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "GPT2 attention scaling under SDPA/FlashAttention and Gemma4 bidirectional mask construction are distinct attention-path bugs." + "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention vs Gemma4 bidirectional mask construction; different attention semantics." }, { "left": "issue:45356", "right": "issue:46614", "accept": false, - "reason": "Kimi tokenizer codec/regression issue is unrelated to Wav2Vec2 phonemizer backend state." - }, - { - "left": "issue:43673", - "right": "issue:46328", - "accept": false, - "reason": "Generation cache missing and feature-extractor padding inefficiency are unrelated." - }, - { - "left": "issue:42673", - "right": "issue:46655", - "accept": false, - "reason": "VRAM leak in dataloader threads is unrelated to SmolVLM video padding logic." - }, - { - "left": "issue:42222", - "right": "issue:46752", - "accept": false, - "reason": "VitPose model breakage and apply_chat_template empty-list crash do not share a concrete code path." + "reason": "Kimi tokenizer codec/regex regression vs phonemizer backend stale-language bug; unrelated tokenization vs phonemization issues." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "PEFT minimum-version bump and AuxRequest import version check are unrelated maintenance issues." + "reason": "Dependency version bump in constants vs flex_attention import check; not a duplicate bug." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Both involve v5-era compatibility, but one is init_empty_weights/_is_hf_initialized and the other is PretrainedConfig type checking; not the same bug." - }, - { - "left": "issue:44117", - "right": "issue:45588", - "accept": false, - "reason": "Tokenizer mapping None handling and flash_attention sink-less AttributeError are unrelated." - }, - { - "left": "issue:44466", - "right": "issue:46002", - "accept": false, - "reason": "lm_head serialization inconsistency is unrelated to NaNs in classification heads." + "reason": "Unexpected _is_hf_initialized arg during meta init vs PretrainedConfig type checking; separate compatibility issues." } ] }, @@ -15423,8 +15388,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -15435,11 +15400,9 @@ "issue:42371", "issue:42617", "issue:43066", - "issue:43097", "issue:43122", "issue:43408", "issue:43450", - "issue:43673", "issue:43742", "issue:43937", "issue:43986", @@ -15449,14 +15412,14 @@ "issue:44261", "issue:44263", "issue:44410", + "issue:44466", "issue:44484", "issue:44485", - "issue:44493", "issue:44496", "issue:44779", "issue:44829", "issue:44877", - "issue:44964", + "issue:44933", "issue:44977", "issue:45071", "issue:45081", @@ -15467,7 +15430,9 @@ "issue:45362", "issue:45478", "issue:45561", + "issue:45588", "issue:45656", + "issue:46002", "issue:46178", "issue:46209", "issue:46231", @@ -15478,6 +15443,8 @@ "issue:46762" ], "soft_pairs": [ + "issue:44117|issue:45588", + "issue:44466|issue:46002", "issue:44410|issue:45310", "issue:39401|issue:44779", "issue:43937|issue:44977", @@ -15496,227 +15463,225 @@ "issue:44877|issue:46231", "issue:44484|issue:45310", "issue:42371|issue:44261", - "issue:43937|issue:44496", "issue:39401|issue:46209", + "issue:43937|issue:44496", "issue:44410|issue:45478", "issue:42371|issue:46617", - "issue:44261|issue:46762", "issue:38617|issue:44220", + "issue:44261|issue:46762", "issue:44075|issue:45656", - "issue:44964|issue:45278", + "issue:44933|issue:45278", "issue:44263|issue:44485", - "issue:43066|issue:43122", - "issue:43097|issue:44493", - "issue:43673|issue:45341" + "issue:43066|issue:43122" ], - "prepared_review_unit_hash": "39ecb9978cf063aba9bc990e44c647e5293eedb4a371904e16d0a44c9e0e1758", + "prepared_review_unit_hash": "e0b4e3914b1a03e7cfc52bb873e6b5ef81574369d0e2f26a876c594d9e47b9b8", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36285, - "estimated_input_tokens": 9072, - "estimated_eval_tokens": 18400 + "serialized_chars": 36324, + "estimated_input_tokens": 9081, + "estimated_eval_tokens": 18418 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft pairs are false positives: they share Transformers/tokenizer/model-loading themes, but each reports a different bug, model family, or code path. No duplicate cluster emerges here.", - "confidence": 0.92, - "canonical_issue_reason": "No single canonical issue is appropriate; the set is heterogeneous across unrelated regressions and utilities, with only superficial topical overlap.", - "canonical_pr_reason": "No PR canonical candidate in this cluster.", - "best_issue_reason": "No single issue is a safe global representative because the reports span distinct subsystems (tokenization, config/loading, training, generation, testing, and docs).", - "best_pr_reason": "No PRs provided.", + "summary": "The soft edges mostly connect superficially similar Transformers issues, but the underlying bugs differ by model, API, or subsystem. I would not merge any of these pairs as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue is clearly canonical across the set; the items span unrelated bugs in tokenization, model loading, config handling, optimizers, testing utilities, and vision/video code.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45561 is the strongest standalone issue: it has a clear regression title, concrete failure mode, and active discussion around a reproducible test-environment race.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Both involve runtime failures, but one is a tokenizer mapping bug and the other is a flash-attention crash on sink-less models." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights and NaNs in classification heads are different code paths and different failure modes." + }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Different symptoms and paths: missing Qwen3.5 layer projections vs MoE from_pretrained loading failure." + "reason": "These are model-specific Qwen bugs: missing projections in qwen3next versus from_pretrained errors in Qwen3.5 MoE." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both tokenizer-related, but one is offset_mapping alignment and the other is incorrect DeepSeek tokenization outputs." + "reason": "Both are tokenizer complaints, but they target different models and different tokenization defects (offset mapping vs overall incorrect output)." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GLM-5 GenerationConfig validation is unrelated to Qwen3.5 flash-attention generation behavior." + "reason": "GenerationConfig validation for GLM-5 is unrelated to Qwen3.5 flash-attention generation behavior." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "One is a typing regression in PretrainedConfig; the other is stale config.dtype after from_config(dtype=...)." + "reason": "Both touch config objects, but one is type-checking in PretrainedConfig and the other is stale dtype state after from_config()." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "A small testing_utils bug is distinct from an xdist race on captured_info.txt." + "reason": "They both mention testing utils, but one is a generic small bug and the other is a specific xdist worker race on captured_info.txt." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Degenerate training with flash_attention_3 is unrelated to a save_pretrained checkpoint regression." + "reason": "One is training degeneration with flash_attention_3, the other is bad checkpoint saving for Qwen3.5; different failures and code paths." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "testing_utils behavior bug vs a SequenceFeatureExtractor.pad performance issue." + "reason": "A testing-utils bug and a SequenceFeatureExtractor.pad performance issue are unrelated." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Incorrect batched video processor shapes differ from AutoProcessor failing without torchvision." + "reason": "Incorrect batched video processor shapes and an AutoProcessor torchvision crash are both video-related but not the same bug." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None is unrelated to _patch_mistral_regex crashing on backend_tokenizer." + "reason": "Tokenizer mapping None handling and Mistral regex patching are different tokenizer-loading problems." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "3d_parallel.py execution failure is not the same as the testing_utils bug." + "reason": "A 3d_parallel.py execution failure is unrelated to a small testing_utils bug." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Separate import regressions: missing layer_type_validation vs missing AutoImageProcessor export." + "reason": "Both are import errors, but they concern different missing symbols and likely different exports regressions." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "A model-type warning for sam3 is unrelated to MobileLLM key errors during load." + "reason": "A model-type warning for sam3_video/sam3_tracker is not the same as a KeyError loading MobileLLM." }, { "left": "issue:45362", "right": "issue:46328", "accept": false, - "reason": "Qwen3.5 chat crash and a padding performance issue are unrelated." + "reason": "Qwen3.5 chat crashing and a pad inefficiency in feature extraction are unrelated." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenizer output changes across versions are not the same as a noisy logging message." + "reason": "Tokenization regression and noisy logging are different concerns with no shared underlying bug." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "Vitpose breakage is a model-specific issue, not the backend mapping error for tensorflow_text." + "reason": "Broken vitpose models and an undefined backend error are separate loading failures." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict granite_speech config loading and a docs parameter mismatch are unrelated." + "reason": "Strict config loading for granite_speech and a docs parameter-name mismatch are unrelated." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "save_pretrained shard-size question is not the same as Qwen3.5 MoE from_pretrained failure." + "reason": "A question about max_shard_size is not the same as a Qwen3.5 from_pretrained regression." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 settings guidance is unrelated to MLA q_a_layernorm missing rms_norm_eps." + "reason": "TF32 API/settings guidance and a missing rms_norm_eps bug in MLA are unrelated." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:39401", + "right": "issue:46209", "accept": false, - "reason": "GenerationConfig invalidity is a different bug from unrecognized model config / missing model_type." + "reason": "Tokenizer offset mapping and FP8 inference on B200 concern completely different parts of the stack." }, { - "left": "issue:39401", - "right": "issue:46209", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "Tokenizer offset mapping and FP8 inference failure on B200 are different problems." + "reason": "Invalid GenerationConfig and unrecognized model/config model_type are different loading/validation failures." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Same model family, but distinct failures: missing projections vs Qwen3.5 MoE from_pretrained error." + "reason": "These are both Qwen-family reports, but one is missing projections in qwen3next and the other is a from_pretrained error in Qwen3.5 MoE." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 API messaging is unrelated to trust_remote_code cache FileNotFoundError." + "reason": "TF32 behavior control and trust_remote_code cache file lookup are unrelated." }, { - "left": "issue:44261", - "right": "issue:46762", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "Both numerical, but one is rms_norm_eps precision mismatch and the other is Minimax attention reference divergence." + "reason": "A missing configuration_utils import and a fbank feature extraction issue do not share the same bug." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:44261", + "right": "issue:46762", "accept": false, - "reason": "ImportError for layer_type_validation is unrelated to _torch_extract_fbank_features()." + "reason": "Both mention numerics in attention-like code, but they are different models and different concrete bugs." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "SGD args not used and optimizer step called twice under deepspeed are different optimizer bugs." + "reason": "SGD arguments being ignored is not the same as optimizer.step being called twice under deepspeed." }, { - "left": "issue:44964", + "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "A specific Phi-4 multimodal loading failure is not the same as broad post-upgrade import errors." + "reason": "A specific missing import from image_utils and a broad import-error regression are too different to merge as duplicates." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "torch.split return-value handling in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." + "reason": "A torch.split return-value bug in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation correctness." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Wrong tokenizer decoder type and changed tokenization across versions are related broadly, but not the same concrete bug." - }, - { - "left": "issue:43097", - "right": "issue:44493", - "accept": false, - "reason": "Removal of tie_embeddings_and_encoder_decoder and unexpected position-id keys are different regressions." - }, - { - "left": "issue:43673", - "right": "issue:45341", - "accept": false, - "reason": "Generation cache missing in chunked_prefill is unrelated to the testing_utils bug." + "reason": "Both are tokenizer-related v5 regressions, but one is decoder type validation and the other is changed tokenization output." } ] }, @@ -15735,8 +15700,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -15767,6 +15732,7 @@ "issue:44483", "issue:44484", "issue:44485", + "issue:44493", "issue:44829", "issue:44933", "issue:44987", @@ -15785,23 +15751,23 @@ "issue:46123", "issue:46172", "issue:46231", - "issue:46369", - "issue:46655", - "issue:46664" + "issue:46369" ], "soft_pairs": [ - "issue:42222|issue:45542", + "issue:43097|issue:44493", + "issue:43673|issue:45341", "issue:41628|issue:45071", + "issue:42222|issue:45542", "issue:43931|issue:44410", "issue:45071|issue:45542", "issue:44484|issue:45478", - "issue:44483|issue:45464", "issue:43012|issue:43577", + "issue:44483|issue:45464", "issue:44263|issue:46172", "issue:44360|issue:46172", "issue:43874|issue:44261", - "issue:27957|issue:43352", "issue:43931|issue:44038", + "issue:27957|issue:43352", "issue:43441|issue:44829", "issue:43097|issue:43452", "issue:45003|issue:45341", @@ -15819,231 +15785,242 @@ "issue:44410|issue:45375", "issue:43064|issue:44315", "issue:43097|issue:46050", - "issue:44038|issue:44410", "issue:38617|issue:42757", - "issue:43986|issue:44484", - "issue:46655|issue:46664" + "issue:44038|issue:44410", + "issue:43986|issue:44484" ], - "prepared_review_unit_hash": "a56870ac1c2790470273ff929896062b12823c921155b82a46c3e385d53b756b", + "prepared_review_unit_hash": "e5d34aa388ea477633426860995a5c44e8ad412679fd293567c1f34786c52b78", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37379, - "estimated_input_tokens": 9345, - "estimated_eval_tokens": 18946 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37107, + "estimated_input_tokens": 9277, + "estimated_eval_tokens": 18810 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous, with mostly unrelated import, model-specific, training, and processor bugs. None of the proposed soft pairs looks like a true duplicate; they mostly share only a broad subsystem or keyword.", - "confidence": 0.92, - "canonical_issue_reason": "No single true canonical duplicate stands out because the cluster spans many unrelated bugs. If a representative must be chosen, issue:45071 is the broadest core-regression item and the least model-specific.", + "summary": "These are mostly unrelated bugs/features that only share surface-level Transformers/model terminology. I do not see any soft pair that describes the same underlying defect closely enough to merge.", + "confidence": 0.96, + "canonical_issue_reason": "No true canonical duplicate exists; if forced, issue 43097 is the most central/high-signal report among otherwise heterogeneous issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45071 is the best overall representative because it concerns a core API regression in PretrainedConfig and is broader than the mostly model-specific or peripheral reports.", + "best_issue_reason": "Issue 43097 is the broadest and most cited regression here, so it is the best representative issue even though the cluster is not a duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "API removal in 5.0 vs unexpected position-id key warnings; different bugs and code paths." + }, + { + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "Different problems: vitpose model breakage vs TensorBoard-only TF backend handling." + "reason": "Chunked prefill cache regression vs a testing utility bug; unrelated subsystems." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "One is an import failure for AutoImageProcessor; the other is a type-checking regression in PretrainedConfig." + "reason": "AutoImageProcessor import failure vs PreTrainedConfig type-checking regression; not the same issue." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Vitpose model breakage vs TensorFlow-backend detection when only tensorboard is installed; different root causes." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Both are Qwen-family, but they describe different model failures and different code paths." + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3next missing projections in layer 0; separate model-loading vs architecture bugs." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Core type-checking regression vs missing/undefined TensorFlow backend error; not the same bug." + "reason": "Type checking regression in config classes vs undefined tf backend error; unrelated." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Unrelated: shard-size/save_pretrained behavior vs Qwen3.5 MoE loading error." + "reason": "save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained failure; not the same defect." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Both involve chat/completions, but one is a general API rejection and the other is a streaming-specific Qwen3.5-0.8B failure." + "reason": "Bfloat16 compilation warning vs BLIP2 dtype staying float32; similar theme but different symptoms and fixes." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "Both mention dtype/precision, but one is a PyTorch warning during compile and the other is a BLIP2 loading dtype mismatch." + "reason": "Chat/completions request rejection vs streaming inference failure on a specific model; not the same code-path problem." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Different model components and different failure modes; no shared code-path bug." + "reason": "DSA indexer split return values vs deepseek-v4 transpose bug; different internals." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "DSA indexer ReLU issue vs DeepSeek V4 dtype/transpose issue are unrelated." + "reason": "Missing ReLU in the DSA indexer vs a dtype/transpose issue; unrelated bugs." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Different multimodal/model bugs: image patch counting vs MLA q_a_layernorm epsilon precision." + "reason": "Missing get_number_of_image_patches vs missing rms_norm_eps precision issue; different components." }, { - "left": "issue:27957", - "right": "issue:43352", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Same Flash Attention 2 keyword, but different models and different support issues." + "reason": "Qwen3-VL weight mismatch vs Qwen3-VL-Moe bug; related family, but not the same failure." }, { - "left": "issue:43986", - "right": "issue:44038", + "left": "issue:27957", + "right": "issue:43352", "accept": false, - "reason": "One is AutoProcessor/torchvision handling; the other is a Qwen3-VL-Moe bug." + "reason": "Flash Attention 2 support request for XLMRoberta vs NemotronHForCausalLM; different model-specific support gaps." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both mention FlashAttention, but one is a model compatibility failure and the other is degenerate training with FA3." + "reason": "FlashAttention support failure vs degenerate training with flash_attention_3; different problems." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Version-5 breaking change vs gguf_file loading regression; no concrete shared bug." + "reason": "Removed tie_embeddings API vs gguf_file loading breakage; unrelated loading/config issues." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a small testing_utils bug." + "reason": "Unsafe sys.modules access vs a small testing_utils bug; no shared root cause." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Video-model/AutoProcessor crash vs testing utility issue are unrelated." + "reason": "AutoProcessor crash without torchvision vs testing_utils bug; different subsystems." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Both are precision/architecture discussions, but they affect different models and different implementation paths." + "reason": "RMS norm epsilon precision error vs GLM-5 RoPE implementation issue; not the same bug." }, { "left": "issue:44933", "right": "issue:46231", "accept": false, - "reason": "Import/export issue from image_utils vs documentation parameter mismatch; not the same change." + "reason": "Missing image_utils import vs documentation parameter mismatch; unrelated." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Different symptoms and subsystems: image-specific infinite loop vs memory overflow in a different model." + "reason": "Infinite loop on a specific image vs memory overflow in sam3-litetext; different failures." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping None handling and a specific model load failure are not the same underlying bug." + "reason": "Tokenizer mapping None handling vs loading failure for physical-intelligence/fast; separate loader bugs." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing_utils bug." + "reason": "Qwen3-MoE sliding_window bug vs testing_utils bug; unrelated." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Cache handling in generation vs partial-batch result dropping in MaskGenerationPipeline are different code paths." + "reason": "Generation cache missing during chunked prefill vs final partial batch dropping results; different pipeline bugs." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different GLM-related bugs with different APIs and failure modes." + "reason": "Image patch counting vs torch.split return values; different model utilities." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Both touch DeepSeek-family models, but one is a remote/native implementation divergence and the other is a dtype/transpose bug." + "reason": "DeepSeekV3MoE divergence vs deepseek-v4 comb transpose issue; different model versions and code paths." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Removal of a config helper is unrelated to a flash_attention integration crash on sink-less models." + "reason": "API removal issue vs flash_attention.py crash on sink-less models; unrelated." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "AutoProcessor/torchvision crash vs mistral_common ReasoningEffort import error are unrelated." + "reason": "AutoProcessor/video torchvision crash vs ReasoningEffort import error from mistral_common; unrelated import failures." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Different Qwen variants and different missing fields/projections; not one duplicate bug." + "reason": "Missing qkv/gate projections vs missing deepstack_visual_indexes field; different configuration bugs." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to Liger Kernel not being applied with model_init." + "reason": "Wrong optimizer states under FSDP2/PEFT vs Liger kernel not applied with model_init; different training issues." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:43097", + "right": "issue:46050", "accept": false, - "reason": "Both are Qwen-related, but one is a general transformers-v5 bug and the other is missing projections in a specific layer." + "reason": "5.0 API removal vs quantized model save/load regression; unrelated." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Two separate import errors from different modules/dependencies." + "reason": "Different missing imports from different libraries/symbols; same symptom class, not same bug." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "AutoProcessor video-model crash vs shard-size question are unrelated." + "reason": "Qwen3-VL-Moe bug vs qwen3next missing projections; distinct model families and failures." }, { - "left": "issue:46655", - "right": "issue:46664", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Both are SmolVLM video-processor issues, but one is padding calculation and the other is num_frames semantics; not clearly the same bug." + "reason": "Torchvision-dependent processor crash vs shard-size question; no common underlying defect." } ] }, @@ -16069,11 +16046,9 @@ "nodes": [ "issue:36683", "issue:38617", - "issue:42175", "issue:42890", "issue:42907", "issue:43012", - "issue:43064", "issue:43066", "issue:43097", "issue:43208", @@ -16112,11 +16087,14 @@ "issue:46298", "issue:46365", "issue:46421", + "issue:46655", + "issue:46664", "issue:46701", "issue:46710", "issue:46752" ], "soft_pairs": [ + "issue:46655|issue:46664", "issue:46298|issue:46752", "issue:42890|issue:46298", "issue:46172|issue:46710", @@ -16132,8 +16110,8 @@ "issue:44938|issue:46178", "issue:42907|issue:44655", "issue:42907|issue:45753", - "issue:43825|issue:44655", "issue:43208|issue:43550", + "issue:43825|issue:44655", "issue:43012|issue:43550", "issue:45712|issue:46298", "issue:43012|issue:44368", @@ -16148,242 +16126,234 @@ "issue:45584|issue:46365", "issue:44222|issue:45478", "issue:36683|issue:43582", - "issue:44380|issue:45479", - "issue:42175|issue:46365", - "issue:43064|issue:44380" + "issue:44380|issue:45479" ], - "prepared_review_unit_hash": "391e600863c3bde8a91e56732f6acb4405f57c6e7588196531c7ec7746eb2ed8", + "prepared_review_unit_hash": "c24a3579f67fd36e449ef6663efa826ae6ac8342ef5679f6d6c73b74ab28dcc2", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37770, - "estimated_input_tokens": 9443, - "estimated_eval_tokens": 19142 + "soft_pair_count": 33, + "serialized_chars": 37395, + "estimated_input_tokens": 9349, + "estimated_eval_tokens": 18954 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a loose set of unrelated Transformers issues rather than a duplicate cluster. I found no soft-edge pair that clearly describes the same underlying bug/change, so all candidate links should be rejected.", - "confidence": 0.41, - "canonical_issue_reason": "issue:43873 has the strongest standalone signal in this set: active discussion, inbound references, and a concrete user-facing runtime bug with a clear reproduction around quantization/offloading.", + "summary": "The cluster is highly heterogeneous: it spans unrelated import errors, model-specific regressions, save/load issues, compiler/runtime warnings, and pipeline/tokenizer bugs. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 43873 is the most substantial/high-signal report in the set by discussion and inbound references, but the cluster does not actually form a duplicate group; it is only the closest thing to a representative issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative issue here because it is specific, actionable, and broadly impactful compared with the mostly unrelated import/test/config complaints in the rest of the set.", + "best_issue_reason": "Issue 43873 has the richest reproduction context and broad runtime impact, so it is the best representative candidate among otherwise unrelated issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor reports, but one is a padding bug and the other is a semantic inconsistency in num_frames." + }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "A noisy logging message is unrelated to an IndexError in apply_chat_template on an empty list." + "reason": "A noisy logging message and an empty-list apply_chat_template IndexError are unrelated failures." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "Test flakiness from missing set_seed is unrelated to logging output." + "reason": "Missing set_seed in SamHQ tests is unrelated to a logging issue." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "These involve different failure modes: a model-specific tensor operation bug versus an accuracy regression after upgrade." + "reason": "DeepSeek-v4 transpose/dtype bug and an accuracy regression after upgrade are different problem types and code paths." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different code paths." + "reason": "Both are import errors, but they involve different missing symbols and different modules." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Removed API warning behavior and quantization offloading failure are different issues." + "reason": "Removed tie_embeddings_and_encoder_decoder and quantization offloading are separate configuration/runtime issues." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Tokenizer AddedToken construction error is unrelated to TOKENIZER_MAPPING_NAMES returning None." + "reason": "AddedToken keyword collision and TOKENIZER_MAPPING_NAMES returning None are distinct tokenizer initialization bugs." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "A tokenizer mapping assumption bug is unrelated to a pipeline failure for DiffusionGemma output." + "reason": "Tokenizer mapping None handling and DiffusionGemma pipeline failure are unrelated." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "trainer.evaluate() after train() and failing to import Trainer due to datasets are different problems." + "reason": "Trainer evaluation failure after train is not the same as importing Trainer only after uninstalling datasets." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "local_files_only network leakage is unrelated to a missing embed_tokens.weight during UMT5Encoder loading." + "reason": "local_files_only network leakage and a missing embed_tokens.weight in UMT5Encoder are different loading bugs." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Passing kwargs to cached_file and auto_docstring crashes from future annotations are unrelated code paths." + "reason": "AutoProcessor cached_file kwarg forwarding and auto_docstring annotation parsing are unrelated." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "Attention scaling being ignored and cache lazy initialization causing recompilation are different bugs." + "reason": "GPT2 attention scaling being ignored and cache lazy initialization causing recompilation are different runtime behaviors." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "AutoProcessor/torchvision crash is unrelated to tokenizer mapping returning None." + "reason": "Missing torchvision crash in AutoProcessor is not the same as tokenizer mapping None handling." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import failure and missing BACKENDS_MAPPING entry for tensorflow_text are separate compatibility issues." + "reason": "Python 3.14 load failure and tensorflow_text backend mapping error are different compatibility/import problems." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Saving dequantized models and saving Pipeline objects both involve serialization, but they are not the same defect." + "reason": "Saving dequantized Ministrals/Devstrals and saving Pipeline objects are different save_pretrained failures." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Model save failure and an infinite-loop generation bug are unrelated." + "reason": "A dequantized-save bug and a Qwen3_5 infinite-loop bug are unrelated." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "A v5 pipeline error message and save_pretrained on Pipeline objects are different behaviors." + "reason": "xLSTM training blockers and Bamba torch.compile SDPA failure are different model/runtime issues." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "xLSTM training bugs and Bamba torch.compile SDPA failure are model-specific and distinct." + "reason": "pipeline() task-support messaging and pipeline object serialization are unrelated." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A precision warning during bf16 compilation is not the same as a compile failure with SDPA." + "reason": "A bfloat16 compilation warning and a Bamba SDPA compile failure are not the same bug." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Dummy class leakage in no-torch environments is unrelated to a logging message." + "reason": "Leftover dummy classes and a noisy logging message are separate repo hygiene issues." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "These are different warnings with different causes and remediation." + "reason": "PyTorch precision warning and tie_word_embeddings warning are different warnings with different causes." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing weights on load is unrelated to the default 50GB shard size in save_pretrained." + "reason": "Missing embed_tokens.weight and max_shard_size default behavior are unrelated save/load concerns." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not the same bug." + "reason": "Tokenizer decoder type bug and a reproduction of another issue are not the same concrete defect." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Flash Attention support for a model and Python version compatibility are separate problems." + "reason": "Flash Attention 2.0 support missing and Python version compatibility are different issues." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "They both mention attention backends, but one is missing FA2 support for a model while the other ignores attention scaling config." + "reason": "NemotronH Flash Attention support and GPT2 attention scaling are separate model-specific problems." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder and noisy logging are unrelated." + "reason": "A removed config flag and a noisy logging message do not share the same underlying bug." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and a DeepSeek tensor operation issue are unrelated model-specific bugs." + "reason": "ESM2 breakage and DeepSeek transpose/runtime issue are unrelated model bugs." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "Ignoring GPT2 attention scaling and AttentionInterface.register changing function behavior are different code-path issues." + "reason": "GPT2 attention scaling and AttentionInterface.register behavior change are different attention-system issues." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "A patchtsmixer post_init policy issue is unrelated to importing Trainer failing because of datasets." + "reason": "patchtsmixer post_init validation and Trainer import failure via datasets are unrelated." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription generation failure is unrelated to a Trainer import problem." + "reason": "Whisper empty transcription failure and Trainer import conflict are separate bugs." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained and Qwen3.5 MoE from_pretrained errors are different save/load bugs." + "reason": "FP8 save_pretrained failure and Qwen3.5 MoE from_pretrained error are distinct model serialization/loading issues." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "A missing config attribute and an Apple Silicon TypeError are unrelated." + "reason": "Gemma3Config missing vocab_size and Apple Silicon warmup TypeError are unrelated." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention backend config being ignored is unrelated to a degenerate zero-loss classification setup." - }, - { - "left": "issue:42175", - "right": "issue:46365", - "accept": false, - "reason": "Backend installation packaging and Trainer import interference from datasets are different problems." - }, - { - "left": "issue:43064", - "right": "issue:44380", - "accept": false, - "reason": "Distributed optimizer state corruption and attention scaling backend behavior are unrelated." + "reason": "Attention scaling ignored in GPT2 and degenerate zero-loss classification are different code paths." } ] }, @@ -16402,8 +16372,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -16412,10 +16382,10 @@ "issue:36296", "issue:36683", "issue:38617", + "issue:42175", "issue:42490", "issue:42757", "issue:42994", - "issue:43010", "issue:43012", "issue:43064", "issue:43208", @@ -16449,7 +16419,6 @@ "issue:44938", "issue:45216", "issue:45276", - "issue:45278", "issue:45310", "issue:46077", "issue:46082", @@ -16457,6 +16426,8 @@ "issue:46369" ], "soft_pairs": [ + "issue:42175|issue:46365", + "issue:43064|issue:44380", "issue:42757|issue:43824", "issue:42490|issue:43012", "issue:43012|issue:44683", @@ -16487,229 +16458,234 @@ "issue:36683|issue:44625", "issue:29870|issue:36296", "issue:43992|issue:45310", - "issue:43064|issue:44492", - "issue:43010|issue:45278" + "issue:43064|issue:44492" ], - "prepared_review_unit_hash": "3529b1991b2797db8d4b6671a863072ec280c158a3b3d5aa559a75efb46398a4", + "prepared_review_unit_hash": "12f27ed1af5f96bccb157f234057ae60162e85e1b53c6fa6e5fa627700a62fb6", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36940, - "estimated_input_tokens": 9235, - "estimated_eval_tokens": 18726 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36677, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are largely heterogeneous: import errors, model-specific config/load regressions, saving bugs, attention/mask regressions, and unrelated training/runtime problems. None of the soft pairs look like the same concrete underlying bug or change, so all soft edges should be rejected.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45278 is the broadest, most representative upgrade-regression report in this set; it best matches the generic import-breakage theme, whereas most others are narrower model- or feature-specific tickets.", + "summary": "No strong duplicate cluster emerges from the soft pairs; they are mostly loose topical matches (imports, save/load, config regressions) rather than the same underlying bug. I\u2019d use the CLIPVisionModel hidden-states regression as the most representative issue in this set.", + "confidence": 0.19, + "canonical_issue_reason": "issue:43618 is the cleanest, most concrete regression report in the set: a single, reproducible v5 behavior change with a clear symptom and target area (CLIP vision outputs).", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is also the best standalone triage candidate because it has a clear user-facing symptom and broad scope; the rest are more specialized or orthogonal.", + "best_issue_reason": "issue:43618 is the best issue to anchor this cluster because it is specific, user-facing, and easier to triage than the broader or more ambiguous reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Different failures: packaging/backend dependency gap vs Trainer import resolution problem. Same ecosystem, not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Unrelated code paths: distributed optimizer state corruption vs attention-scaling being ignored in specific backends." + }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols, different modules, and likely different root causes." + "reason": "Both are import errors, but they concern different missing symbols from different packages and likely different fixes." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "One is about a trailing-slash local model path warning; the other is a PyTorch warning during bfloat16 compilation." + "reason": "Different warning types and triggers: local path parsing vs bfloat16 compilation precision warning." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "Both involve compilation/warnings, but one is a warning on a bfloat16 model while the other is a flex_attention failure on newer torch." + "reason": "A warning about precision is not the same as a torch>=2.9 flex_attention compile failure." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "Completely unrelated subsystems: xLSTM training bugs vs BeitImageProcessorFast label reduction." + "reason": "Different models and subsystems: xLSTM training blockers vs BEiT image processor label reduction bug." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "A chat-completions API request failure is not the same bug as a batched processor/chat-template crash." + "reason": "Different surfaces and root causes: chat completions API request validation vs processor chat-template batching crash." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Same model family, but one is a loading regression and the other is fp8 inference support; not the same fix." + "reason": "Same broad model family, but one is a loading regression and the other is fp8 inference support; not the same concrete bug." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIP regressions, but they affect different outputs and different code paths." + "reason": "Both are CLIP regressions, but one is missing attentions and the other is missing hidden_states; separate outputs and fixes." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIP attentions assignment and GPT2 attention scaling under SDPA/FlashAttention are unrelated bugs." + "reason": "Completely different problem areas: CLIP output fields vs GPT2 attention-scaling behavior." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "ImportError for a missing utility and unintended network requests with local_files_only=True are different problems." + "reason": "ImportError for a utility symbol vs unexpected network calls despite local_files_only=True; unrelated defects." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both mention RoPE, but they concern different models and different implementation issues." + "reason": "Both mention RoPE, but they involve different models and different implementation problems." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Saving quantized models and saving Pipeline objects are different save_pretrained code paths." + "reason": "Save-related issues, but one is quantized model serialization and the other is Pipeline.save_pretrained behavior." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both are load failures, but one is a Qwen3VL-Moe regression and the other is a state_dict ordering error." + "reason": "Both affect model loading, but one is a base_model_prefix regression and the other is a state_dict sorting/load error." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 label propagation and Trainer import failure are unrelated." + "reason": "Different domains: config propagation for Qwen3.5 vs a Trainer import conflict caused by datasets." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Both are Gemma4 bugs, but one is token embedding resize propagation and the other is bidirectional-attention mask construction." + "reason": "Same model family, but different features: embedding resizing vs bidirectional attention mask construction." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Different model families and different missing attributes; no shared code path is evident." + "reason": "Different models and failures: Gemma3 config missing vocab_size vs SAM3 output missing fpn_position_embeddings." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different removed/moved symbols in different packages." + "reason": "Both are import errors, but they concern different missing names from different modules with no shared code path." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "FlashAttention support for a model and an invalid GenerationConfig error are not the same bug." + "reason": "Different models and distinct validation failures: Flash Attention 2 support vs invalid GenerationConfig." }, { "left": "issue:44483", "right": "issue:46369", "accept": false, - "reason": "One is an API endpoint request failure; the other is a Trainer import conflict with datasets." + "reason": "Unrelated issues: chat completions API rejection vs inability to import Trainer due to datasets." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Base_model_prefix loading regression and Pipeline save_pretrained failure are unrelated." + "reason": "Loading-model regression vs saving-Pipeline regression; opposite operations and different fixes." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Documentation mismatch for return_all_scores is not the same as pipeline serialization failing." + "reason": "Docs/behavior mismatch for a pipeline option is not the same as Pipeline.save_pretrained failing." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3 config missing vocab_size and patchtsmixer post_init validation are unrelated." + "reason": "Different models and unrelated config constraints: Gemma3 vocab_size vs patchtsmixer post_init policy." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Gemma4 bidirectional attention are different model-specific regressions." + "reason": "Different Gemma4/Qwen3.5 configuration bugs; no shared underlying defect." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both mention Python compatibility, but they refer to different versions and different failure modes." + "reason": "Both are Python-version compatibility reports, but they target different version ranges and likely distinct breakages." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "State_dict-sorting load error and incorrect Qwen3.5 checkpoint saving are different save/load bugs." + "reason": "Different lifecycle stages and symptoms: loading a sorted state_dict vs saving an incorrect checkpoint." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Gemma4 attention-mask behavior and LlamaConfig head_dim validation are unrelated." + "reason": "Same broad config area, but one is attention-mask behavior and the other is head_dim validation; not the same bug." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP attention output regression and Qwen3.5 save_pretrained checkpoint regression are unrelated." + "reason": "Different models and operations: CLIP output regression vs Qwen3.5 checkpoint-saving regression." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Different attribute errors in different model configs; no common underlying bug." + "reason": "Different models and different missing config attributes; not duplicates." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Gemma3 vocab_size missing and Qwen3.5 num_labels propagation are separate config issues." + "reason": "Gemma3 config bug vs Qwen3.5 num_labels propagation bug; unrelated." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "Bart generate() decoder_attention_mask bug and tensor-parallel training bug do not share a concrete code path." + "reason": "Bart generate mask assignment error vs tensor-parallel training bug are unrelated failures." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Both are Qwen3.5-related loading issues, but one is missing embed_tokens weights and the other is a broader from_pretrained regression." + "reason": "Both are from_pretrained issues, but on different models and with different failure modes (missing weight vs loading error)." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to a typo in cache strategy naming." - }, - { - "left": "issue:43010", - "right": "issue:45278", - "accept": false, - "reason": "A no_grad decoration request for cache updates is unrelated to broad import failures after version upgrade." + "reason": "Distributed training optimizer bug is unrelated to a typo in cache-strategy text." } ] }, @@ -16728,8 +16704,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -16743,7 +16719,6 @@ "issue:42898", "issue:43010", "issue:43064", - "issue:43065", "issue:43502", "issue:43575", "issue:43618", @@ -16769,6 +16744,7 @@ "issue:44964", "issue:45071", "issue:45125", + "issue:45278", "issue:45357", "issue:45375", "issue:45440", @@ -16783,6 +16759,7 @@ "issue:46664" ], "soft_pairs": [ + "issue:43010|issue:45278", "issue:44075|issue:46365", "issue:29870|issue:33453", "issue:44355|issue:44855", @@ -16791,11 +16768,11 @@ "issue:36683|issue:43064", "issue:43867|issue:45375", "issue:42890|issue:45561", - "issue:43010|issue:45850", "issue:41669|issue:44246", + "issue:43010|issue:45850", "issue:36296|issue:43575", - "issue:43618|issue:44077", "issue:43010|issue:43976", + "issue:43618|issue:44077", "issue:43992|issue:45478", "issue:43867|issue:45357", "issue:28282|issue:33453", @@ -16811,217 +16788,216 @@ "issue:44222|issue:45125", "issue:43723|issue:44556", "issue:44387|issue:44556", - "issue:43824|issue:46617", - "issue:43010|issue:43065" + "issue:43824|issue:46617" ], - "prepared_review_unit_hash": "2c7b6ddff1b17aef4bd1eadae5c6a2fde77b395b58e385f1c7b47a589c1f8822", + "prepared_review_unit_hash": "c46dd4928260db9a8d7e4d8bbbe7f0990b06fd5983580fa04b9a75c46610f563", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36363, - "estimated_input_tokens": 9091, - "estimated_eval_tokens": 18438 + "serialized_chars": 36376, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab-bag of unrelated Transformers issues across import/loading, tokenizer, tensor-parallel, quantization, and CI bugs. The soft pairs share broad keywords or subsystems, but they do not look like the same underlying bug/change, so none should be merged as duplicates.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43824 is the strongest representative issue here: it has clear user impact, multiple inbound references, and a concrete import failure with a specific model/component.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the best overall issue candidate because it is concrete, widely impactful, and has more evidence/discussion than most others in the set.", - "best_pr_reason": null, + "summary": "This cluster is mostly a set of superficially similar but distinct issue reports across import/loading regressions, tokenizer/config bugs, training/TP issues, and flaky tests. I do not see any pair that looks like the same underlying bug or change, so there is no sensible canonical duplicate target here.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the items span unrelated problems across loading, config, tokenization, training, serving, and test flakiness.", + "canonical_pr_reason": "No PRs in this cluster.", + "best_issue_reason": "No single issue is a good global duplicate target; the overlap is mostly broad wording like \"load\" or \"import\" rather than the same concrete failure.", + "best_pr_reason": "No PRs in this cluster.", "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache/Layer update decoration bug vs broad import regressions after upgrade; different code paths and symptoms." + }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "Optimizer arguments not being used is a different bug from importing Trainer failing due to datasets interaction." + "reason": "SGD args being ignored is a training optimizer issue; Trainer import failure tied to datasets is an import/dependency conflict." }, { "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "Both involve modeling/tokenizer code, but one is a BART generate-time mask bug and the other is a tokenizer-loading regression." + "reason": "BART generate decoder mask bug vs tokenizer loading regression; unrelated model execution paths." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Different failure modes: running compiled Python files versus a Python 3.13 @torch.jit.script parsing/IndentationError issue." + "reason": "Compiled Python file loading errors vs Python 3.13 DebertaV2 import/parsing failure; not the same bug." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python 3.14 load failure and PretrainedConfig type-checking regression are unrelated changes." + "reason": "Python 3.14 load failures and PretrainedConfig type-checking regression are different compatibility problems." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "State-dict ordering load error and Gemma pipeline roundtrip on \u2581 are different model-loading problems." + "reason": "State-dict sorting load error vs Gemma pipeline roundtrip on \u2581; unrelated model I/O issues." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Missing Gemma3Config.vocab_size is unrelated to the FSDP2+PEFT optimizer-state mismatch." + "reason": "Missing Gemma3Config vocab_size vs wrong optimizer states under FSDP2+PEFT; distinct bugs." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "A generic load-model state_dict issue is not the same as a missing Qwen3.5 vision config field." + "reason": "Load failure on sorted state_dict vs missing Qwen3_5MoeVisionConfig field; different failure modes." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Both touch testing, but one is missing set_seed() in a model integration test and the other is an xdist file race." + "reason": "Both are test flakiness, but one is missing set_seed in SamHQ tests and the other is an xdist race on captured_info.txt." }, { - "left": "issue:43010", - "right": "issue:45850", + "left": "issue:41669", + "right": "issue:44246", "accept": false, - "reason": "A no_grad decoration request for cache updates is not the same as a broad report that v5 breaks many models." + "reason": "Import * slowdown in models and intermittent import-transformers slowness are both performance-related, but not the same concrete cause." }, { - "left": "issue:41669", - "right": "issue:44246", + "left": "issue:43010", + "right": "issue:45850", "accept": false, - "reason": "Removing import * to speed import time is different from intermittent slow import behavior." + "reason": "A specific no_grad decoration bug is not the same as the broad claim that v5 breaks too many models." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug and tp-related OOM on a huge model are related at a high level but not the same concrete defect." + "reason": "Tensor-parallel training bug vs OOM when loading a specific TP model; similar area, different underlying problem." }, { - "left": "issue:43618", - "right": "issue:44077", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "CLIPOutput attentions assignment and patchtsmixer post_init restriction are unrelated model issues." + "reason": "No_grad cache update bug is unrelated to Python version compatibility for Transformers 5.1.0." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:43618", + "right": "issue:44077", "accept": false, - "reason": "Cache/Layer no_grad decoration has no relation to the Python 3.9+ / 3.10+ compatibility issue." + "reason": "Missing CLIP attentions field vs patchtsmixer post_init policy; different models and fixes." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Missing embed_tokens.weight in UMT5Encoder and Qwen3.5 MoE from_pretrained failure are different loading bugs." + "reason": "UMT5Encoder missing embed_tokens.weight vs Qwen3.5 MoE from_pretrained error; both loading-related, but not the same bug." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "They both concern loading/saving, but one is a sorted state_dict load error and the other is incorrect visual encoder keys on save_pretrained." + "reason": "Load error when state_dict is sorted vs incorrect visual encoder keys on save_pretrained; save-side and load-side bugs differ." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Missing PyTorch import error is unrelated to a tokenizer-loading regression." + "reason": "PyTorch-missing ImportError vs tokenizer loading regression; unrelated failures." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "CLIPOutput attentions missing and CLIP text-model structure inconsistency are distinct CLIP-related regressions." + "reason": "Both mention CLIP, but one is missing attentions assignment and the other is an inconsistent class structure in v5.6." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "A CLIPOutput field issue is unrelated to an AMP/CUDA crash in LwDetrImageLoss." + "reason": "CLIP attentions regression and LwDetr AMP crash are unrelated issues." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer missing ReLU and DeepSeekV3 implementation divergence do not describe the same bug." + "reason": "DSA indexer ReLU discussion vs DeepseekV3MoE divergence from remote implementation; not the same bug." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "A flaky test due to missing seed is unrelated to a latest-transformers model-loading failure." + "reason": "Seed-related test flakiness is unrelated to loading Phi-4 multimodal with latest transformers." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Seed-related test flakiness and a stale device override failure are different CI issues." + "reason": "Missing set_seed in SamHQ tests vs GraniteSpeech stale device override test race; both CI issues, different causes." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Test seeding flakiness is unrelated to auto_mappings referencing removed Sam3LiteText configs." + "reason": "SamHQ seeding flake vs auto_mappings referencing removed configs; different files and failures." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenization_spaces behavior in v5 and SmolVLM num_frames semantics are unrelated API/processor issues." + "reason": "Tokenization_spaces behavior change vs SmolVLM num_frames meaning mismatch; both API semantics, but not the same change." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "local_files_only still making network requests is not the same as AddedToken receiving duplicate special arguments." + "reason": "local_files_only still causing API requests is a network/privacy bug; AddedToken keyword collision is a tokenizer construction bug." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV-cache continuation indexing in serve and trust_remote_code cache FileNotFoundError are different code paths." + "reason": "KV-cache continuation tensor indexing crash vs FileNotFoundError loading trust_remote_code model from cache; different subsystems." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained for MoE and missing _tp_plan for Qwen3_5MoeForConditionalGeneration are separate tensor-parallel/serialization bugs." + "reason": "FP8 save_pretrained for MoE vs missing _tp_plan for tensor parallelism; unrelated model support gaps." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading in v5 and checkpoint reload incompatibility after upgrading versions are related only broadly, not the same defect." + "reason": "Tokenizer.from_pretrained regression in v5 vs checkpoint reload incompatibility after upgrading from v4.57; both loading-related but not the same defect." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 quantization memory growth and checkpoint reload incompatibility are different regressions." + "reason": "Int4 quantization OOM from reserved memory growth vs checkpoint reload failure after upgrade; different symptoms and fixes." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Qwen2_5_VL import failure and a trust_remote_code cache FileNotFoundError are both loading issues but not the same bug." - }, - { - "left": "issue:43010", - "right": "issue:43065", - "accept": false, - "reason": "Cache/Layer no_grad decoration and a dummy Conv2d in Sam3PixelDecoder are unrelated changes." + "reason": "Missing Qwen2_5_VLForConditionalGeneration import vs cache FileNotFoundError for trust_remote_code; unrelated import vs filesystem issue." } ] }, @@ -17040,8 +17016,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -17057,6 +17033,7 @@ "issue:42548", "issue:42757", "issue:43010", + "issue:43065", "issue:43232", "issue:43299", "issue:43475", @@ -17077,14 +17054,13 @@ "issue:44655", "issue:44749", "issue:44908", + "issue:44938", "issue:44961", "issue:45071", "issue:45125", - "issue:45362", "issue:45375", "issue:45468", "issue:45478", - "issue:45850", "issue:46132", "issue:46143", "issue:46144", @@ -17094,6 +17070,7 @@ "issue:46726" ], "soft_pairs": [ + "issue:43010|issue:43065", "issue:43502|issue:44485", "issue:43874|issue:46617", "issue:43576|issue:46132", @@ -17122,31 +17099,30 @@ "issue:44961|issue:45468", "issue:44351|issue:46617", "issue:44485|issue:44961", - "issue:44908|issue:44961", "issue:36296|issue:43901", - "issue:38617|issue:43576", + "issue:44908|issue:44961", + "issue:43576|issue:44938", "issue:46143|issue:46144", "issue:43475|issue:46617", "issue:44222|issue:44230", "issue:41628|issue:42548", "issue:44315|issue:46209", - "issue:44485|issue:46664", - "issue:45362|issue:45850" + "issue:44485|issue:46664" ], - "prepared_review_unit_hash": "d71dc2d3b16e01f7a9c09815a72b8f2d97f14feccd5aa941f9a359a2a195f3db", + "prepared_review_unit_hash": "b4b79f1d061beff8b89df50920acab1de5f3c5da4c6db6316e3d1eefe4c01f97", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 38, - "serialized_chars": 37959, + "serialized_chars": 37958, "estimated_input_tokens": 9490, "estimated_eval_tokens": 19236 }, @@ -17155,250 +17131,247 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: a mix of v5 regressions, import/export failures, model-loading bugs, docs issues, and unrelated runtime problems. The only near-alignment is the Qwen3.5-Moe loading/tensor-parallel pair; the rest do not look like the same underlying bug.", - "confidence": 0.58, - "canonical_issue_reason": "issue:45478 is the most concrete, version-scoped regression ticket in the set and best represents the Qwen3.5-Moe loading failures; the other issues are largely separate import, docs, or runtime problems.", + "summary": "The set is mostly a collection of unrelated issues with only loose topical similarity. None of the soft pairs are close enough to treat as the same underlying bug/change, and there are no PRs to evaluate.", + "confidence": 0.89, + "canonical_issue_reason": "issue:46144 is the most concrete and actionable item among the set, with a clearly scoped RoFormer attention-interface problem and an open report that could anchor related investigation.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45478 is the strongest standalone issue for triage because it names the affected model family and the regression window clearly, making it the best anchor for this cluster.", + "best_issue_reason": "issue:46144 is the best standalone issue because it is specific, implementation-facing, and easy to triage compared with broader or more ambiguous reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Different subsystems and bugs: cache/layer update no_grad vs SAM3 pixel decoder dummy Conv2d." + }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Different bugs: local_files_only causing network access vs a GLM-5 RoPE implementation problem." + "reason": "Unrelated problems: local_files_only network leakage vs GLM-5 RoPE implementation." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Different failures: a missing image-processor method vs a cache loading FileNotFoundError." + "reason": "Both involve loading, but one is a missing image-processor method and the other is a cache file-not-found import path issue." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Unrelated: a broken env command in v5 vs AttentionInterface.register changing function behavior." + "reason": "Broken env command is unrelated to AttentionInterface.register behavior change." }, { "left": "issue:45125", "right": "issue:45478", - "accept": true, - "reason": "Both point to the same Qwen3.5-Moe loading/tensor-parallel regression on v5.4+, and a single fix could plausibly address both." + "accept": false, + "reason": "Same model family, but one is missing _tp_plan and the other is a broader from_pretrained regression; not the same concrete defect." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "Different areas: MLflow job status reporting vs tokenizer loading regression." + "reason": "MLflow failure reporting and tokenizer loading regression are unrelated." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Unrelated: compiled Python-file errors vs a slowdown while filtering data after upgrade." + "reason": "Compiled-file errors are unrelated to the performance regression after upgrade." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but the missing symbols are different and there is no clear evidence of the same underlying export bug." + "reason": "Both are import errors, but for different symbols and different causes." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Different Qwen3.5-Moe issues: missing tensor-parallel plan vs a config field being silently dropped." + "reason": "Different Qwen3.5 config issues: tensor-parallel plan vs dropped config field." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Related generation/cache themes, but the specific bugs differ: no_grad decoration vs post-sync_gpus generation kwargs handling." + "reason": "Generation internals are related, but no clear same bug: no_grad decoration vs sync_gpus update ordering." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Different vision/video processor issues: num_frames semantics vs missing vision backend handling in AutoProcessor." + "reason": "Both are processor/vision related, but one is num_frames semantics and the other is missing backend handling." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "One is a Sentence Transformers load hang; the other is confusing forward-argument documentation." + "reason": "Loading stall in Sentence Transformers is unrelated to model.forward documentation confusion." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "No relation: remote API requests despite local_files_only vs an unrelated one-word issue title." + "reason": "No shared bug: local_files_only network requests vs an unrelated issue named racoon." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Different bugs: local_files_only network access vs FP8 save_pretrained on MoE models." + "reason": "Different features: offline loading bug vs FP8 save_pretrained for moe." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs about pipeline() removal vs an unrelated one-word issue." + "reason": "Docs referencing pipeline() after removals is unrelated to racoon." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow job reporting bug is unrelated to tensor-parallel training." + "reason": "MLflow reporting failure and tensor-parallel training bug are different issues." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "Different topics: BART generation UnboundLocalError vs docs confusion around model.forward arguments." + "reason": "BART generate() UnboundLocalError is unrelated to documentation confusion in model.forward." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both mention version regressions, but one is Qwen3.5-VL MoE loading and the other is checkpoint reload compatibility; not the same bug." + "reason": "Both are version/loading regressions, but for different model families and failure modes." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file execution errors are unrelated to PretrainedConfig type-checking regressions." + "reason": "Compiled Python load errors are unrelated to PreTrainedConfig type-checking changes." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both are loading regressions, but they affect different models and likely different code paths." + "reason": "Tokenizer loading regression and Llama 3.2 Vision model-loading breakage are not the same bug." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Different failure modes: compiled Python files vs inability to save Pipeline objects." + "reason": "Compiled-file execution errors are unrelated to saving Pipeline objects." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Importing is_offline_mode from huggingface_hub is unrelated to the transformers env command bug." + "reason": "Importing is_offline_mode from huggingface_hub is unrelated to the v5 env command regression." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "A broken env command and PretrainedConfig type checking are separate issues." + "reason": "Broken env command and PretrainedConfig type checking are unrelated changes." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel model_init behavior and a DSA indexer discussion are not the same bug." + "reason": "Liger Kernel application and DSA indexer ReLU discussion are unrelated." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Docs confusion in model.forward is unrelated to an import error for layer_type_validation." + "reason": "Documentation confusion does not match the layer_type_validation import error." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "A broken env command and a missing Qwen2_5_VLForConditionalGeneration export are different failures." + "reason": "The env CLI breakage is unrelated to the Qwen2.5-VL import error." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "No evidence of relation: placeholder title vs Gemma-4 audio positional encoding bug." + "reason": "Unrelated issues: racoon vs Gemma-4 audio positional encoding." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Missing HybridCache export and trust_remote_code cache FileNotFoundError are different problems." + "reason": "Both mention import/loading, but HybridCache import failure and cache FileNotFoundError are different causes." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation issue is unrelated to the placeholder racoon issue." + "reason": "GLM-5 RoPE implementation is unrelated to racoon." }, { - "left": "issue:44908", - "right": "issue:44961", + "left": "issue:36296", + "right": "issue:43901", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to the placeholder racoon issue." + "reason": "Tensor parallel training bug and text-classification docs mismatch are unrelated." }, { - "left": "issue:36296", - "right": "issue:43901", + "left": "issue:44908", + "right": "issue:44961", "accept": false, - "reason": "Tensor-parallel training bug is not the same as TextClassificationPipeline docs mentioning return_all_scores." + "reason": "Scheduler kwargs bug is unrelated to racoon." }, { - "left": "issue:38617", - "right": "issue:43576", + "left": "issue:43576", + "right": "issue:44938", "accept": false, - "reason": "Missing layer_type_validation import is unrelated to the env command regression." + "reason": "Broken env command and Python 3.14 load failure are different problems." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Both concern RoFormer, but one is missing kwargs passthrough and the other is attention-interface integration; not the same concrete bug." + "reason": "Related RoFormer area, but one is kwargs propagation and the other is attention-interface integration; not the same concrete defect." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM 3 video attribute error and trust_remote_code cache loading failure are unrelated." + "reason": "SAM3 vision encoder attribute error is unrelated to trust_remote_code cache loading." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained on MoE and FP8 inference support for Qwen3-VL/Qwen3.5 are related only at a broad subsystem level, not the same bug." + "reason": "Both are FP8-related, but one is save_pretrained support and the other is inference support." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Different import errors: AutoImageProcessor vs PreTrainedModel." + "reason": "Different import errors for different symbols: AutoImageProcessor vs PreTrainedModel." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel model_init behavior is unrelated to FP8 inference on B200." + "reason": "Both mention model/runtime behavior, but one is Liger Kernel application and the other is FP8 inference on B200." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are different bugs." - }, - { - "left": "issue:45362", - "right": "issue:45850", - "accept": false, - "reason": "Different scope: Qwen3.5-35B chat crash vs a broad complaint that v5 breaks many models." + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded and suitably conservative. The packet supports treating issue:45478 as the best anchor for the Qwen3.5-Moe regression cluster, and the summary correctly avoids claiming stronger links than the titles/evidence show. The only plausible same-bug pairing is 45125/45478; the other soft-edge rejects look appropriately cautious." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -17410,8 +17383,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -17453,6 +17426,7 @@ "issue:45230", "issue:45278", "issue:45341", + "issue:45362", "issue:45468", "issue:45478", "issue:45542", @@ -17464,6 +17438,7 @@ "issue:46664" ], "soft_pairs": [ + "issue:45362|issue:45850", "issue:43673|issue:44492", "issue:44273|issue:45542", "issue:44623|issue:45230", @@ -17472,8 +17447,8 @@ "issue:44273|issue:45003", "issue:44393|issue:45071", "issue:44393|issue:45753", - "issue:41669|issue:43673", "issue:43576|issue:44556", + "issue:41669|issue:43673", "issue:43525|issue:45850", "issue:43572|issue:45850", "issue:44556|issue:45092", @@ -17505,274 +17480,280 @@ "issue:44315|issue:44829", "issue:44360|issue:45468" ], - "prepared_review_unit_hash": "c584e256b073708eb389f301c6d6c608b97f96443feb0b033104114646432520", + "prepared_review_unit_hash": "d78c02605579be828451d5ff015b1d1623f26beb9dba3c936c74050b07244c1e", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 40, - "serialized_chars": 38554, - "estimated_input_tokens": 9639, - "estimated_eval_tokens": 19534 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39407, + "estimated_input_tokens": 9852, + "estimated_eval_tokens": 19960 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a grab-bag of distinct Transformers issues: docs, import/lazy-loading, v5 migration regressions, and model-specific bugs. The soft-similarity pairs mostly share broad keywords or subsystems, but not the same concrete defect, so none should be merged as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "No true canonical issue stands out: the items are mostly unrelated bug reports, and the similarity pairs do not share a single concrete root cause. Issue 45850 is the broadest regression report, but it is too generic to serve as a reliable canonical target.", + "summary": "The cluster is mostly a grab bag of unrelated Transformers issues, many of them broad v5-era regressions. None of the soft pairs look like true duplicates of the same concrete bug/change, so all soft edges should be rejected. The most representative umbrella issue is the broad \"v5 breaks too many models\" report.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set and best represents the recurring v5 regression theme across multiple model breakages.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45850 is the broadest umbrella-style report, but it is still too vague to be a good deduplication anchor for this set.", + "best_issue_reason": "issue:45850 is the best single issue to keep as the cluster representative because it captures the widest shared symptom pattern, even though it is vague.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 chat crash vs a vague general v5 breakage complaint; not the same bug." + }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Different problems: chunked_prefill cache missing vs a cache-strategy typo; only the word \"cache\" overlaps." + "reason": "Generation cache/chunked prefill bug and cache-strategy typo are different problems." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Unrelated subsystems: lazy loading behavior vs TensorFlow backend detection with tensorboard installed." + "reason": "Lazy-loading/import behavior is unrelated to the TensorFlow backend error." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "No concrete overlap; one is missing processor save files, the other is an unspecified generic bug report." + "reason": "Processor save_pretrained missing files is not the same as a generic bug report." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "Different model/code-path issues: DSA ReLU discussion vs video processor num_frames semantics." + "reason": "DSA indexer/ReLU discussion is unrelated to SmolVLM num_frames semantics." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Same family name, but different defects: fp8 inference support vs missing tensor-parallel plan." + "reason": "Both touch Qwen3 Moe, but one is a model support bug and the other is missing tensor-parallel metadata." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading/performance problem vs unsafe sys.modules access; not the same bug." + "reason": "Lazy loading/import slowness is not the same as unsafe sys.modules access." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bbox output issue vs PretrainedConfig type-checking regression; unrelated root causes." + "reason": "Qwen3-VL bbox/output issues are unrelated to PretrainedConfig type checking." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both involve Qwen3-VL, but one is bbox output errors and the other is an infinite-loop case on a specific image." + "reason": "Different Qwen3-VL symptoms on different inputs; no clear shared concrete defect." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:43576", + "right": "issue:44556", "accept": false, - "reason": "Import-star cleanup/performance issue vs missing GenerationMixin cache in chunked prefill; not the same defect." + "reason": "Broken transformers env command and checkpoint reload failure are different regressions." }, { - "left": "issue:43576", - "right": "issue:44556", + "left": "issue:41669", + "right": "issue:43673", "accept": false, - "reason": "Both are v5 regressions, but one is the env command and the other is checkpoint reload compatibility." + "reason": "Import-* cleanup/import cost issue is unrelated to missing generation cache during chunked prefill." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Specific Llama4Config attribute bug vs a very broad \"many models break\" complaint; not the same issue." + "reason": "Missing pad_token_id in Llama4Config is a specific config regression, not the broad model-breakage umbrella." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLm pad_token_idx regression is model-specific and distinct from the broad v5 breakage report." + "reason": "StableLmConfig pad_token_idx regression is specific and not the same as the generic v5 breakage report." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both concern upgrade incompatibility, but one is checkpoint reload after v5.2/v5.3 and the other is remote-code meta-init incompatibility." + "reason": "Both concern loading old checkpoints after v5, but one is a broad reload regression and the other is a specific InternVL2/meta-init incompatibility." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A typo in cache strategies is not the same as a broad claim that many models break in v5." + "reason": "A cache-strategy typo is not the same underlying bug as broad model breakage." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Many import errors after upgrading is broader, but still a different report from the generic \"too many models break\" complaint." + "reason": "Many import errors after upgrade is a broad symptom report, but not the same concrete issue as the general v5 model-breakage complaint." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API guidance vs cache-strategy typo; different topics entirely." + "reason": "TF32 behavior settings and a cache-strategy typo are unrelated." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-time slowdown from import * removal is different from a module import failure for Qwen3_5ForCausalLM." + "reason": "Import-time package bloat/cleanup is not the same as failing to import Qwen3_5ForCausalLM." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support request vs weight-conversion tooling question; different changes." + "reason": "FP8 inference support for Qwen3-VL/Moe and a DeepSeek weight-conversion question are different topics." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Sam model type warning vs Liger Kernel not applied with model_init; unrelated bugs." + "reason": "sam3 tracker/model-type warning and Liger Kernel application under model_init are unrelated." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test flakiness from missing set_seed() vs scheduler kwargs being ignored; different failure modes." + "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs handling are unrelated." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import slowdown/timing issue vs lazy loading not working properly; related area, but not the same concrete bug." + "reason": "Slow imports and broken lazy loading overlap thematically, but the reports do not describe the same concrete defect." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Env command regression and inverse_sqrt scheduler kwargs issue are unrelated." + "reason": "Broken env command and scheduler kwargs bug are unrelated." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Nemotron Flash Attention 2 support gap vs Qwen3-VL bbox hallucination; no shared root cause." + "reason": "Flash Attention 2 support limitation for Nemotron and Qwen3-VL bbox errors are different model bugs." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility problem vs Qwen3-VL output bug; unrelated." + "reason": "Python version compatibility problem and Qwen3-VL output bug are unrelated." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor cached_file kwargs forwarding vs inverse_sqrt scheduler kwargs; different APIs and symptoms." + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs handling are different code paths." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwarg handling vs PretrainedConfig type checking; no real overlap." + "reason": "Scheduler kwargs are unrelated to PretrainedConfig type checking." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained mismatch vs generic bug report; nothing concrete matches." + "reason": "Tokenizer save_pretrained metadata mismatch is not a generic bug report duplicate." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "position_ids buffer access error vs generic bug report; not a duplicate pair." + "reason": "position_ids buffer access error is unrelated to the generic bug report." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star cleanup/performance issue vs missing HybridCache import; different import-path bugs." + "reason": "Import-* cleanup/performance and HybridCache import failure are different issues." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad inefficiency; unrelated." + "reason": "Cache strategy typo and SequenceFeatureExtractor.pad performance bug are unrelated." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-star removal discussion vs a bug in testing_utils; no shared defect." + "reason": "Import cleanup/performance is unrelated to a testing_utils bug." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python support mismatch vs broad v5 breakage complaint; different problem classes." + "reason": "Python compatibility breakage is not the same as broad model regressions." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL hallucination/error vs Qwen3.5 Moe from_pretrained failure; same family but distinct issues." + "reason": "Different Qwen3 model families and different failure modes; not one concrete bug." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python compatibility issue vs module import failure; unrelated." + "reason": "Python version incompatibility and import failure for a model module are not duplicates." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "patchtsmixer post_init policy issue vs _tied_weight_keys AttributeError; different code paths." + "reason": "Optional post_init policy and tied-weights key AttributeError are unrelated." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing pipeline() vs scheduler kwarg handling; docs cleanup is not the same as runtime scheduler bug." + "reason": "Documentation still mentioning pipeline() and scheduler kwargs handling are unrelated." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Model.forward docs confusion vs tokenizer loading regression; unrelated." + "reason": "Documentation confusion in model.forward is unrelated to tokenizer loading regression." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Env command regression vs lazy loading not working; same broad v5 area, but not the same bug." + "reason": "Broken env command and lazy loading regression are different issues." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel not applied with model_init vs FlashAttention 3 degenerate training; different implementations and symptoms." + "reason": "Liger Kernel not applied with model_init and degenerate flash_attention_3 training are different code-path problems." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA/ReLU discussion vs Gemma-4 audio positional encoding bug; unrelated." + "reason": "DSA indexer discussion is unrelated to Gemma4AudioRelPositionalEncoding." } ] }, @@ -17791,8 +17772,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -17890,118 +17871,118 @@ "issue:43298|issue:44230", "issue:43717|issue:46144" ], - "prepared_review_unit_hash": "39d7b8829c222439a3a96883c418ddf542a14a6475685a60251e594fcb5f2d89", + "prepared_review_unit_hash": "6d87cb441e9e97e35e8040de6e3ada4ac334b37604be754504f09d3570660292", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 43, - "serialized_chars": 39687, - "estimated_input_tokens": 9922, - "estimated_eval_tokens": 20100 + "serialized_chars": 39682, + "estimated_input_tokens": 9921, + "estimated_eval_tokens": 20098 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, with one clear duplicate pair around the tokenizer v5 regression. Most other soft pairs share broad subsystem vocabulary but do not describe the same concrete bug or change.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43066 is the more specific, actionable wording of the tokenizer v5 regression and best represents the duplicate pair with issue:42913.", + "summary": "The cluster is highly heterogeneous and does not contain a safe duplicate set. A few soft pairs share broad themes (tokenizer v5 regressions, loading/import issues, processor bugs), but they point to different code paths and should not be merged. Issue 43519 is the most central representative among the issue candidates, but still not an exact duplicate anchor.", + "confidence": 0.22, + "canonical_issue_reason": "issue:43519 is the most connected and concrete issue in this cluster, with the largest number of soft-similarity links; it is a specific, actionable bug report rather than a vague or off-topic item.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43066 is the strongest representative issue overall because it states the concrete failure mode directly, rather than a broad behavioral complaint.", + "best_issue_reason": "issue:43519 best represents the cluster\u2019s limited overlap because it is specific and central, but the surrounding issues are too diverse for it to serve as a true duplicate canonical with high confidence.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Both are processor-related calculation bugs, but they affect different models and different code paths (timestamp vs padding)." + "reason": "Both are processor-related bugs, but one is a timestamp calculation problem and the other is a video padding calculation issue; different code paths." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated failures." + "reason": "Lazy loading failure and inverse_sqrt scheduler kwargs are unrelated subsystems." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving Pipeline objects and _get_tied_weight_keys are separate save/load internals, not the same bug." + "reason": "Pipeline save_pretrained failure is not the same bug as _get_tied_weight_keys crashing on list-valued metadata." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "One is the env CLI command, the other is an import failure for Qwen3.5; no shared underlying defect." + "reason": "Both mention v5 import/load issues, but one is an env command regression and the other is a specific module import error for Qwen3_5; not the same defect." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained regression are not the same issue." + "reason": "A generic bug report is too broad to equate with a specific Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Different model families and different bugs: Qwen3VL timestamp math vs GLM-5 RoPE implementation." + "reason": "Processor timestamp math and GLM-5 RoPE implementation are different model components and bugs." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp calculation and scheduler kwargs handling are unrelated." + "reason": "Processor timestamp handling and scheduler keyword propagation are unrelated." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup/performance and a VRAM leak in Qwen3ForCausalLM are different changes." + "reason": "Import-star cleanup and a VRAM leak under dataloader threads are unrelated." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion about forward inputs does not match a Llama 3.2 model-loading breakage." + "reason": "Documentation confusion about forward args is not the same as a model-loading breakage." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 shared-expert gating and a comb.to(dtype).transpose bug are distinct implementation problems." + "reason": "Both touch DeepSeek-V4, but shared expert gating and a comb.to(dtype).transpose bug are different concrete problems." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "A VRAM leak in dataloader threads is unrelated to GLM-5 RoPE behavior." + "reason": "VRAM leak in Qwen3ForCausalLM and GLM-5 RoPE implementation do not share the same code path." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different models and different numerical/positional encoding issues." + "reason": "Different model families and different positional-encoding implementations." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network behavior is unrelated to Qwen3VL timestamp calculation." + "reason": "Local-files-only network leakage and processor timestamp calculation are unrelated." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "A broad v5 compatibility complaint is not the same as a specific Qwen3.5 import failure." + "reason": "A broad complaint that 5.0 breaks many models is not the same bug as a specific Qwen3_5 import failure." }, { "left": "issue:42371", @@ -18013,179 +17994,176 @@ "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp math and processor.save_pretrained file emission are different bugs." + "reason": "Both involve processor code, but timestamp calculation and missing save_pretrained files are distinct failures." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to Gemma-4 audio positional encoding." + "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are unrelated." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling in GlmMoeDsaIndexer does not match Gemma-4 audio positional encoding." + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Missing rms_norm_eps in MLA config is a different precision issue than Gemma-4 audio positional encoding." + "reason": "MLA q_a_layernorm precision/config issue and Gemma-4 audio encoding are different bugs." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching for audio models and DeepSeek-V4 weight conversion are not the same change." + "reason": "Continuous batching support for audio models and a DeepSeek-V4 weight-conversion question are unrelated." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Different subsystems and failure modes: processor timestamp math vs VRAM leak." + "reason": "Processor timestamp logic and multi-thread VRAM leakage are not the same defect." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Missing HybridCache import and missing Qwen3_5ForCausalLM import are different import regressions." + "reason": "Missing HybridCache import and missing Qwen3_5ForCausalLM import are both import errors, but for different symbols and likely different root causes." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2.0 support for NemotronHForCausalLM is unrelated to Qwen3.5 import errors." + "reason": "Flash Attention support gap for NemotronH is unrelated to a Qwen3_5 import error." }, { "left": "issue:42913", "right": "issue:43066", - "accept": true, - "reason": "Both describe the same tokenizer v5 regression; 43066 is the more specific statement of the bug." + "accept": false, + "reason": "Both are tokenizer v5 complaints, but one is a broad behavior difference and the other is a specific decoder-type mismatch; not clearly the same bug." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "Both mention Flash Attention 2.0, but one is GPT2-specific support and the other is a generic topic; not clearly the same concrete change." + "reason": "Both mention Flash Attention 2.0, but one is GPT2-specific support and the other is too generic to assume the same change request." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling and an unrelated placeholder bug report do not match." + "reason": "Scheduler kwargs bug and the unrelated 'Unemployment' issue are not related." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "A typo in cache strategies is not the same as the unrelated placeholder issue." + "reason": "Cache-strategy typo and the unrelated 'Unemployment' issue are not duplicates." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions assignment is unrelated to the placeholder issue." + "reason": "CLIPOutput attentions regression and the unrelated 'Unemployment' issue are not duplicates." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "A placeholder issue is not the same as a broad v5 regression complaint." + "reason": "An off-topic issue title is not the same as a broad 5.0 compatibility complaint." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure and the placeholder issue are unrelated." + "reason": "Python 3.14 load failure and the unrelated 'Unemployment' issue are not duplicates." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key handling and chat template crashes are separate code paths." + "reason": "Tied-weight key crash and chat-template tool-call crash are different failures." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading and an ImportError for layer_type_validation are different problems." + "reason": "Slow from_pretrained loading and an ImportError for layer_type_validation are unrelated." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight key attribute handling." + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight key handling." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is a different config issue than tied-weight key handling." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to tied-weight key handling." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 model support and processor.save_pretrained file output are unrelated." + "reason": "FP8 inference support and processor.save_pretrained missing files are unrelated." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2.0, but they target different models and different support requests." + "reason": "Both involve Flash Attention 2.0, but they target different models and different support gaps." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART decoder_attention_mask generate crash and slow checkpoint loading are unrelated." + "reason": "BART generate() decoder mask bug and slow checkpoint loading are unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow reporting on failed training jobs is unrelated to from_pretrained load latency." + "reason": "MLFlow reporting on failure and slow from_pretrained loading are unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Slow loading and tensor parallel training bugs are different issues." + "reason": "Slow model loading and tensor-parallel training behavior are different problems." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Load performance and documentation confusion are not the same bug." + "reason": "Load-speed issue and documentation confusion are not the same bug." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 inference support and Qwen3.5 MoE from_pretrained errors are different requests." + "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are different issues." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous batching and Qwen3-VL/Qwen3.5 FP8 support are unrelated." + "reason": "Continuous batching for audio models and Qwen3-VL/Qwen3.5 FP8 support are unrelated features." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights usage and RoFormer attention interface usage are unrelated implementation issues." + "reason": "Init-weights usage in Mamba models and RoFormer attention-interface work are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet: it correctly centers the tokenizer v5 duplicate pair and avoids claiming stronger relationships for the other soft pairs. The soft-edge verdicts are conservative overall, with no obvious overstatement of evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -18197,8 +18175,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -18224,100 +18202,100 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "ffb51e8be7b4b67329940bc1647e4b8eae0eb44ce3d2a60e1236e34992b11ce5", + "prepared_review_unit_hash": "c178d6b8e8f7a7484429b7069cc8d212b7d03c5fd32f62f827d9bd0c59ff20f4", "component_budget": { "node_count": 484, "item_count": 484, - "soft_pair_count": 1779, - "serialized_chars": 922739, - "estimated_input_tokens": 230685, - "estimated_eval_tokens": 461626 + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 11, - "serialized_chars": 7772, - "estimated_input_tokens": 1943, - "estimated_eval_tokens": 4142 + "serialized_chars": 7774, + "estimated_input_tokens": 1944, + "estimated_eval_tokens": 4144 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the issues describe different bugs/features across unrelated models and components (normalization, Mask2Former loss handling, config typing, tokenizer warnings, DeepSeek routing, RoFormer attention interface, etc.). The text similarity is superficial and does not indicate shared underlying defects.", - "confidence": 0.96, - "canonical_issue_reason": "No safe canonical issue: the items span distinct code paths and model families, so there is no clear duplicate center.", - "canonical_pr_reason": "No PRs in the cluster.", - "best_issue_reason": "No single issue is a strong global representative; the cluster does not form one coherent bug family.", - "best_pr_reason": "No PRs in the cluster.", + "summary": "These issues are broadly unrelated model/config/tokenizer bugs, so the cluster does not look like a duplicate set and no soft edge should be merged.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No strong canonical issue stands out because the cluster is heterogeneous; if forced, issue:43240 has the most discussion/inbound references, but it is not a true representative of the others.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Different bugs in different models: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating." + "reason": "Mask2former ignore_value handling and DeepSeek-V4 expert gating are different models and different bugs." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "One is a config type-hint issue; the other is a tokenizer regex warning regression. No shared code path." + "reason": "A type-hint mistake in ModernBERTConfig is unrelated to tokenizer regex warning behavior." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to kwargs not being forwarded to a loss function." + "reason": "One is a missing use of ignore_value; the other is kwargs not being forwarded to a loss function\u2014different code paths." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-function kwarg plumbing and RoFormer attention-interface usage are different problems." + "reason": "Loss-kwargs forwarding and RoFormer attention interface usage are unrelated implementation issues." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value bug and tokenizer warning regression are unrelated subsystems." + "reason": "Mask2former loss masking and tokenizer regex warnings do not describe the same underlying bug." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2Former loss behavior and RoFormer attention implementation do not describe the same bug." + "reason": "These target different subsystems: segmentation loss handling versus RoFormer attention implementation." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Model loss/ignore_value handling is unrelated to a typo in a quantization attribute name." + "reason": "A missing ignore_value usage is not the same as a typo in a quantization attribute name." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Passing kwargs into loss calculation is unrelated to ModernBERTConfig norm_eps typing." + "reason": "Forwarding kwargs to loss calculation is unrelated to correcting a config type hint." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Config type annotation and quantization-attribute typo are distinct documentation/code issues." + "reason": "Incorrect type annotation and attribute-name typo are separate fixes in different modules." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Possible normalization wording overlap only; one asks about Llama4TextL2Norm semantics, the other is a config type hint." + "reason": "Llama4TextL2Norm/RMS norm question is unrelated to ModernBERTConfig norm_eps typing." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value usage and ModernBERTConfig type hint are unrelated." + "reason": "Mask2former ignore_value behavior and ModernBERTConfig type hints are different issues." } ] }, @@ -18336,8 +18314,8 @@ "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": [ @@ -18350,52 +18328,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "122812cd3ecf49fce08fe0b93f6bbba0e12a994e77083104f9d49a61a28953fc", + "prepared_review_unit_hash": "184f22de8cc50aa6dcb7660c4b9638421f4deaada74048ad9a58a4f2e4a6da1b", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are not duplicates: they cover unrelated feature requests in different parts of the product (tokenizer truncation, learning-rate scheduling, and Wav2Vec2 word offsets). The soft similarities are only at a generic \"request for capability\" level.", - "confidence": 0.95, - "canonical_issue_reason": "Issue #10519 is the most concrete and specific of the set, with a clear user-facing behavior change request and the most actionable title/body among the three.", + "summary": "These are three unrelated closed feature requests: token truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets. They do not describe the same underlying bug or change, so this cluster should not be merged.", + "confidence": 0.99, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#10519 is the best representative issue only in the sense that it is the clearest standalone request; however, the cluster itself does not form a true duplicate set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different features and code paths: tokenizer truncation behavior vs. Wav2Vec2 word boundary time offsets." + "reason": "Different feature areas and code paths: truncation strategy for tokenizers vs Wav2Vec2 word-level timestamps." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated requests: truncation strategy in tokenization vs. ReduceLROnPlateau-like scheduler functionality." + "reason": "Completely unrelated requests: tokenizer truncation behavior vs learning-rate scheduler functionality." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "No shared underlying bug/change; one is about training schedule behavior, the other about speech model alignment metadata." + "reason": "No shared underlying bug/change; one is about plateau scheduling, the other about audio model alignment/timestamps." } ] }, @@ -18414,8 +18392,8 @@ "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": [ @@ -18427,46 +18405,46 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "2ffdc7934073480c46fe5585c89b54f77a2e9c18ea2d3dc273e72d8e4d6c1afe", + "prepared_review_unit_hash": "8b0d357f4f9cbd2fed7feee4d5f8ae0947765a54955b85975e8bf7942c5d9f6b", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2476, - "estimated_input_tokens": 619, - "estimated_eval_tokens": 1494 + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2476, - "estimated_input_tokens": 619, - "estimated_eval_tokens": 1494 + "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 three issues are only loosely text-similar and do not describe the same bug. #16618 is a generic model-loading failure, #15980 is specifically about the error message for unauthorized private-model downloads, and #13244 concerns TAPAS tokenization mismatch vs TensorFlow.", - "confidence": 0.95, - "canonical_issue_reason": "#16618 is the broadest and most central user-facing failure in this set: it targets model loading itself, whereas the other two are unrelated edge cases in tokenization and auth/error messaging.", + "summary": "These issues do not look like duplicates: one is about Tapas tokenization parity with TensorFlow, one is about the error message when downloading a private model while logged out, and one is a general model-loading failure for bert-base-uncased. The only plausible overlap is between the last two as generic loading/auth problems, but the titles and problem contexts are still distinct.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 16618 is the broadest and has the most discussion, so it is the best representative issue if one must be chosen, but it is not actually the same bug as the other two.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best representative issue because it describes the core symptom most likely to map to a real code-path problem in the loader, while the others are narrower and unrelated.", + "best_issue_reason": "16618 is the most central/visible of the three, but the cluster is heterogeneous rather than a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tokenization mismatch for TAPAS and inability to load bert-base-uncased are different subsystems and different bugs." + "reason": "Tokenization mismatch in Tapas vs TensorFlow is a different code path and symptom from a model loading failure." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Private-model auth/download error messaging is not the same underlying issue as a general failure to load bert-base-uncased." + "reason": "Both involve model loading, but one is specifically a bad auth/error message for private model downloads while the other is a generic inability to load bert-base-uncased; not the same underlying bug." } ] }, @@ -18485,8 +18463,8 @@ "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": [ @@ -18496,12 +18474,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "2f6e595ea72d61d7a6f557babd8558777582282c610e8ea1efae8be5a31b3030", + "prepared_review_unit_hash": "0c11564cb760bb23b026859a14b3e12f7c7e3086c926c80acbc75f7ded53b456", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -18509,7 +18487,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -18518,18 +18496,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one requests Flash Attention 2 support across more architectures, the other requests GGUF support across more architectures. The overlap is only the generic phrasing about architectures.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue: the two issues target different features/backends and do not describe the same underlying work.", + "summary": "These are two separate community feature requests in different areas: Flash Attention 2 support vs GGUF support. They share a broad \u201cadding support for more architectures\u201d framing, but the underlying changes and code paths are unrelated, so this is not a duplicate cluster.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 26350 is the more active and earlier community-tracked request, but it is not the same underlying change as issue 33260; they should not be canonicalized as duplicates of each other.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a strong global representative for the pair because they are unrelated feature requests rather than duplicates.", + "best_issue_reason": "Issue 26350 has much higher discussion activity and is the more established request in this cluster, so it is the better representative issue if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different integration targets: Flash Attention 2 vs GGUF. Shared wording about supporting more architectures is superficial." + "reason": "Both are architecture-support feature requests, but one is for Flash Attention 2 and the other for GGUF. They target different subsystems and concrete implementations, so they are not the same underlying change." } ] }, @@ -18548,8 +18526,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-8", "nodes": [ @@ -18588,184 +18566,184 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "6bddc2b6df4b2776a3b5a3dc3172e23d059b3261fa0566a242c93ce8a81f2b95", + "prepared_review_unit_hash": "73dd86a6ff74709fc304d896a8922ae60a62d68b98b5c85f69f194db69fd294c", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13526, - "estimated_input_tokens": 3382, - "estimated_eval_tokens": 7020 + "serialized_chars": 13529, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13526, - "estimated_input_tokens": 3382, - "estimated_eval_tokens": 7020 + "serialized_chars": 13529, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a mixed set of i18n translation-request issues in different languages, so most high-similarity pairs are not true duplicates. The only clear duplicate groups are the identical generic-template issues (43834/44365/44370) and the identical Thai-title pair (46222/46226).", - "confidence": 0.88, - "canonical_issue_reason": "No single canonical for the full cluster because the items span different language requests. If consolidating the exact-title duplicate subgroup, issue:43834 is the best anchor because it is the earliest of the generic-template duplicates.", + "summary": "Mostly i18n issue-template noise. I would only merge the exact same-title duplicates within each mini-group; the language-specific translation requests are distinct and should stay separate. No pull requests are present.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43834 is the best canonical representative of the main i18n template cluster: it is the earliest of the near-verbatim placeholder issues and has the clearest generic title, with issue:44365 and issue:44370 looking like duplicates of it.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the oldest and most representative of the exact-match generic i18n template subgroup, but it does not represent the whole mixed cluster.", + "best_issue_reason": "issue:43834 is the strongest global issue candidate because it is the most central/representative of the repeated translation-template reports. The other language-specific translation issues are not true duplicates, and issue:46222/issue:46226 form a separate exact-duplicate pair rather than replacing this one.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language request (Turkish vs generic placeholder); shared i18n wording is just template overlap." + "reason": "Different language request (Turkish vs generic placeholder); similar i18n boilerplate is not enough to call it the same issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different language request; similarity is from the common translation template, not the same issue." + "reason": "Different language request; these read as separate translation tasks, not the same underlying issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish request vs generic template issue; not the same underlying request." + "reason": "Turkish translation issue vs generic placeholder issue; too little evidence that they are the same report." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Distinct translation targets (Turkish vs Romanian); same broad docs-i18n theme only." + "reason": "Different target languages (Turkish vs Romanian) and thus different issues." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish are separate translation requests, not duplicates." + "reason": "Turkish vs Spanish translation requests are distinct issues." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish request vs generic template issue; similarity is superficial." + "reason": "Spanish translation request is not the same as the generic placeholder issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish request and generic-template issue are different underlying requests." + "reason": "Spanish vs placeholder/generic issue; likely related topic, but not the same underlying report." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish vs Romanian translation requests are distinct." + "reason": "Different language targets (Spanish vs Romanian), so not duplicates." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish request vs generic template issue; not a true duplicate." + "reason": "Spanish translation request and generic placeholder issue are not clearly the same bug/change." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request vs generic template issue; shared template language does not mean duplicate." + "reason": "Romanian translation request is distinct from the generic placeholder issue." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian request vs generic template issue; different underlying language target." + "reason": "Romanian translation request is not the same as the generic placeholder issue." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian request and generic-template issue are not the same request." + "reason": "Romanian-specific translation issue vs generic placeholder; too broad to merge." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different language requests; the high similarity is from the issue template, not a shared bug/change." + "reason": "Different titles and likely different underlying reports; only boilerplate similarity is visible." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian vs Thai translation request; not the same underlying issue." + "reason": "Different titles and no concrete evidence they describe the same issue." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Same generic placeholder title and near-identical issue text; looks like the same translation request duplicated." + "reason": "Near-verbatim duplicate generic i18n template issue with the same title pattern and extremely high body similarity." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Same generic placeholder title/content; these appear to be duplicate submissions of the same issue." + "reason": "Looks like the same placeholder issue copied/reposted; title and body are effectively identical." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Titles differ completely; this looks like a different translation request, despite template similarity." + "reason": "Titles differ completely and there is no clear evidence they are the same underlying issue." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Different title and likely different language request; not the same issue." + "reason": "Different title/content pattern; too risky to merge as duplicates." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Exact same generic placeholder title and very similar body, so this is a clear duplicate pair." + "reason": "These look like exact duplicate reposts of the same generic i18n translation issue." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Different titles and different request language; template overlap only." + "reason": "Not enough evidence of the same underlying issue; the titles point to different reports." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Not the same underlying translation request." + "reason": "Different titles and no concrete code-path or task match." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Different title/language target; the similarity is only from the shared i18n template." + "reason": "Similarity is only from boilerplate; the reports themselves do not appear to be the same." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Different translation requests; not a true duplicate." + "reason": "Different underlying reports; the shared template text is insufficient." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Identical Thai title and same-size content; this looks like a direct duplicate submission." + "reason": "Identical Thai title and perfect similarity make this look like a straight duplicate." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the language-specific issues are clearly distinct by title, while the two duplicate subgroups are supported by identical titles and very high similarity/near-identical lengths. The soft-edge verdicts are conservative, and the canonical choice is limited appropriately to the exact generic-template subgroup rather than the whole mixed cluster." + "feedback": "The summary is well grounded in the packet. The duplicate calls among issue:43834, issue:44365, and issue:44370 are supported by identical titles and very high similarity scores, and issue:46222|issue:46226 is clearly an exact-duplicate pair. The analyst is also conservative in keeping the language-specific translation requests separate despite high template similarity. No pull-request pair assessment is needed because none are present." }, "evaluator_used": true, "retried": false, @@ -18781,8 +18759,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-18", "nodes": [ @@ -18847,12 +18825,12 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "3f9b100a06f06a21f6f19e83e3f4a07c287cebee42f8a8e2f866f183815d2efb", + "prepared_review_unit_hash": "6405593a636018824950714fc3134b9c43b3bf95abc7d56bebd28064f889c196", "component_budget": { "node_count": 18, "item_count": 18, "soft_pair_count": 40, - "serialized_chars": 24145, + "serialized_chars": 24146, "estimated_input_tokens": 6037, "estimated_eval_tokens": 12330 }, @@ -18860,7 +18838,7 @@ "node_count": 18, "item_count": 18, "soft_pair_count": 40, - "serialized_chars": 24145, + "serialized_chars": 24146, "estimated_input_tokens": 6037, "estimated_eval_tokens": 12330 }, @@ -18869,252 +18847,252 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is not a duplicate set; it mixes many unrelated model-request issues across different model families and modalities. All soft edges should be rejected.", - "confidence": 0.72, - "canonical_issue_reason": "No true canonical duplicate stands out. If one issue must anchor the cluster, 42738 is the broadest umbrella request ('BERT-like models with RoPE'), but the items are still separate model requests rather than duplicates.", + "summary": "These issues are only superficially similar: they are mostly separate model-addition requests across different models, architectures, and modalities, not duplicates of one underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 46133 is the most active and detailed representative of the general model-request pattern, but the set is too heterogeneous to treat it as a true duplicate umbrella.", "canonical_pr_reason": null, - "best_issue_reason": "42738 is the closest representative of the general model-support theme, but only as an umbrella issue; the rest are distinct requests and should not be merged as duplicates.", + "best_issue_reason": "46133 is the strongest single representative if one issue must be chosen: open, detailed, and heavily discussed, with broad template-level similarity to several other requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config support vs DEIMv2: different model families and different requests." + "reason": "EuroBert config support and DEIMv2 are unrelated model requests; only the generic \"add model\" wording matches." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config support vs Qwen3-TTS: unrelated model families and modalities." + "reason": "EuroBert config support and Qwen3-TTS target different models and modalities." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert vs RF-DETR are different model additions, not the same underlying change." + "reason": "EuroBert and RF-DETR are different model additions with no shared code path indicated." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct vision-model requests." + "reason": "RF-DETR and DEIMv2 are distinct model requests, not the same change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR vs LFM2.5 Audio is a vision-model request versus an audio-model request." + "reason": "RF-DETR and LFM2.5 Audio 1.5B are different models and use different model families." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and weight-sparse transformer are different code paths and model families." + "reason": "RF-DETR object detection support is unrelated to a weight-sparse transformer request." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR vs Qwen3-ASR: different models and different modality support." + "reason": "RF-DETR and Qwen3-ASR are different model support requests, not duplicates." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR vs Qwen3-TTS: different model families and different modality." + "reason": "RF-DETR and Qwen3-TTS target different models and tasks." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated requests." + "reason": "NeoBERT and Qwen3-ASR are unrelated model additions." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT vs weight-sparse transformer: different model changes, not one fix." + "reason": "NeoBERT support and a circuit-sparsity model request do not describe the same change." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are different model families/modalities." + "reason": "NeoBERT and LFM2.5 Audio 1.5B are different model tracks." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are separate model additions." + "reason": "RF-DETR and NeoBERT are separate models with no sign of the same implementation work." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT vs ModernVBERT are different BERT-like models, not the same request." + "reason": "NeoBERT and ModernVBERT are different model requests despite both being BERT-like names." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support vs Qwen3-ASR support are unrelated changes." + "reason": "MiniCPM3 architecture support and Qwen3-ASR are different model requests." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 architecture support and sparse-transformer support are different requests." + "reason": "MiniCPM3 and OpenAI weight-sparse transformer are not the same model or code path." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are distinct model additions." + "reason": "MiniCPM3 and ModernVBERT are different model additions." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture work vs Voxtral TTS support are different model changes." + "reason": "MiniCPM3 and Voxtral TTS are unrelated model support requests." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different model families and modalities." + "reason": "DEIMv2 and Qwen3-TTS are different model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are unrelated model-support requests." + "reason": "ModernVBERT models and Qwen3-ASR do not target the same underlying change." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT vs Qwen3-TTS: different models and different modality support." + "reason": "ModernVBERT and Qwen3-TTS are separate model requests." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT is a specific model request; 42738 is a broad architectural feature request, so they are not the same change." + "reason": "ModernVBERT and generic BERT-like RoPE support are related only at a very high level, not the same request." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support vs Voxtral TTS support are unrelated." + "reason": "BERT-like models with RoPE and Voxtral TTS are different model families and tasks." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "Generic model-architecture request vs an unrelated name-only issue." + "reason": "RoPE support for BERT-like models is unrelated to the Mirko Privitera issue." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related in area but are still separate support requests for different capabilities." + "reason": "Qwen3-TTS and Qwen3-ASR are related naming-wise but are distinct TTS vs ASR support requests." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different model families, so not duplicates." + "reason": "Qwen3-TTS and Voxtral TTS are different models; same modality is not enough to merge." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "TTS support and OCR2 support are different modalities and code paths." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support vs sparse transformer support are unrelated changes." + "reason": "Qwen3-TTS and the weight-sparse transformer request are different underlying changes." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS support and LFM2.5 Audio are different audio-model requests." + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are separate audio model requests, not the same model." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are distinct model requests." + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are both audio-related but request different models and support work." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "ASR support vs EUPE are unrelated model additions." + "reason": "Qwen3-ASR and EUPE are different model requests in different model families." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support and sparse-transformer support are different changes." + "reason": "Qwen3-ASR support and circuit-sparsity support are unrelated changes." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different model families and tasks." + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model requests." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "Audio-model support vs Granite SWA+sink option are different code changes." + "reason": "LFM2.5 Audio 1.5B and SWA+sink for Granite models are not the same underlying feature." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer and EUPE are separate model requests." + "reason": "OpenAI weight-sparse transformer and EUPE are distinct model requests with no shared implementation target." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different model families; similar domain, not the same fix." + "reason": "Qwen3-ASR and Voxtral TTS are separate speech-model support requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT vs Voxtral TTS are unrelated." + "reason": "NeoBERT and Voxtral TTS are unrelated model additions." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "ASR support vs OCR support are different modalities and code paths." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different models and tasks." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are separate model requests with no shared underlying bug or change." + "reason": "EUPE and TIPSv2 are both vision-language requests, but they are different models and not the same code-path change." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT and the name-only issue are unrelated." + "reason": "ModernVBERT models and the Mirko Privitera issue are unrelated." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and the name-only issue are unrelated." + "reason": "Voxtral TTS support and the Mirko Privitera issue do not appear to be related at all." } ] }, @@ -19133,8 +19111,8 @@ "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": [ @@ -19144,12 +19122,12 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "bc3aaaab09893a71d032b933ea941b55330b1ba76e152f3ef31475c87e7c6ee1", + "prepared_review_unit_hash": "092013f8cb1521bcffe978df3e097f44186b9b3d40d0d344cb00901546a11901", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, + "serialized_chars": 1506, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -19157,7 +19135,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, + "serialized_chars": 1506, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -19166,18 +19144,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is a docs request about adding Pruna as an optimization framework, and the other is a vision RoPE refactor. They target different areas and different kinds of work.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue for this pair; the issues describe unrelated topics and do not share a concrete bug or change.", + "summary": "These two issues are unrelated: one is a documentation request to add `pruna` as an optimization framework, while the other is a technical Vision RoPE refactor. No duplicate relationship is supported.", + "confidence": 0.97, + "canonical_issue_reason": "`issue:46443` is the more substantive technical issue; `issue:38740` is a docs-only feature/request and is not a good canonical representative for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical representative for the other because they are about different domains and different requested work.", + "best_issue_reason": "`issue:46443` is the best issue to represent the cluster because it is the only concrete code-level refactor, whereas `issue:38740` is a documentation addition request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Titles and descriptions point to unrelated work: documentation for an optimization framework vs a vision RoPE refactor. No shared code path or same underlying issue." + "reason": "Different subject matter and artifact type: a docs request about adding `pruna` versus a Vision RoPE refactor. They do not appear to describe the same underlying bug or change." } ] }, @@ -19196,8 +19174,8 @@ "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": [ @@ -19207,12 +19185,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "ee9dfe6a4aa28cf63bff9a3334ebe7b981cd2197f791ea88c9ba8f77dbf782f9", + "prepared_review_unit_hash": "12bcc691c6b5c1c82ff2e28b5e27f622a6a3e6e5ba60dc6f2a5b4eed4cb2bc9f", "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 }, @@ -19220,7 +19198,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -19229,18 +19207,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues appear unrelated: one is about block decoding behavior, the other is a feature request for DeepSeek v3.2 support.", + "summary": "These two issues are not duplicates: one is about block decoding, the other is a DeepSeek v3.2 compatibility/support request. They share only a very loose similarity.", "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: the titles describe different problems and there is no evidence they are duplicates.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue must be chosen, #43037 is more concrete and actionable than the vague #41084 title.", + "best_issue_reason": "Issue 43037 is the more concrete, user-facing feature request; Issue 41084 is a separate low-level decoding topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying topics: block decoding configuration vs model/version support; not the same bug or change." + "reason": "Different underlying problems: block decoding vs model/version support. The similarity is too broad to treat as the same issue." } ] }, @@ -19259,8 +19237,8 @@ "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": [ @@ -19270,12 +19248,12 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "2be15634d418d78dbfc28ddaabcffca42a8a8da457b2584f49f4f6879ccf1d95", + "prepared_review_unit_hash": "57f1f742c7198fc23a3cf0c409e9483bb898b14dc63063cf22850017216a8128", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -19283,7 +19261,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -19292,18 +19270,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are related only at a broad level (Tiled/Liger model efficiency) but they request different features: one is about adding a `from_pretrained()` flag for FLCE, the other about integrating TiledMLP for lower memory use. They are not duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "No canonical issue: these are distinct feature requests with different goals and implementation scopes.", + "summary": "The two issues are about different model components and different requested changes: one is about exposing a TiledFusedLogitsLoss/FLCE flag in `from_pretrained()`, while the other asks for integrating TiledMLP to reduce memory footprint. They are not the same underlying bug or feature request.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #41306 is the better canonical representative only by activity/verbosity; it is more detailed and has more discussion, but the two issues are not duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41306 is the more concrete and self-contained request, so it is the better representative issue for this small cluster.", + "best_issue_reason": "Issue #41306 is the best issue to keep as the representative of this small cluster because it has higher discussion activity and a more concrete, narrowly scoped request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Reject: they concern different enhancements in the same broad subsystem, not the same underlying bug or change." + "reason": "Different feature requests for different modules/code paths: FLCE flag wiring in `from_pretrained()` versus adding TiledMLP for memory reduction. They do not describe the same underlying bug or change." } ] }, @@ -19322,8 +19300,8 @@ "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": [ @@ -19333,7 +19311,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "014c0512c4bc857d59894043898c6084cf121ac05e4bb6f7a742d73159bc368e", + "prepared_review_unit_hash": "066c0702e8cb001b51135e2450c159d7b379e3fe82b9c54573076c3235d4535a", "component_budget": { "node_count": 2, "item_count": 2, @@ -19355,18 +19333,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are only superficially related Trainer issues; they describe different bugs and should not be treated as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "No canonical issue: #43598 is about `remove_unused_column` customizability, while #43600 is about FLOPS estimation for custom trainers; they target different code paths.", + "summary": "The two issues both mention Trainer customization, but they describe different underlying problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They should not be clustered as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a clean cluster representative because the underlying problems differ; if forced, #43598 is the broader Trainer customization report, but it does not subsume #43600.", + "best_issue_reason": "No clear canonical issue for a duplicate cluster here; if one must be chosen, #43598 is the more general Trainer customization concern, but it does not subsume #43600.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Same subsystem, but different underlying problems: one concerns column filtering customizability, the other FLOPS counting for custom trainers." + "reason": "Different bugs: #43598 is about making `remove_unused_column` more customizable, while #43600 is about estimating FLOPS correctly for custom trainers. They share a subsystem but not the same concrete change." } ] }, @@ -19385,8 +19363,8 @@ "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": [ @@ -19396,7 +19374,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "79637e79c982f841187360382a4a6367491be9d61a05acdffd0e6c1bd2176d71", + "prepared_review_unit_hash": "5c2ec383fb5104ebc18a311dffac23bf71a062289398a594e8dec7733cba3ed3", "component_budget": { "node_count": 2, "item_count": 2, @@ -19418,18 +19396,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). They target different model families and different auto-class paths.", + "summary": "These are two different feature requests: one for Qwen3-Omni auto-registration, the other for Qwen3.5 sequence-classification auto support. They share only a broad transformers-auto-model theme, not the same concrete change.", "confidence": 0.96, - "canonical_issue_reason": "Issue #43684 is the broader, more central request because it concerns adding model registration to core auto-model classes, making it the better representative of the cluster even though it is not a duplicate of #44405.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #43684 is the best issue to keep as the cluster representative because it describes the broader framework-level registration gap rather than a task-specific classifier mapping.", + "best_issue_reason": "Issue 43684 is the broader auto-model registration request, so it is the better representative of the cluster, but it is not a duplicate of 44405.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying changes: Qwen3-Omni auto-model registration versus Qwen3.5 sequence-classification support. They involve different configs, different auto classes, and different code paths, so they should not be merged as duplicates." + "reason": "Different model families and different auto classes/tasks: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 support for AutoModelForSequenceClassification. Not the same underlying bug or change." } ] }, @@ -19448,8 +19426,8 @@ "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": [ @@ -19466,70 +19444,70 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "b1424a237b7372630aa32d40284fd5e7740d101ecf16e635e53d1f4aa856951d", + "prepared_review_unit_hash": "51676599c5154ee1144475e289b9855657c2f9b4cfbc367b12a84f532b5be487", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4260, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4260, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly low-information issue spam: three issues share the same generic title \"huggingface \" and one unrelated issue is titled \"Fett\". There is not enough content to confirm a real underlying bug, so only a thin duplicate representative can be chosen.", - "confidence": 0.53, - "canonical_issue_reason": "issue:43845 is the earliest of the three identical \"huggingface \" issues and is the best available representative for that repeated low-signal thread.", + "summary": "The cluster is dominated by three near-identical, very sparse \"huggingface\" issues, plus one unrelated \"Fett\" issue. With so little body detail, I would treat the Hugging Face reports as likely related but not confidently duplicate-mergable.", + "confidence": 0.36, + "canonical_issue_reason": "issue:43859 is the best anchor among the near-identical Hugging Face reports because it is the latest and has some discussion activity, while the others are equally sparse.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43845 is the most suitable cluster representative because it is earliest among the near-identical issues and has the same sparse metadata as the others.", + "best_issue_reason": "issue:43859 is the strongest issue candidate in this cluster due to recency and activity, but the evidence is thin and the report text is too generic to be confident.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Titles do not match and there is no body-level evidence of the same underlying issue." + "reason": "Different titles and no shared body/detail evidence; nothing indicates the same underlying bug." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Titles do not match and the available metadata is too sparse to prove a shared bug." + "reason": "Different titles and no shared code or issue-target evidence; too little to treat as the same report." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different title and no concrete issue details tie these together." + "reason": "\"Fett\" is unrelated to the generic Hugging Face reports, and there is no concrete overlap beyond weak similarity signals." }, { "left": "issue:43845", "right": "issue:43846", "accept": false, - "reason": "The titles are identical, but there is no actual problem description to confirm they report the same bug rather than duplicate noise." + "reason": "Same short title, but the bodies are not available and there is no concrete symptom or target evidence to confirm a duplicate." }, { "left": "issue:43845", "right": "issue:43859", "accept": false, - "reason": "Same generic title, but the record is too underspecified to safely merge as the same underlying issue." + "reason": "Identical generic titles are not enough here; the reports are too sparse to verify they describe the same underlying bug." }, { "left": "issue:43846", "right": "issue:43859", "accept": false, - "reason": "Same generic title, but insufficient content exists to verify a shared bug or change." + "reason": "Identical generic titles, but no body, target, or file evidence ties them to the same actionable issue." } ] }, @@ -19548,8 +19526,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -19570,88 +19548,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "4603826e4036a51b124b785e3028838e1f98010da769d1c9d05f37d44d36f7d3", + "prepared_review_unit_hash": "1bd871b883c75805484d686da921beb8b86df4d5eec083739382d9f2f2e56764", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5794, - "estimated_input_tokens": 1449, - "estimated_eval_tokens": 3154 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5794, - "estimated_input_tokens": 1449, - "estimated_eval_tokens": 3154 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All five issues are extremely low-signal and appear spammy or generic, with no evidence they describe the same underlying problem. None of the soft duplicate links should be accepted.", + "summary": "All items are closed, low-information issues with spammy or generic titles and no meaningful body context. There is not enough evidence to treat any pair as the same underlying bug or change, so no soft-edge merges are justified.", "confidence": 0.94, - "canonical_issue_reason": "Issue 44418 is the most neutral and descriptively titled of the set, but the cluster lacks enough substance to support a strong canonical issue choice.", + "canonical_issue_reason": "Issue 44371 is the earliest generic placeholder in the spam-like subset and is as representative as any other, but the cluster is too noisy to support a strong canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": "44418 is the least obviously spam-oriented and the only one with a somewhat meaningful label, so it is the best weak representative among otherwise non-informative issues.", + "best_issue_reason": "44371 is the least risky global representative only because it matches the repeated placeholder-spam pattern; 44418 is more descriptive but does not appear to be the same topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are just '' with no body evidence; identical low-quality titles are not enough to treat them as the same issue." + "reason": "Both are placeholder spam titles, but there is no evidence of a shared underlying bug/change to merge." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Same spam placeholder title and no content; no concrete bug or topic can be established." + "reason": "Same placeholder spam pattern, but still no concrete duplicate issue or shared fix target." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam-like and the other is a vague documentation suggestion; too little overlap to indicate the same underlying issue." + "reason": "Generic spam placeholder versus a documentation-suggestion title; too little evidence they refer to the same issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "'Check out \"Google LLC\"' does not match the spam placeholder issue in a way that suggests a shared bug or request." + "reason": "The titles are unrelated spam-like text and do not point to the same underlying bug or change." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A generic documentation request and a spam placeholder are not enough to infer duplicate intent." + "reason": "A docs-enhancement title is not the same thing as a spam placeholder, and there is no shared bug/change evidence." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "The titles are both generic, but they do not point to the same concrete problem or change." + "reason": "No indication these describe the same concrete problem; only broad low-quality similarity." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Identical spam placeholders, but no actual issue description or target exists to confirm duplicate status." + "reason": "Identical placeholder titles, but the items contain no substantive context showing a real duplicate bug report." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "No shared subject matter beyond being low-signal issue titles; not a reliable duplicate match." + "reason": "Both are spam-like, but the titles do not establish a common underlying issue." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "The titles are unrelated in content and lack any concrete bug/topic alignment." + "reason": "No concrete shared bug/change is visible; the similarity is only superficial spam-like wording." } ] }, @@ -19670,8 +19648,8 @@ "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": [ @@ -19681,7 +19659,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "34a11714027441596cacd48c63b7bf8002ff7efe2b83fc43eafc6cd699f5ee54", + "prepared_review_unit_hash": "3203e9f0253c2eb00c99a62e9ff078dd8d23083ff595b50c26e7b6d420d106f6", "component_budget": { "node_count": 2, "item_count": 2, @@ -19703,28 +19681,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are highly similar and likely duplicates: they share the exact title, have very similar body sizes, and there are no distinguishing targets or filenames. The evidence is strong enough to treat them as the same reported topic, but the packet does not expose body text, so the duplicate judgment should stay conservative. #45145 is the better canonical representative because it was opened earlier and has an inbound reference.", - "confidence": 0.94, - "canonical_issue_reason": "#45145 is the better canonical issue because it is earlier and has an inbound reference, while the available signals strongly suggest #45151 is a near-duplicate or highly similar report.", + "summary": "#45145 is still the best canonical issue because it is earlier and has an inbound reference, but the evidence for a duplicate relationship is only moderate: the packet shows identical titles, similar body sizes, and a soft-similarity signal, without directly proving the bodies are the same.", + "confidence": 0.87, + "canonical_issue_reason": "#45145 is the earlier report and has an inbound reference, so it is the most suitable canonical issue among the two.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue representative for the cluster because it is the earlier, slightly more established copy of the same likely-duplicate report.", + "best_issue_reason": "#45145 is the strongest representative because it appears first and has some reference activity, while #45151 looks like a likely later repeat of the same report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": true, - "reason": "Same title, similar body length, and no distinguishing metadata strongly indicate the same underlying issue, though the evidence is not strong enough to claim identical body content." + "accept": false, + "reason": "The match is suggestive but not conclusive: identical titles and similar body lengths plus soft-similarity do not by themselves establish that the issues are the same underlying report or that one is definitively a duplicate." } ] }, "evaluator_result": { "accept": false, - "feedback": "The duplicate call is a bit too strong for the evidence shown. The packet supports a strong similarity case (same title, similar body lengths, no distinguishing metadata, and soft_similarity), but it does not expose issue body content, so saying they are the \u201csame issue content\u201d or fully duplicate is slightly overstated. A more conservative verdict would be that they are likely duplicates or highly similar." + "feedback": "The canonical choice is reasonable, but the duplicate verdict is overstated. The packet only shows identical titles, similar body lengths, and a soft-similarity signal; it does not directly establish that the bodies are the same or that one issue is definitively a duplicate of the other. The summary should stay more conservative about the evidence." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -19790,8 +19768,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -19801,40 +19779,40 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "d32306b150aad393600d5cdb76f0286cd1a0655fd6c6fcf2dad8a725690d12db", + "prepared_review_unit_hash": "e401ea2af0428e238386ecb03093919038f2a463b8821b9e4e0152319e972504", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1672, - "estimated_input_tokens": 418, - "estimated_eval_tokens": 1092 + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1672, - "estimated_input_tokens": 418, - "estimated_eval_tokens": 1092 + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a broad level (4-bit/BitsAndBytes inference), but they describe different failure modes and likely different fixes: one is a uint8/NF4 audio-module torch.finfo() TypeError, the other is a BitsAndBytesConfig regression that drops the default lm_head exclusion and triggers an AssertionError.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "These are two separate 4-bit inference bugs in related areas, but they do not look like the same underlying problem. One is a Gemma4/audio-module uint8 weight path hitting a torch.finfo TypeError; the other is a BitsAndBytesConfig skip-module regression that removes the default lm_head exclusion and raises an AssertionError.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45674 is the more general and clearly described regression, with a configuration-level failure mode and broader potential impact than the Gemma4-specific uint8/audio-module crash.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45674 is the better representative issue because it states a clearer, more general configuration regression with an explicit failure mechanism and likely code-path to fix.", + "best_issue_reason": "issue:45674 is the best representative issue here because it states the concrete failure in a reusable way and is less model-specific than issue:45672.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Do not merge: both are 4-bit inference problems, but one concerns torch.finfo() on uint8 weights in audio modules while the other concerns llm_int8_skip_modules clearing the default lm_head exclusion. Different root causes and fixes." + "reason": "Same broad theme (4-bit inference) but different bugs: one is a Gemma4/audio uint8 torch.finfo TypeError, the other is a BitsAndBytesConfig lm_head exclusion/assertion regression. Different code paths and fixes." } ] }, @@ -19853,8 +19831,8 @@ "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": [ @@ -19864,7 +19842,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "d57bcfcfd84e4aae899ebbc7716cf785f68a3ca4b817c175aa2e5b39306f263c", + "prepared_review_unit_hash": "f5bd274e460d9eb71e5e1467876798976a7d382ec0044e5cc4d70644e7ef7be0", "component_budget": { "node_count": 2, "item_count": 2, @@ -19886,18 +19864,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are unrelated personal-name/date entries with no body, links, or technical context. They do not appear to describe the same underlying problem, so this is not a duplicate cluster.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The two closed issues appear to be unrelated personal-name posts, not duplicate bug reports or the same underlying problem.", + "confidence": 0.97, + "canonical_issue_reason": "Neither issue has substantive technical content; the titles refer to different names and dates, so there is no clear canonical duplicate relationship.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical representative: both are sparse, unrelated, and lack any shared bug report or actionable technical context.", + "best_issue_reason": "No issue in this pair is a good canonical example of a real bug report; both look like unrelated/non-technical entries.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different names and dates with no shared subject, code path, or problem description; they do not look like the same underlying issue." + "reason": "Different subject names and dates with no shared problem statement or technical details; not the same underlying issue." } ] }, @@ -19916,8 +19894,8 @@ "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": [ @@ -19927,7 +19905,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "67ce8b9a2b36e0550091ea526c0b33ad7194bcc702b07c4504e834b695d76d33", + "prepared_review_unit_hash": "f505f813e39cfd1fde010f7ba057375b2d181beb0e80195a56225389de4318a8", "component_budget": { "node_count": 2, "item_count": 2, @@ -19949,18 +19927,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are not duplicates; they appear to be unrelated entries that only share a surname and similarly formatted dates in the titles.", + "summary": "These two closed issues appear to be unrelated standalone entries, each consisting only of a different person\u2019s name and date. There is no evidence of a shared bug, request, code path, or duplicate reporting.", "confidence": 0.98, "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 set because they do not describe the same problem or any actionable software defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Titles reference different people and different dates; there is no shared bug report, code path, or explicit linkage. The similarity is superficial only." + "reason": "The titles reference different people and different dates, with no shared technical content or underlying issue to unify them." } ] }, @@ -19979,8 +19957,8 @@ "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": [ @@ -19990,12 +19968,12 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "05e19b770374146b09d8e291a887d63d67d2165c656c61bb3881b0aebb373382", + "prepared_review_unit_hash": "7514aa1b270815fc0feb117fd5e62e0198d09ffa9624855dbeca614740291f48", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -20003,7 +19981,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -20012,18 +19990,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one requests a new Qwen token-classification head, the other requests FP8 training support. No duplicate/merge relationship is present.", + "summary": "The two issues are not duplicates: one asks for a new Qwen3_5 token-classification/value-model head, while the other requests FP8 training support. They involve different features and code paths.", "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the requests concern different areas (model head support vs. FP8 training).", + "canonical_issue_reason": "No canonical duplicate issue: these are distinct feature requests rather than the same underlying problem.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a better canonical representative because they do not describe the same underlying bug or feature.", + "best_issue_reason": "Issue 46295 is the broader platform feature request and is the better representative of the cluster; 45810 is a narrower model-specific API addition.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different feature areas with no shared code-path problem; one is about adding Qwen3_5ForTokenClassification, the other about FP8 training support." + "reason": "Different underlying requests: model-specific token-classification/value-model support vs FP8 training support. No shared fix or code path." } ] }, @@ -20042,8 +20020,8 @@ "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": [ @@ -20063,12 +20041,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "091e1c7463a06dfbcdb5799fc506509a14d8c47729a861a6c4ea90faf7913fe8", + "prepared_review_unit_hash": "c9bee04be5e265777d1372b79b6fd64fbc598695a04aca6a6351564d7887ddd8", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, + "serialized_chars": 5725, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -20076,7 +20054,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, + "serialized_chars": 5725, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -20085,66 +20063,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster splits into two exact-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a different dataset listing and does not look like the same underlying request as the others.", - "confidence": 0.93, - "canonical_issue_reason": "45870 is the earliest clear duplicate representative in the main pair, with an identical title and body length to 45871.", + "summary": "The set contains two clear exact-duplicate issue pairs: 45870\u219445871 and 45872\u219445873. Issue 45869 is only loosely related by theme and should stay separate; it is not the same underlying request as the example or service issues.", + "confidence": 0.94, + "canonical_issue_reason": "No single global canonical: the items split into two separate exact-duplicate issue pairs (45870/45871 and 45872/45873), while 45869 is a different dataset request.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the safest cluster representative: it is an exact duplicate of 45871 and predates it, while the 45872/45873 pair appears to be a separate duplicate topic.", + "best_issue_reason": "45872 is the strongest representative issue overall because it has an exact duplicate partner (45873) and is the most concrete standalone request in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different topic: a dataset bundle listing versus a DataForge example issue; not the same underlying request." + "reason": "Related financial/data context, but this is a dataset listing versus an example request; not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different topic: dataset bundle listing versus DataForge example issue." + "reason": "Same as 45869\u219445870: thematically similar, but different request type and different underlying artifact." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Same title and same body length, created minutes apart; they look like duplicate submissions of the same issue." + "reason": "Exact same title and same body length; these appear to be duplicate submissions of the same example issue." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both are financial/DataForge themed, but the titles describe different requests (example prediction vs scraping service)." + "reason": "Both mention financial time series/DataForge, but one is an example issue and the other is a scraping-service request; not the same change/request." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different concrete request: example prediction issue versus scraping-service issue." + "reason": "Different issue topic: example prediction workflow versus scraping-service request." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different concrete request with no evidence they describe the same issue." + "reason": "Different underlying request despite shared domain terms; these would not be merged into one issue." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different concrete request with no evidence they describe the same issue." + "reason": "Different underlying request; 45871 is the example issue, while 45873 is the scraping-service issue duplicate pair." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Same title and same body length, created close together; they appear to be duplicate submissions of the same issue." + "reason": "Exact same title and same body length; these look like duplicate submissions of the same DataForge scraping-service issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 45870/45871 share the same title, body length, and close timestamps, as do 45872/45873, while 45869 is clearly a different dataset-bundle topic. The soft-edge verdicts are conservative and do not overstate weaker pairs. No PR-mergeability issue applies here." + "feedback": "The summary is grounded in the packet: the two exact-title, same-body-length pairs are treated as duplicates, and 45869 is kept separate as a different dataset request. The soft-edge verdicts are conservative overall, especially on the cross-pair rejections where the analyst avoids merging different request types." }, "evaluator_used": true, "retried": false, @@ -20160,8 +20138,8 @@ "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": [ @@ -20171,40 +20149,40 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "f26398c5150b4a8fb828667c6ddecfda684ae219c59ee1844fc9d9fa39dd12d3", + "prepared_review_unit_hash": "6107f7abc4041e75f3dd876e7496381a348c44ce55996a8bef1ddf185e4f979b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1636, - "estimated_input_tokens": 409, - "estimated_eval_tokens": 1074 + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1636, - "estimated_input_tokens": 409, - "estimated_eval_tokens": 1074 + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues concern static-cache failures around linear-attention/Qwen3.5, but they describe different concrete failure modes: one is a shape-corruption RuntimeError during early initialization, the other is a KeyError for `linear_attention` in Qwen3.5. Similar subsystem, but not clearly the same bug.", + "summary": "The two issues are related to static-cache handling in linear-attention/Qwen3.5 paths, but they describe different failure modes: one is a `KeyError` for `linear_attention`, the other is shape corruption during `early_initialization` leading to a `RuntimeError`. They are close, but not clearly the same underlying bug.", "confidence": 0.78, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader underlying static-cache/linear-attention corruption with a concrete runtime failure and likely encompasses more variants than the Qwen3.5-specific KeyError report.", + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader mechanism (`early_initialization` corrupting linear-attention layers) and the concrete downstream failure mode, which is more informative for triage and fixing than a model-specific crash report.", "canonical_pr_reason": null, - "best_issue_reason": "46439 is the strongest representative of the cluster: it is more general, more diagnostic, and names the likely root area (`early_initialization` + linear-attention shape corruption) rather than a single model-specific crash.", + "best_issue_reason": "Issue 46439 is the best representative for the cluster because it captures the likely root-cause class in a way that could apply across models, whereas 46441 reads as a specific symptom on Qwen3.5.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Related but not the same concrete bug: one reports wrong-shape corruption leading to RuntimeError, the other a KeyError for `linear_attention` on Qwen3.5." + "reason": "Reject: both involve static cache and linear-attention, but the reported failures differ materially (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`). They may be related, but they do not clearly describe the same concrete bug." } ] }, @@ -20223,8 +20201,8 @@ "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": [ @@ -20234,7 +20212,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "e0458dbb1ba652d0c3e2b0fc5c66fe75e7aed0f90bb4ac2741393d3a74ebfefb", + "prepared_review_unit_hash": "3b2e30f271a9f617cd3e6550a01102fb327a5724011e9e835d529974e68192ab", "component_budget": { "node_count": 2, "item_count": 2, @@ -20256,27 +20234,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are near-perfect duplicates with identical titles and matching bodies describing the same Wav2Vec2CTCTokenizer v5 regression. The open issue is the better canonical target; there are no PRs in this cluster.", - "confidence": 0.99, - "canonical_issue_reason": "Issue 46552 is the open report with the same text and has inbound references, making it the better live tracking issue.", + "summary": "The two issues appear to describe the same Wav2Vec2CTCTokenizer v5 bug report: they have identical titles, identical body length, and maximal soft similarity. #46551 is the better dedup anchor because it is the earlier closed report, while #46552 is the later open report with matching content.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #46551 is the earlier closed instance and the best dedup anchor for this matching report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46552 is the best issue to keep because it is open, current, and already referenced by others; 46551 appears to be the duplicate/closed copy.", + "best_issue_reason": "Issue #46551 is the strongest representative issue because it is earlier, already closed, and matches #46552 exactly in title/body content.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Identical title and matching description indicate the same underlying bug; this is a clear duplicate pair." + "reason": "The titles and body length are identical, and the soft similarity is maximal, so they very likely describe the same underlying bug report." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: both issues have identical titles and bodies, issue 46552 is open with inbound references, and 46551 is closed. The duplicate verdict is conservative given the exact-match similarity evidence, and there are no PRs to evaluate." + "accept": false, + "feedback": "The duplicate call is plausible, but the writeup is a bit too definitive for the evidence. The packet only supports that the two issues have identical titles/body length and maximal soft similarity; it does not prove that #46551 is the \u2018original\u2019 or that #46552 is definitively an \u2018open duplicate.\u2019 Please soften the canonical/original language to something like \u2018earlier issue\u2019 or \u2018best dedup anchor,\u2019 and avoid asserting duplicate status as certain unless there is an explicit linkage." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20300,7 +20278,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "8bbb237adefcde7eb3a297ee3c8ae2d434a85e42df093b5291675d8632ca7e66", + "prepared_review_unit_hash": "f15257405ee859629bfe59abe9f7f9b31e68b1b0f97b991a1eba7fbca8850ca2", "component_budget": { "node_count": 2, "item_count": 2, @@ -20322,18 +20300,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one reports a tensor shape mismatch during object-detection training, while the other reports out-of-memory after several epochs in RT-DETR v2. They may be broadly related to training instability, but they describe different failure modes and likely different fixes.", - "confidence": 0.95, - "canonical_issue_reason": "Issue #46657 is the more concrete, narrowly scoped bug report (tensor size mismatch during object detection training) and is the better representative if a single issue must be chosen.", + "summary": "The two issues are related only at a broad training-for-object-detection level. One reports a tensor size mismatch during training; the other reports out-of-memory after several epochs in RT-DETR v2. They do not appear to describe the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #46657 is the more concrete bug report: it names a specific failure mode (tensor size mismatch) that is easier to diagnose and map to a single code-path problem.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46657 is the best issue anchor because it describes a specific reproducible error rather than a broader resource problem.", + "best_issue_reason": "#46657 is the best representative issue because it describes a distinct, actionable runtime error rather than a general training resource exhaustion symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different underlying problems: #46657 is a tensor dimension mismatch during training, while #46692 is an out-of-memory failure after some epochs in RT-DETR v2. Shared training context is not enough to treat them as the same bug." + "reason": "Reject: the reports point to different failure classes\u2014shape mismatch vs. memory exhaustion\u2014and do not look like the same defect or fixable by one change." } ] }, @@ -20347,7 +20325,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20363,7 +20341,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "ede7dd2766c805e2ddc64a1845b151f97a7b2ed5a18c48486a14a9cb49c89387", + "prepared_review_unit_hash": "c44a20ede68dc4f8ec38202a468d7a0a9f2a645a85d74d50acf885bb74bf9f14", "component_budget": { "node_count": 2, "item_count": 2, @@ -20385,18 +20363,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related to VibeVoice but are not the same change: #40546 is the base VibeVoice implementation, while #42781 adds VibeVoice Realtime plus acoustic-tokenizer/feature-extraction and generation-path changes. They overlap on shared model integration files, but they target different concrete functionality and should not be deduplicated.", - "confidence": 0.93, + "summary": "These are related VibeVoice PRs, but they are not duplicates: one implements the base VibeVoice model, while the other adds a realtime variant plus acoustic tokenizer and broader integration changes. They overlap heavily because the second builds on the first, but they are not the same underlying change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "#40546 is the more canonical base PR: it introduces the core VibeVoice model/docs integration and is the broader foundational implementation, whereas #42781 is a separate realtime extension built on top of that work.", + "canonical_pr_reason": "PR #40546 is the better canonical PR because it is the foundational VibeVoice implementation and covers the core model, docs, auto-mapping, and pipeline integration that the later realtime work depends on.", "best_issue_reason": null, - "best_pr_reason": "#40546 is the best representative of the cluster because it is the foundational VibeVoice implementation and has the clearest standalone scope; #42781 is a later, narrower realtime follow-up with additional tokenizer/feature-extraction work.", + "best_pr_reason": "PR #40546 is the best representative of the cluster since it is the more general and complete core implementation; PR #42781 is a narrower follow-on extension for realtime support.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Reject: these are related VibeVoice PRs, but not the same underlying change. #40546 implements VibeVoice itself; #42781 adds a separate realtime variant and extra acoustic-tokenizer/feature-extraction/generation changes, so they would not plausibly be merged into one PR." + "reason": "Reject duplicate merge: #42781 is an extension of VibeVoice rather than the same concrete change. It adds realtime-specific behavior and a new acoustic tokenizer, so it would not plausibly be merged into #40546 as one PR without losing distinct scope." } ] }, @@ -20410,7 +20388,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20426,12 +20404,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "8438154b2b81ce848874db2f56ef18b21b67707af0a789569ca2b5b2466a353a", + "prepared_review_unit_hash": "12b0397a95491fd87695079bb3a135230b95a92749d598f0f8ca7a6491b373ea", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -20439,7 +20417,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -20448,18 +20426,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting versus DINOv3 image classification support. They do not fix the same bug or implement the same change path, so they should not be merged as duplicates.", + "summary": "These two pull requests are not duplicates: one adds TimesFM covariate forecasting support, while the other adds DINOv3 image classification support. They touch different models, different code paths, and different user-facing features.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "41224 is the more focused and self-contained PR, adding a concrete DINOv3 image-classification path; 40755 is a broader TimesFM forecasting feature in a different subsystem.", + "canonical_pr_reason": "No canonical PR for deduplication here; the PRs address unrelated features in different model families, so neither should subsume the other.", "best_issue_reason": null, - "best_pr_reason": "41224 is the better representative PR because it is narrower, more concrete, and easier to review/merge as a single feature change than the broader TimesFM covariate work.", + "best_pr_reason": "If forced to pick a single representative artifact, PR #41224 is more self-contained and narrowly scoped, but it is not a duplicate of #40755 and should not be merged with it.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different model families and different code paths: TimesFM covariate forecasting vs DINOv3 image classification support. They are not the same underlying change." + "reason": "Different models and changesets: TimesFM covariate regression/forecasting versus DINOv3 image classification. They do not fix the same bug or implement the same change, and are not mergeable as one PR." } ] }, @@ -20473,7 +20451,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20536,7 +20514,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20582,166 +20560,190 @@ "pull_request:44827|pull_request:45655", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "f78b61df4dd42171716fd28ae526d107ddc36b33b007730e62600aa3ba73d1b9", + "prepared_review_unit_hash": "da559e6edc5247a7d71bdc2af9b98e008ce35ec47c4d34c12edd4464ce3edf94", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 36844, - "estimated_input_tokens": 9211, - "estimated_eval_tokens": 18678 + "serialized_chars": 36838, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 36844, - "estimated_input_tokens": 9211, - "estimated_eval_tokens": 18678 + "serialized_chars": 36838, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only one soft edge looks like a true duplicate: the two cross-entropy loss PRs both change the same helper in the same way. The rest are merely in the same broad Transformers codebase or thematically similar, but they fix unrelated models, docs, tests, or subsystems.", - "confidence": 0.78, + "summary": "This cluster is mostly unrelated PRs with coincidental keyword overlap. The only clear duplicate-like pair is the two `fixed_cross_entropy` patches (#43251 and #43254), which both add `weight`/`label_smoothing` support to the same code path and target the same issue.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:43251 is the better canonical PR for the only true duplicate pair: it has the explicit issue target, a concrete loss-utils fix, and a slightly fuller implementation of the same cross-entropy kwargs change.", + "canonical_pr_reason": "#43251 is the strongest representative of the only true duplicate pair: it directly fixes issue #43240 and implements the `cross_entropy` kwarg passthrough in `loss_utils.py`; #43254 is essentially the same change with slightly less context.", "best_issue_reason": null, - "best_pr_reason": "pull_request:43251 is the strongest standalone PR in this set because it addresses a specific bug in a single code path (`fixed_cross_entropy`), has an explicit issue link, and is tightly scoped compared with the more speculative similarity-only matches.", + "best_pr_reason": "#43251 is the best single PR to represent the cluster because it is the clearest, most complete version of the only substantive duplicate change in the set.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different areas and goals: Mistral tokenizer API additions vs adding a new MobileLLM model. No shared bug or code path." + "reason": "Both are model-related, but they target different models and different missing functionality; not the same underlying change." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer method completion vs Executorch dynamic-shape export testing; unrelated changes." + "reason": "One adds tokenizer methods, the other adds export tests; unrelated code paths and goals." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor-loading robustness across multiple models vs adding a brand-new model. Broad framework overlap only." + "reason": "Both improve model loading, but they cover different multimodal model families and different fixes." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs fix vs new model addition; entirely different functionality." + "reason": "Different domains: loss-function kwarg passthrough vs adding a new model package." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Both touch training/modeling code, but one fixes `cross_entropy` kwargs and the other is a Mistral4 model/test update. Not the same change." + "reason": "Loss utility change versus Mistral4 test/model work; no shared concrete bug." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export testing and Mistral4 test fixes are unrelated test coverage in different subsystems." + "reason": "Both are test-related, but they validate unrelated features in different areas." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic export test vs new model implementation; no shared underlying bug." + "reason": "Executorch dynamic-shape export test is unrelated to MobileLLM model addition." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Adding MobileLLM vs fixing config annotation resolution in `modeling_utils.py`; unrelated." + "reason": "New model addition and config-resolution fix are unrelated changes." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New model addition vs Falcon output-interface refactor; different models and different code paths." + "reason": "Different model implementations and different objectives; not mergeable as one fix." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon model refactor vs model-creation skill/docs; no shared bug or mergeable overlap." + "reason": "Falcon refactor and model-creation skill have no shared code-path bug or change." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-capture refactor and Mistral4 test fixes are distinct model-specific changes." + "reason": "Different models and different issues; only broad output-interface similarity." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes vs a CLIP-like `layrnorm` rename/conversion mapping fix; unrelated models and bugs." + "reason": "Mistral4 test fixes and `layrnorm` renaming are distinct bugs in different subsystems." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 tests vs chat-response parsing overhaul; completely different functionality." + "reason": "Mistral4 test work and chat parsing overhaul are completely separate changes." }, { "left": "pull_request:44827", "right": "pull_request:46744", "accept": false, - "reason": "Mistral4 tests vs Apple Silicon/safetensors docs update; not the same underlying change." + "reason": "Model test fixes and Apple-silicon docs update are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 tests vs TDT loss kernel integration; unrelated code paths." + "reason": "Mistral4 tests and TDT loss kernel integration are different features with no shared concrete bug." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 tests/modeling vs model-creation skill/dataset/doc tooling. The shared auto-model file is incidental, not a duplicate bug fix." + "reason": "Shared auto-modeling filename is incidental; one is a model fix and the other is a model-creation skill/documentation PR." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "New MobileLLM model implementation vs a repository skill/docs PR. Similar 'model creation' theme only." + "reason": "A new model implementation and a model-creation skill are not the same underlying change." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test/model changes vs config-resolution logic in the base modeling utility; different layers and problems." + "reason": "Mistral4 test fixes do not overlap with the config-resolution ordering bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Different areas entirely: model tests versus chat response parsing/serve changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46744", + "accept": false, + "reason": "Unrelated: model test fixes versus docs for MPS/safetensors loading." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes vs kernel-loading for TDT loss; unrelated subsystems." + "reason": "No shared bug or code path; one is Mistral4 test cleanup, the other adds a new loss kernel." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Model test/modeling changes vs model-creation tooling; no shared underlying code change." + "reason": "The overlap is only superficial via auto/modeling files; the change sets are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition and model-creation skill are different artifacts and not duplicates." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "No shared concrete issue; only both touch core modeling code." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same file, same helper (`fixed_cross_entropy`), same added kwargs (`weight`, `label_smoothing`), and same issue target 43240. These are the same underlying fix." + "reason": "Both PRs patch the same `fixed_cross_entropy` function to pass supported `cross_entropy` kwargs (`weight` and `label_smoothing`) and both point to issue #43240; they are the same underlying fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays within the packet evidence, and the non-duplicate verdicts are conservative: they treat broad thematic overlap as non-duplication. The only accepted soft edge, pull_request:43251 vs pull_request:43254, is well-supported by the shared file, shared issue target, and same kwargs-to-cross_entropy fix." + "feedback": "The summary is well grounded in the packet: the only clearly supported duplicate-like pair is #43251/#43254, which share the same file and issue target and both patch `fixed_cross_entropy` to pass supported kwargs. The other pair verdicts are conservative and do not overclaim mergeability or shared bugfixes based on the available evidence." }, "evaluator_used": true, "retried": false, @@ -20752,7 +20754,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20768,12 +20770,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "575e438ebec92de7d9851f707d94123fb53d190790fa7e699f0f615dddb85214", + "prepared_review_unit_hash": "5c414ff86b340de097fef0978d43ff56886bfc3f841d946c21b92f3212fbae5b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -20781,7 +20783,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -20790,18 +20792,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are broad GitHub Actions dependency bumps, but they target different underlying changes: PR 42975 is a Node 24 compatibility sweep across many workflow actions, while PR 42976 specifically upgrades docker/build-push-action and related workflow versions. They overlap in files and theme, but not in the same concrete fix.", - "confidence": 0.94, + "summary": "Two unrelated workflow-maintenance PRs: one upgrades several GitHub Actions for Node 24 compatibility, the other bumps docker/build-push-action to v6 in Docker image workflows. They overlap in some files but not in concrete change intent or code path.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical representative because it has the clearest unifying purpose (Node 24 compatibility) and covers the wider workflow-action upgrade set.", + "canonical_pr_reason": "No single canonical PR: PR 42975 is a broad Actions-version refresh for Node 24 compatibility, while PR 42976 is specifically about upgrading docker/build-push-action in image build workflows.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best single PR to represent the cluster since it expresses a concrete compatibility goal rather than a narrower action-version refresh.", + "best_pr_reason": "Neither PR is a duplicate of the other; if forced to pick a representative for the cluster, 42975 is the broader and more general workflow-upgrade PR, but the cluster should not be merged as duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "They are related GitHub Actions maintenance PRs, but they fix different things: one is a Node 24 compatibility upgrade across workflow actions, the other is a docker/build-push-action version bump. Shared workflow files are not enough to treat them as the same change." + "reason": "Same general area (GitHub Actions workflows) and overlapping files, but the concrete changes differ: 42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while 42976 upgrades docker/build-push-action for Docker image builds. These are separate maintenance changes and would not plausibly be one PR." } ] }, @@ -20815,7 +20817,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20847,106 +20849,106 @@ "pull_request:45490|pull_request:46705", "pull_request:46562|pull_request:46658" ], - "prepared_review_unit_hash": "8701d24d4d5f226878fde60ba7db3806947945b9e6c1bb61da50997d3b49683f", + "prepared_review_unit_hash": "93f41f95b990d9703bdf7d8f500984ad59e9c5d87ecbc45cf5cfb3209d144cf8", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 12, - "serialized_chars": 24621, - "estimated_input_tokens": 6156, - "estimated_eval_tokens": 12568 + "serialized_chars": 24618, + "estimated_input_tokens": 6155, + "estimated_eval_tokens": 12566 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 12, - "serialized_chars": 24621, - "estimated_input_tokens": 6156, - "estimated_eval_tokens": 12568 + "serialized_chars": 24618, + "estimated_input_tokens": 6155, + "estimated_eval_tokens": 12566 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most PRs are separate model-addition or infrastructure changes that only overlap on common registration/docs files. The only likely duplicate-like pair is the Step 3.7 Flash feature PR and its WIP companion script/model package; everything else should stay separate.", - "confidence": 0.78, + "summary": "These PRs are mostly unrelated model additions and one distributed-config infra change. The only superficially close pair is the Step3p7 Flash PRs, but they are not the same mergeable change: one is the actual library integration, the other is WIP demo/conversion scaffolding.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46562 is the best canonical PR because it is the main library-side Step 3.7 Flash model integration with docs/tests; #46658 looks like supporting WIP conversion/build tooling for the same feature, not the primary implementation.", + "canonical_pr_reason": "No single canonical PR for a duplicate cluster: the items span different models/features. The closest candidate is 46562 because it is the substantive Step3p7 Flash integration, but it is still distinct from 46658.", "best_issue_reason": null, - "best_pr_reason": "PR #46562 is the strongest representative of the only accepted duplicate-like pair and is the most self-contained concrete model change in the set.", + "best_pr_reason": "46562 is the strongest standalone PR in the set because it contains the real model implementation, docs, and tests; the nearby 46658 PR is mostly auxiliary WIP/build-demo machinery rather than the same code change.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Both are unrelated new model additions; shared docs/auto-registration files are boilerplate and do not indicate the same underlying change." + "reason": "Different models (ViT NEPA vs Molmo). Shared docs/auto-registry edits are generic model-addition boilerplate, not the same bug or change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are different models with different code paths; overlap is only in shared framework registration/docs." + "reason": "Different model additions (ViT NEPA vs Molmo2) with only generic registration/doc overlap." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model families entirely (ViT NEPA vs CTSM); shared auto/docs edits are generic integration work." + "reason": "Unrelated architectures and tasks: vision model addition vs time-series model addition." }, { "left": "pull_request:42978", "right": "pull_request:46705", "accept": false, - "reason": "ViT NEPA model addition is unrelated to the distributed config PR; no shared bug or concrete change." + "reason": "Model addition vs distributed-config infrastructure; no shared concrete code-path problem." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct model additions with different architectures/files; overlap is just model-registration boilerplate." + "reason": "Molmo and Molmo2 are related by name but are distinct model integrations with different files and behavior; not one mergeable duplicate." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are different models; common files like docs and auto mappings are not enough to treat them as the same change." + "reason": "Different model families (Molmo vs CTSM), only broad repo boilerplate overlaps." }, { "left": "pull_request:43448", "right": "pull_request:46705", "accept": false, - "reason": "Molmo2 model work is unrelated to distributed configuration support." + "reason": "Model integration vs distributed-config infra; no same underlying change." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are separate model integrations with different implementations and tests." + "reason": "Different model additions (Molmo2 vs CTSM) and different code paths." }, { "left": "pull_request:43451", "right": "pull_request:46705", "accept": false, - "reason": "Molmo2 model addition and distributed config are distinct changes with no shared code-path problem." + "reason": "Molmo2 model addition is unrelated to distributed configuration changes." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step 3.7 Flash are unrelated model additions; shared auto/docs files are normal repo integration overlap." + "reason": "CTSM and Step3p7 Flash are different model additions; shared auto-registry/doc edits are not duplicate evidence." }, { "left": "pull_request:45490", "right": "pull_request:46705", "accept": false, - "reason": "CTSM model addition does not match the distributed config PR; no same underlying bug/change." + "reason": "CTSM model addition vs distributed-config infra; no duplicate relationship." }, { "left": "pull_request:46562", "right": "pull_request:46658", - "accept": true, - "reason": "Both are Step 3.7 Flash work and overlap on the same model family and registration plumbing; #46562 is the core model implementation while #46658 is WIP conversion/build scaffolding for the same feature, so they could plausibly be consolidated." + "accept": false, + "reason": "Both reference Step3p7 Flash, but 46562 is the actual model integration while 46658 is WIP conversion/demo and mini-model scaffolding; they are not the same concrete change and would not be merged as one PR." } ] }, @@ -20960,7 +20962,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20995,118 +20997,118 @@ "pull_request:46380|pull_request:46539", "pull_request:46380|pull_request:46579" ], - "prepared_review_unit_hash": "c75cd616b33a8c70760607a4c297e0085816ead8dbc2d77b3131568dc5476db8", + "prepared_review_unit_hash": "030974bc26d78ec751b33967a4f00101f66612e913bd28675e5b19643be267e3", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 14, - "serialized_chars": 23167, - "estimated_input_tokens": 5792, - "estimated_eval_tokens": 11840 + "serialized_chars": 23163, + "estimated_input_tokens": 5791, + "estimated_eval_tokens": 11838 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 14, - "serialized_chars": 23167, - "estimated_input_tokens": 5792, - "estimated_eval_tokens": 11840 + "serialized_chars": 23163, + "estimated_input_tokens": 5791, + "estimated_eval_tokens": 11838 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a mix of unrelated open PRs: Whisper test fixes, tie_weights backward-compatibility, vision test cleanup, FP8 dequant changes, doctest updates, generation watermarking validation, CI infra changes, and typo/documentation cleanup. None of the soft edges look like true duplicates of the same underlying change.", + "summary": "These PRs are mostly unrelated despite superficial soft-similarity signals. They span Whisper tokenization/tests, deprecated API aliasing, vision model tests, FP8 dequant/loading, generation watermarking validation, CI/integration-test plumbing, and typo/doc cleanup.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single PR is a true duplicate canonical here; the similarities are broad labels or overlapping test/model files, not the same underlying change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 46579 is the broadest and most representative code-maintenance sweep in the set, but it still should not be treated as a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are test-related, but they target different models and bugs: Whisper tokenizer decode behavior vs CLIP/ViT test edits. No shared code path." + "reason": "Whisper tokenizer/test fix vs CLIP/ViT test edits; different models and different failure modes." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding tests are unrelated to FP8 dequant/loading logic. Different subsystem and fix scope." + "reason": "Whisper timestamp decoding work vs FP8 dequant/model-loading changes; unrelated code paths." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper test fix vs generation watermarking/validation and broad model test changes. Only superficial similarity as test fixes." + "reason": "Whisper decoding changes vs generation watermarking validation fix; different subsystems and bugs." }, { "left": "pull_request:43498", "right": "pull_request:46579", "accept": false, - "reason": "Backward-compatibility for tie_weights is unrelated to typo cleanup across many files. No common bug or mergeable change." + "reason": "Backward-compat alias for tie_weights is a specific API change, while 46579 is a broad typo cleanup sweep." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Vision model test tweaks are unrelated to Phimoe CI/integration test infrastructure changes." + "reason": "Placeholder test edits for CLIP/ViT vs Phimoe integration-test CI plumbing; not the same underlying issue." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "These touch different areas: test assertions for CLIP/ViT versus dequant/fp8 model loading and quantization code." + "reason": "Model test tweaks vs dequantization/loading fix; only superficial testing/modeling overlap." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Both mention tests, but the underlying changes are different: CLIP/ViT test files versus generation config/utils and Whisper behavior." + "reason": "Unrelated test-file edits vs generation config validation bugfix." }, { "left": "pull_request:43665", "right": "pull_request:46579", "accept": false, - "reason": "Vision test file edits and code-typo cleanup are not the same bug or change." + "reason": "Test-only placeholder changes are not the same as a repo-wide typo/documentation cleanup." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8/dequant logic changes are unrelated to Phimoe integration-test CI adjustments." + "reason": "FP8 dequant/model-loading logic vs Phimoe CI/test infrastructure; different bug categories." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Different code paths: finegrained FP8 loading/quantization versus generation configuration and Whisper-related test fixes." + "reason": "FP8 quantization/dequantization fix vs watermarking_config validation fix; unrelated paths." }, { "left": "pull_request:44815", "right": "pull_request:46579", "accept": false, - "reason": "FP8/model-loading changes do not match a broad typo-fix cleanup PR." + "reason": "Shared filenames do not make these the same change; one is FP8 correctness, the other is typo cleanup." }, { "left": "pull_request:45114", "right": "pull_request:46579", "accept": false, - "reason": "Doctest documentation updates are not the same underlying change as code typo fixes across multiple modules." + "reason": "Doctest/documentation adjustments vs typo cleanup across code; not the same underlying fix." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation/watermarking and Whisper test fixes are unrelated to Phimoe CI environment changes." + "reason": "Generation watermarking validation fix vs Phimoe integration-test CI workaround; unrelated problems." }, { "left": "pull_request:46380", "right": "pull_request:46579", "accept": false, - "reason": "Broad generation/Whisper bugfixes are not the same as a multi-file typo cleanup." + "reason": "Generation config correctness fix vs code typo sweep; only broad repository overlap." } ] }, @@ -21120,7 +21122,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21139,52 +21141,52 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "466decdcca13ae52aaf9bd3c927219e036c85c2fdaee60e8729322f44fd2daf2", + "prepared_review_unit_hash": "1d7d4a379ae9f2feaed9b112e7810082941b04b7fc186706414ea991cba36b6a", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6348, - "estimated_input_tokens": 1587, - "estimated_eval_tokens": 3430 + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6348, - "estimated_input_tokens": 1587, - "estimated_eval_tokens": 3430 + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three unrelated \"don't merge\"/demo PRs that only overlap at a very broad level (repo-bot, workflow, and test-related changes). They do not look like the same underlying bug or change.", - "confidence": 0.96, + "summary": "All three pull requests are \"don't merge\" repository-test / workflow-demo changes, but they target different code paths and should not be clustered as duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43532 is the most representative of the cluster as a generic diff/demo PR: it touches several workflow and test files and best matches the overall placeholder 'show diff' theme.", + "canonical_pr_reason": "No PR is a true duplicate canonical for the others; if one representative must be chosen, #43532 is the broadest test/demo change and touches the most files, but it is still not the same change as the other two.", "best_issue_reason": null, - "best_pr_reason": "PR 43532 is the best global representative because it has the broadest, most illustrative change set and the clearest 'show diff' intent among the three.", + "best_pr_reason": "#43532 is the best representative of the cluster because it has the widest scope and clearest multi-file test/workflow demo intent, whereas #43488 and #46747 are narrower and unrelated changes.", "soft_edge_verdicts": [ { "left": "pull_request:43488", - "right": "pull_request:46747", + "right": "pull_request:43532", "accept": false, - "reason": "Different concrete changes: 43488 tweaks setup/dependency/test files, while 46747 changes a security-gate workflow trigger. Same broad repo-maintenance theme, but not the same bug or change." + "reason": "Both are repo-test PRs, but #43488 changes packaging/version/dependency setup while #43532 changes CI workflows and testing utilities; they do not fix the same underlying bug or implement the same change." }, { "left": "pull_request:43488", - "right": "pull_request:43532", + "right": "pull_request:46747", "accept": false, - "reason": "They both touch testing-related files, but 43488 is about setup/version/dependency and a Vit test, whereas 43532 mainly rewires comment/notification workflows and test utilities. Not one fix." + "reason": "#43488 is about setup/version/dependency edits and a Vit test; #46747 is a security-gate workflow trigger change. Different concrete code paths and unrelated goals." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "43532 is a multi-file workflow/test utility demo, while 46747 is a single workflow security-gate trigger change. Overlap is only superficial at the workflow level." + "reason": "#43532 is a broad CI/comment/diff-display test change, while #46747 only changes the PR security-gate workflow trigger. Similar repo area, but not the same change." } ] }, @@ -21198,7 +21200,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21214,12 +21216,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "e94c39db0b6341f74b5bfafb4f46a06c9eebabfaf86c6cb7c339bd1903f335a6", + "prepared_review_unit_hash": "d3fa093c7bba168ea55642382bda5d15f934c7cc19cc9bb8b9c51bda372b0720", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -21227,7 +21229,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -21236,18 +21238,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs add new, similarly named segmentation pipelines, but they target different features and codepaths: promptable concept segmentation vs promptable visual segmentation. They share docs/registry scaffolding, yet the underlying implementations, tests, and model integrations are distinct, so they should not be merged as duplicates.", - "confidence": 0.94, + "summary": "These are related but distinct PRs for two different segmentation pipelines; they share scaffolding and docs patterns, but they target different features and code paths.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #43613 is the broader anchor: it adds the Promptable Visual Segmentation pipeline with more model integrations and test coverage, so it is the more representative PR for the shared segmentation-pipeline work.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the stronger representative of this cluster because it is broader and more integrated, covering multiple model test suites and a dedicated pipeline implementation; #43612 is a narrower, separate feature.", + "best_pr_reason": "PR #43613 is the best representative PR in this cluster because it covers the wider visual-segmentation variant and includes the most complete integration surface; #43612 is a separate concept-segmentation feature.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Similar naming and shared docs/registry changes, but they implement different pipelines with different filenames, model integrations, and test targets. They are related feature additions, not the same concrete change or bug fix." + "reason": "Do not merge: despite similar scaffolding and overlapping docs/registration files, these implement different pipelines ('Promptable Concept Segmentation' vs 'Promptable Visual Segmentation') with different model backends and are not the same concrete change." } ] }, @@ -21261,7 +21263,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21277,7 +21279,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "f55c1cb5e5eb64505a908e61a242c4a1369b423c2a62d8e6ec92f140b48b3f83", + "prepared_review_unit_hash": "d4aff849cfde022c8547f04e477b3f54f8c8c71a7e69315f1d42db5bfde6bea2", "component_budget": { "node_count": 2, "item_count": 2, @@ -21299,18 +21301,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs both modify `trainer.py` and both mention custom trainer extensibility, but they address different problems: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They are not the same underlying fix and should not be merged as duplicates.", - "confidence": 0.97, + "summary": "Two open PRs touch `src/transformers/trainer.py`, but they address different trainer extension points: gradient-accumulation loss scaling vs. signature-column filtering for custom/PEFT models. Same subsystem, not the same underlying change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43651 is the more concrete bug fix: it changes `training_step` loss normalization for gradient accumulation and introduces `_loss_is_scaled_for_ga`, which is a specific behavior change rather than a broad refactor.", + "canonical_pr_reason": "No canonical PR: PR #43651 changes how loss is scaled during training, while PR #43663 refactors how allowed input columns are derived from the model signature. They are distinct fixes/enhancements.", "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the better representative of the cluster because it is a narrowly scoped correctness fix in the training path, whereas PR 43663 is a separate extensibility refactor for input-column filtering.", + "best_pr_reason": "If one PR must represent the cluster, #43651 is the more self-contained behavior change with a concrete training-path impact; #43663 is a separate refactor of data-column filtering.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and different behaviors: 43651 fixes loss scaling during gradient accumulation, while 43663 adds an overridable helper for signature-column filtering. Shared file/subsystem alone is not enough to treat them as the same change." + "reason": "Reject: both modify `trainer.py`, but one is about loss scaling in `training_step` and the other about signature-column inspection for filtering inputs. Different code paths and different intended fixes, so they are not the same underlying change." } ] }, @@ -21324,7 +21326,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21340,7 +21342,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "3192996f63d910653cf95ac283b226f8ca5f1a01dfc34d1b1beedb79ab21c9ee", + "prepared_review_unit_hash": "afd9de36568919b974a88e4fbfffd40184ad95bd63d00a344a91fa4228b56ae0", "component_budget": { "node_count": 2, "item_count": 2, @@ -21362,18 +21364,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `src/transformers/cli/serve.py` and are about a TypeAdapter-related NameError in the CLI, but they use different fixes: PR 43656 is a broader postponed-annotations/type-hint cleanup, while PR 43842 specifically guards the optional `pydantic.TypeAdapter` import with `TYPE_CHECKING` and quotes the annotation. They are related, but not clearly the same concrete change.", - "confidence": 0.78, + "summary": "Two open PRs in the same CLI file address similar TypeAdapter-related errors, but they appear to fix different NameError paths and target different issues, so they should stay separate.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the tighter, more explicit fix for the concrete failure mode: it directly addresses `TypeAdapter` being unavailable when `pydantic` is not installed. That makes it a better representative of the underlying bug than the broader annotation cleanup in PR 43656.", + "canonical_pr_reason": "PR 43842 is the more precise and minimal fix: it directly handles the pydantic/TypeAdapter import being absent at runtime while keeping typing support via TYPE_CHECKING.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best single PR in the cluster because it targets the specific import-time NameError path and is narrowly scoped to the optional dependency problem.", + "best_pr_reason": "PR 43842 is the strongest representative of the cluster because its symptom, cause, and patch are tightly aligned and narrowly scoped.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "They overlap in file and theme, but the fixes are not the same concrete change: 43656 applies a broader `from __future__ import annotations`/typing cleanup, while 43842 specifically makes `TypeAdapter` safe when `pydantic` is absent. They could coexist, but this is not strong enough to treat as a duplicate pair." + "reason": "Both touch src/transformers/cli/serve.py and mention TypeAdapter, but 43656 appears to address a broader annotation/NameError cleanup while 43842 specifically fixes the pydantic-not-installed path; they are not clearly the same concrete bug and would not be merged as one PR." } ] }, @@ -21387,7 +21389,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21453,7 +21455,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -21565,373 +21567,349 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "30001924bb5826d219991b7c9f09996b9981a2196cee95192a0fa263a7ebc8d8", + "prepared_review_unit_hash": "7635f1e123083d012a7bf870b376c2fe23f6431c954e8cca9f47ba8c18f9686f", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84884, - "estimated_input_tokens": 21221, - "estimated_eval_tokens": 42698 + "serialized_chars": 84896, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75081, - "estimated_input_tokens": 18771, - "estimated_eval_tokens": 37798 + "serialized_chars": 75092, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of model-specific refactors to standardized output tracing. The only clear duplicate subclusters are GPT-J/CodeGen and GPT-Neo variants; the rest are similar but separate model PRs, not the same code change.", - "confidence": 0.78, + "summary": "This cluster is mostly a loose collection of model-specific output-tracing refactors. The only strong duplicate subgroup is GPT-Neo (44018/44068) and GPTJ/CodeGen (44066/44722). PR 44085 shares the GPTJ file and #43979 target, but the packet does not establish it as the same change as 44066, so that edge should be rejected.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue artifact to anchor on; PR 44722 is the broadest/latest representative of the GPT-J/CodeGen output-tracing refactor subcluster.", + "canonical_pr_reason": "PR #44722 is the clearest representative of the actual GPTJ/CodeGen duplicate subgroup: it targets the same #43979 refactor, touches the same GPTJ and CodeGen files, and appears to be the most complete/latest version of that concrete change.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 best represents the duplicate subcluster because it covers the same GPT-J code path as earlier GPT-J-only PRs and also includes the related CodeGen refactor.", + "best_pr_reason": "PR #44722 is the best overall representative of the accepted duplicate subgroup because it captures the full GPTJ/CodeGen standardized-output refactor and is the strongest anchor for triage.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families (CVT/FNet vs GPT-J); same issue target is not enough to call these duplicates." + "reason": "Same output-tracing theme, but different model/file scope and no evidence of the same patch." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Unrelated model refactors (CVT/FNet vs DeBERTa); similar output-tracing theme only." + "reason": "Different model implementations; shared standardized-tracing theme only." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": true, - "reason": "Same GPT-J output-tracing change on the same file; 44066 is the broader version and 44085 is GPT-J-only." + "accept": false, + "reason": "Same GPTJ file and #43979 target, but 44066 also changes CodeGen and the packet does not show 44085 as the same rewrite." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different model code paths (RegNet/ResNet vs EfficientNet); both are output-tracing refactors but not the same change." + "reason": "Different model files and code paths; only the general output-tracing refactor theme overlaps." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet is a separate model from GPT-J/CodeGen; shared refactor style only." + "reason": "Different model files; same refactor theme only." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet are distinct model-specific changes." + "reason": "Different model code paths; same output-tracing initiative, not the same change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated code paths." + "reason": "Different model implementations; only the shared tracing refactor pattern overlaps." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR are unrelated model implementations." + "reason": "Different model files and code paths; not the same concrete refactor." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are different model refactors." + "reason": "Different model files; same broad decorator-based tracing theme only." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same model/file and appear to target the same concrete change." + "reason": "Same GPT-Neo file and the same output-tracing rewrite; 44068 looks like the later direct rewrite of 44018." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model code paths." + "reason": "Different model files; both are output-tracing refactors, but not the same one." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen are distinct model-specific PRs." + "reason": "Different model families and files; same broad output-tracing pattern only." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet is unrelated to GPT-J/CodeGen." + "reason": "Different model files and code paths; not the same underlying change." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated model changes." + "reason": "Different model files; shared output-tracing theme only." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different model refactors." + "reason": "Different model files and code paths; same refactor motif only." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet do not share the same concrete code path." + "reason": "Different model implementations; only the output-capture refactor pattern is shared." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are separate model implementations." + "reason": "Different models/files; same broad tracing refactor theme only." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different models; similar decorator migration only." + "reason": "GPT-Neo versus GPTJ/CodeGen; same framework change, different concrete code path." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated model code paths." + "reason": "Different model files and code paths; not the same fix." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated model code paths." + "reason": "Different model files; same output-tracing theme only." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are distinct model changes." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44085", - "accept": false, - "reason": "GPT-Neo vs GPT-J are different model-specific refactors." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model code paths." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44085", - "accept": false, - "reason": "MPT and GPT-J are unrelated model implementations." + "reason": "Different model files and code paths; not a duplicate." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different models; same issue target does not make them duplicates." + "reason": "Different model implementations; only the decorator-style refactor theme matches." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are unrelated model-specific changes." + "reason": "Different model files and code paths; same broad refactor motif only." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and XLM/Flaubert are separate code paths." + "reason": "Different model implementations; same output-handling theme only." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different models." + "reason": "Different model files; same output-tracing initiative only." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT2 and GPT-J/CodeGen are separate model refactors." + "reason": "Different model families and files; not the same concrete change." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are unrelated model changes." + "reason": "Different model files and code paths; not the same refactor." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "VisualBERT and XLM/Flaubert are different model code paths." + "reason": "Different model files; same standardized-output theme only." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "GPT2 and MPT are unrelated model refactors." + "reason": "Different model files and code paths; only the general tracing refactor overlaps." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "MPNet and XLM/Flaubert are different model implementations." + "reason": "Different model implementations; not the same underlying change." }, { "left": "pull_request:43997", - "right": "pull_request:44018", + "right": "pull_request:44073", "accept": false, - "reason": "RegNet/ResNet and GPT-Neo are unrelated." + "reason": "Different model files and code paths; same broad refactor theme only." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44071", + "right": "pull_request:44086", "accept": false, - "reason": "RegNet/ResNet and LongT5 are unrelated model changes." + "reason": "Different model files and code paths; not a duplicate." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "MPT and ImageGPT are different model code paths." + "reason": "Different model implementations; same output-tracing pattern only." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "Different model files and code paths; not the same change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "TextNet and XLM/Flaubert are unrelated model changes." + "reason": "Different model files; same tracing-refactor theme only." }, { "left": "pull_request:44056", - "right": "pull_request:44161", + "right": "pull_request:44101", "accept": false, - "reason": "MPNet and LongT5 are separate model refactors." + "reason": "Different model files and code paths; not the same fix." }, { "left": "pull_request:43997", - "right": "pull_request:44017", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet/ResNet and SegFormer are unrelated." + "reason": "Different model files; shared issue-style refactor theme only." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet/ResNet and MPNet are distinct code paths." + "reason": "Different model implementations; only the standardized-refactor theme overlaps." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "CVT/FNet and SegFormer are different models." + "reason": "Different model files and code paths; not a duplicate." }, { - "left": "pull_request:43996", + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "Different model files and code paths; same broad output-handling theme only." + }, + { + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet and LongT5 are unrelated changes." + "reason": "Different model files; same refactor motif only." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT and MPT are unrelated model implementations." + "reason": "Different model files and code paths; not the same change." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBERT and VisualBERT are different code paths." + "reason": "Different model files; same output-tracing theme only." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated model refactors." + "reason": "Different model files and code paths; not a duplicate." }, { "left": "pull_request:43997", "right": "pull_request:44074", "accept": false, - "reason": "RegNet/ResNet and TextNet are separate model changes." + "reason": "Different model implementations; only the standardized-refactor theme matches." }, { "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBERT and GPT-Neo are unrelated model code paths." + "reason": "Different model files and code paths; not the same underlying change." }, { "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "MPT and SpeechT5 are different model implementations." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44071", - "accept": false, - "reason": "RegNet/ResNet and MPT are unrelated." + "reason": "Different model files and code paths; same broad output-capture theme only." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT and DeBERTa are different model refactors." + "reason": "Different model implementations; not a duplicate." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are unrelated code paths." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44071", - "accept": false, - "reason": "SegFormer and MPT are unrelated model changes." + "reason": "Different model files and code paths; same generic output-handling pattern only." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "VisualBERT and LongT5 are different models." + "reason": "Different model files and code paths; not the same fix." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "GPT2 and GPT-Neo are different model refactors." + "reason": "Different model implementations; only the output-tracing theme overlaps." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary stays within the packet: it identifies the GPT-J/CodeGen and GPT-Neo clusters as the only clearly duplicate-looking groups and treats the rest conservatively as separate model-specific refactors. The two accepted soft edges are plausibly mergeable subset/broader pairs on the same code path, and the rejected pairs are appropriately cautious." + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge verdict is too strong: treating PRs 44066 and 44085 as the same change is not supported by the packet. They share the GPT-J file and issue target, but 44066 also includes CodeGen and the packet does not establish that 44085 is a rebased/re-titled version of it. Also, some rejection reasons are a bit overstated (for example, 44066 vs 44085 are not different model families/files). Keep the duplicate claims more conservative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21939,7 +21917,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 37, + "component_count": 38, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -21966,70 +21944,70 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "fdb40461182ac596bcdadd2ed17d2c61520a08c418b7beea7845c0a270658962", + "prepared_review_unit_hash": "12160d94c66ba86430a6188d3427432c12ce0f33b4853c8e225c7e0b5963947d", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84884, - "estimated_input_tokens": 21221, - "estimated_eval_tokens": 42698 + "serialized_chars": 84896, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17124, - "estimated_input_tokens": 4281, - "estimated_eval_tokens": 8818 + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all model-specific refactors around standardized output tracing/capture_outputs, but they touch different architectures and code paths. They are related by theme, not duplicates of the same change.", - "confidence": 0.88, + "summary": "This cluster is a set of model-specific PRs migrating different Transformers models to the new standardized output-capture / tracing machinery. They share a theme, but each changes a different model implementation, so they are not duplicates of one another.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is a good representative canonical PR: it clearly shows the standardized output-tracing migration pattern, includes the modern decorators/imports, and is scoped to a single model implementation.", + "canonical_pr_reason": "PR 44056 is a strong canonical representative because it clearly introduces the capture_outputs pattern plus the model\u2019s _can_record_outputs mapping, which is the common refactor pattern seen across the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 44073 is the best exemplar in the set because its title and diff directly express the core refactor pattern (capture_outputs + can_return_tuple) without conflating it with unrelated model changes.", + "best_pr_reason": "PR 44056 is the best single representative of the cluster because it most clearly expresses the shared change class: migrating a model to standardized output tracing via capture_outputs and per-layer output recording hooks.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing refactors, but for different models (FocalNet vs ImageGPT) and different internals. They are not the same bug/change and would not be merged as one PR." + "reason": "Both are the same broad refactor pattern, but they target different models (FocalNet vs ImageGPT) and different code paths, so they are not the same underlying change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate model implementations. The changes are similar refactors, but not the same underlying code-path problem." + "reason": "VisualBert and TextNet are separate model implementations; these are parallel output-tracing refactors, not one mergeable bug fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both modernize output recording, but MPNet and VisualBert are unrelated model code paths. Similar pattern, not duplicate change." + "reason": "Both migrate output tracing, but MPNet and VisualBert have distinct model code and hooks, so they do not look like the same concrete change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet vs TextNet are distinct model refactors with no shared concrete bug or patch to combine." + "reason": "These are model-specific refactors for different architectures (MPNet vs TextNet), not the same underlying bug or code-path change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are different architectures; these are separate standardized-output migrations, not one duplicate fix." + "reason": "RegNet and SqueezeBert are unrelated model implementations; the PRs share only the generalized output-capture theme." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 touch different model implementations and the SpeechT5 PR is tied to a specific issue. Same broad theme, but not the same underlying change." + "reason": "Both touch output collection in different models, but SqueezeBert and SpeechT5 have different forward paths and fixes, so they should not be merged as duplicates." } ] }, @@ -22043,7 +22021,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22109,274 +22087,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "af1df07749f8b683c6f32f8baf6741f585fffede22b4c73a4c18ff5906f734c6", + "prepared_review_unit_hash": "b2bc39db0f139378c858503ad0e91fc3db3d7c59a77ca640d24cc78ca1d2910b", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40174, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40169, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40174, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40169, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of similar-looking but mostly unrelated refactor PRs across different model families, all centered on output tracing / `can_return_tuple` / `capture_outputs`. They share theme, not the same underlying change, so they should stay separate.", - "confidence": 0.93, + "summary": "These are model-specific output-tracing refactors across different architectures, not duplicate fixes. They share a common theme (adding can_return_tuple / output capture plumbing) but target distinct code paths and should not be merged together.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44003 is the strongest representative of the cluster: it is the broadest single change here, spanning closely related Mamba/FalconMamba code and adding the output-capture machinery used by the refactor.", + "canonical_pr_reason": "PR 44003 is the most representative of the shared refactor pattern: it spans both mamba and falcon_mamba and introduces the output-capture plumbing centrally, rather than just adjusting one model wrapper.", "best_issue_reason": null, - "best_pr_reason": "PR #44003 best fits the cluster\u2019s overall theme and has the most substantial, cross-file implementation among the candidates.", + "best_pr_reason": "PR 44003 best captures the cluster\u2019s underlying change style and has the broadest concrete scope among the PRs shown, so it is the strongest representative PR.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (`timm_backbone` vs `upernet`); same refactor theme, but not the same bug or mergeable change." + "reason": "Same refactor theme, but different model families and forward paths; not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different code paths and models (`timm_backbone` vs `vision_text_dual_encoder`); only a broad output-tracing refactor in common." + "reason": "Both are output-tracing refactors, but they touch different models and code paths." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Unrelated model implementations (`timm_backbone` vs `univnet`); no shared concrete fix." + "reason": "Different architectures; this is only a similar can_return_tuple-style refactor." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and files; both are output-refactor work, but not the same underlying change." - }, - { - "left": "pull_request:43998", - "right": "pull_request:44004", - "accept": false, - "reason": "`timm_backbone` and `codegen` are unrelated code paths; similar refactoring pattern only." + "reason": "Different model families and different concrete tracing logic; not mergeable as one PR." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model families (`timm_backbone` vs `rwkv`); no evidence of one shared fix." + "reason": "Same general refactor motif, but unrelated model implementations." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` are unrelated; they only share the generic output-tracing refactor motif." + "reason": "Distinct models with separate forward implementations; only the refactor pattern is shared." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different subsystems and files (`mobilenet_v1` vs `upernet`); not the same concrete change." + "reason": "Same output-tracing theme, but not the same bug or code path." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "`mobilenet_v1` and `depth_anything` are separate model families; same style of refactor, not duplicate work." + "reason": "Different model families; these are parallel refactors, not duplicates." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "`mobilenet_v1` vs `vision_encoder_decoder`; no shared code path or bug." + "reason": "They both modernize outputs, but on unrelated encoder/decoder vs. MobileNet code paths." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "`mobilenet_v1` and `speech_encoder_decoder` are different models; only superficial similarity." + "reason": "Different model architectures; no shared concrete fix beyond the refactor pattern." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "`vision_text_dual_encoder` and `univnet` are unrelated implementations; same refactor pattern is not enough." + "reason": "Unrelated models; same tracing refactor style but not the same underlying change." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (`vision_text_dual_encoder` vs `upernet`); no shared concrete fix." + "reason": "Different code paths and output contracts; not a duplicate fix." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different code paths and architectures; these are separate refactors, not one mergeable PR." + "reason": "Different model families and implementation details; too broad to be one PR." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "`vision_text_dual_encoder` and `depth_anything` do not share the same underlying bug/change." + "reason": "Both are output-tracing refactors, but for different multimodal vs. depth models." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` vs `upernet` are unrelated model code paths; only the generic output-tracing theme matches." + "reason": "Different models and forward semantics; only the refactor pattern matches." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families (`univnet` vs `mamba`); not the same fix." + "reason": "Not the same concrete bug/change; they apply to different model stacks." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "`univnet` and `depth_anything` are separate changes in different model stacks." + "reason": "Similar tracing cleanup, but distinct model implementations and outputs." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and `rwkv` are unrelated code paths; no evidence of the same underlying issue." + "reason": "Different architectures; shared output-tracing modernization only." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and files; similar refactor intent only." + "reason": "Separate code paths in different model families; not a single fix." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "`mamba`/`falcon_mamba` vs `superpoint` are different model families; not one shared bug or change." + "reason": "Both are model refactors, but they target unrelated architectures and output shapes." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`mamba` and `codegen` touch different model implementations; same refactor category, not a duplicate." + "reason": "Different models and different forward/caching logic; not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different code paths (`timm_backbone` vs `codegen`); the overlap is only in output-tracing cleanup." + "reason": "Same refactor family, but unrelated model code paths and outputs." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "`univnet` and `codegen` are unrelated models; not mergeable as one fix." + "reason": "Different model implementations; the similarity is only the output-tracing cleanup." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "`upernet` and `codegen` do not address the same underlying issue." + "reason": "Not the same bug or change; these are separate model-specific refactors." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different architectures and forward logic; only the refactor motif overlaps." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "`depth_anything` and `vision_encoder_decoder` are different model stacks; broad theme match only." + "reason": "Different composite models; similar can_return_tuple migration but not one concrete change." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "`depth_anything` and `speech_encoder_decoder` are separate refactors, not the same bug fix." + "reason": "Distinct encoder/decoder vs. depth models; not duplicates." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` vs `superpoint`; different files and model logic." + "reason": "Separate model families with independent output-tracing adjustments." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "`depth_anything` and `rwkv` are unrelated implementations." + "reason": "Different architectures and code paths; same modernization theme only." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` do not share a concrete code-path problem." + "reason": "Unrelated model implementations; not the same underlying fix." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "Encoder-decoder wrappers for different modalities; same style of cleanup, not the same change." + "reason": "Different model families and output contracts; not a mergeable duplicate." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "`vision_encoder_decoder` and `superpoint` are different subsystems; no duplicate evidence." + "reason": "Both are seq2seq wrappers, but they target different modalities and code paths." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "`vision_encoder_decoder` vs `rwkv` are unrelated model implementations." + "reason": "Unrelated models; same tracing refactor style only." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "`vision_encoder_decoder` and `dpr` are separate refactors in different code paths." + "reason": "Different architectures and implementation details; not the same concrete change." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are unrelated model families; not one underlying fix." + "reason": "Different model stacks and output behavior; only the refactor pattern is shared." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "`speech_encoder_decoder` vs `rwkv`; same output-tracing motif only." + "reason": "Separate models with unrelated forward code; not duplicates." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "`speech_encoder_decoder` and `dpr` do not appear to fix the same code-path issue." + "reason": "Different architectures and code paths; no shared underlying bug." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are separate model implementations; no shared concrete bug." + "reason": "Different model families and tracing implementations." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "`superpoint` and `dpr` touch different subsystems; not duplicates." + "reason": "Unrelated model code paths; the similarity is only superficial." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are unrelated model families; only broad refactor similarity." + "reason": "Distinct architectures and output semantics; not the same fix." } ] }, @@ -22390,7 +22368,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22406,12 +22384,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "d05a02297d867ef2099f202c2917cf70d822d346ef43a6afe813753edbd712aa", + "prepared_review_unit_hash": "c2cf778ad243f39f874a5a7fa6f71bc0690d78a8246b6216a159a636148ed7ac", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -22419,7 +22397,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -22428,18 +22406,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated model-addition PRs: PenguinVL and Voxtral TTS. They overlap mainly in transformer registry/docs scaffolding, but they implement different models and code paths.", + "summary": "Two PRs adding different model integrations: PenguinVL implementation vs Voxtral TTS support. They share only broad Transformers plumbing files, not the same concrete feature or code path.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44662 is the better representative PR here: it is non-draft, has extensive review activity, and contains the more complete model integration.", + "canonical_pr_reason": "PR 45401 is the better representative if one must be chosen: it has an explicit issue target and a narrower, well-scoped Voxtral TTS feature addition. PR 44662 is a separate PenguinVL model integration with no issue target.", "best_issue_reason": null, - "best_pr_reason": "PR 44662 is the strongest standalone PR in the cluster because it is a fully fleshed-out implementation with substantial review history, whereas 45401 is still a draft tied to a specific issue.", + "best_pr_reason": "PR 45401 is the stronger standalone PR candidate for triage because it is tightly scoped to a single model family and links to a tracking issue; PR 44662 is a distinct model implementation and should not be merged with it.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Reject: these add different models (PenguinVL vs Voxtral TTS) with different architectures and tasks. Shared registry/docs changes are incidental and not the same underlying bug or change." + "reason": "Different model additions for different code paths (PenguinVL vs Voxtral TTS). Shared auto/docs files are generic scaffolding, not evidence of the same underlying change." } ] }, @@ -22453,7 +22431,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22469,12 +22447,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "c857ad2b9689ac484e634d46ec50b70bb32fe6e80694aeb8c2ff2808bf738625", + "prepared_review_unit_hash": "cd0f1e4f8f62e7e543a32ba846f27d4ed71184eace186f65443137a000fd74be", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -22482,7 +22460,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -22491,18 +22469,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related feature PRs around module/kernel fusion, but they target different layers and code paths: one introduces a generic Module Fusion API, the other implements n-to-1 kernel fusion via `KernelConfig` and integration plumbing. I do not treat them as duplicates.", - "confidence": 0.88, + "summary": "These two pull requests are related to model/module fusion, but they target different layers and different concrete changes: one adds a generic module fusion API, the other adds KernelConfig-driven n-to-1 kernel fusion integration. They are not duplicates of the same underlying fix/change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR stands out as a duplicate target; the PRs are adjacent but distinct feature work rather than the same change.", + "canonical_pr_reason": "PR #44979 is the broader, more foundational change: it introduces the generic Module Fusion API and tests, which is the clearest representative if this cluster is being anchored on fusion infrastructure.", "best_issue_reason": null, - "best_pr_reason": "PR 45363 is the more concrete end-user feature implementation, but it is still separate from the generic API work in PR 44979.", + "best_pr_reason": "PR #44979 is the best single representative because it defines the reusable fusion API rather than one specific KernelConfig integration path.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related fusion efforts, but not the same underlying change: 44979 adds a generic module fusion API, while 45363 wires in n-to-1 kernel fusion through `KernelConfig` and integration/modeling changes. They touch different abstractions and would not plausibly be merged into one PR." + "reason": "Related theme, but not the same patch: #44979 adds a generic module fusion API, while #45363 implements n-to-1 kernel fusion via KernelConfig and touches different integration codepaths. They would not plausibly be merged as one PR without collapsing distinct design work." } ] }, @@ -22516,7 +22494,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22532,7 +22510,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "d48f8ba93b0b37e26d1f1a88357dd2c8808eb2673912f80351586fb25ab62150", + "prepared_review_unit_hash": "5e18eeb54801b51915127ba693f8366b6505cf34bcd49d07b9c9178ff066ebcb", "component_budget": { "node_count": 2, "item_count": 2, @@ -22554,18 +22532,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests target the same Mistral regex AttributeError in `tokenization_utils_tokenizers.py` and make the same code-path fix; `45317` is the more complete version because it adds regression tests.", - "confidence": 0.98, + "summary": "Both PRs address the same Mistral regex patch AttributeError in the same file and target the same issue; 45317 is the more complete version because it adds tests.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "`45317` is the stronger representative: it fixes the same `_patch_mistral_regex` AttributeError as `45086` but also includes a regression test, making it the more complete patch for the same underlying bug.", + "canonical_pr_reason": "pull_request:45317 is the better canonical PR because it contains the same core fix as 45086 plus test coverage, making it the more complete and merge-ready change.", "best_issue_reason": null, - "best_pr_reason": "`45317` is the best overall candidate because it addresses the same concrete bug, keeps the same fix, and adds tests that validate the behavior change.", + "best_pr_reason": "pull_request:45317 is the strongest representative of this bugfix: same code-path fix, same issue target, and it includes tests, so it better captures the full resolution.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same code-path fix in `_patch_mistral_regex` (`backend_tokenizer.pre_tokenizer` -> `tokenizer.pre_tokenizer`); the second PR is just a more complete version with tests, so they are plausibly mergeable into one change." + "reason": "These are the same underlying bugfix in _patch_mistral_regex: identical code-path change in tokenization_utils_tokenizers.py for the same issue target, with 45317 adding tests. They could plausibly be merged into one PR." } ] }, @@ -22579,7 +22557,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22597,7 +22575,7 @@ "pull_request:45115|pull_request:45569", "pull_request:45569|pull_request:46565" ], - "prepared_review_unit_hash": "bc2adbb4b9608ca4346a28ae079cf797a3436322dd2778cb0d5aeabf7169a3ed", + "prepared_review_unit_hash": "09af72a156b8626f9f6f6684ba5e9eaab79eb48f68af26f36fbd27f008ee7cd6", "component_budget": { "node_count": 3, "item_count": 3, @@ -22619,24 +22597,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three items are pull requests in the Nemotron family, but they target different changes: one is a conversion-mapping/refactor PR, one is a larger NemotronH split/architecture PR, and one is an unrelated Nemotron3.5 ASR addition. No soft pair looks like the same concrete change.", + "summary": "These are related only at a broad Nemotron naming/refactor level, but they are not the same concrete change. PR 45569 is the main NemotronH split/refactor, while 45115 is a narrower conversion-mapping update and 46565 is a separate Nemotron 3.5 ASR model add-on.", "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the most central and substantial NemotronH implementation/refactor item in the set, with the broadest code and docs/test coverage.", + "canonical_pr_reason": "PR 45569 is the best representative of the NemotronH work because it contains the core architectural split into nemotron_h_dense/nemotron_h_sparse plus the associated modeling, auto-mapping, docs, and tests changes.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the best representative of the cluster because it covers the main NemotronH rework, while 45115 is narrower conversion-mapping work and 46565 is a different model family entirely.", + "best_pr_reason": "PR 45569 is the most central and comprehensive change in the cluster; the others are either a narrow preprocessing/mapping follow-up (45115) or a different model family entirely (46565).", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related NemotronH work, but not the same underlying change: 45115 is a conversion-mapping and inheritance refactor, while 45569 is a broader model split/addition with docs and tests." + "reason": "Both touch NemotronH code, but 45115 only adds checkpoint conversion key renames while 45569 performs the larger split/refactor into dense and sparse variants. They are related, not the same fix or mergeable duplicate PRs." }, { "left": "pull_request:45569", "right": "pull_request:46565", "accept": false, - "reason": "Different model families and code paths: NemotronH architecture work versus Nemotron3.5 ASR streaming. They are not mergeable as one duplicate PR." + "reason": "These target different code paths and model families: NemotronH restructuring versus a new Nemotron 3.5 ASR streaming model. Shared repository areas are incidental, not evidence of the same underlying change." } ] }, @@ -22650,7 +22628,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22666,7 +22644,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "638bf2b526d636f0827c07b1c1fab086b014bdc8a478fcf1f3f499d7e184b1a8", + "prepared_review_unit_hash": "61af55f65c4dbc4cbe34a6f4aaf1ab7039a5d9603950169a40f570c4984224b8", "component_budget": { "node_count": 2, "item_count": 2, @@ -22688,18 +22666,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but not duplicates: one PR introduces per-layer heterogeneous config support, while the other adds broader heterogeneous model/runtime changes that build on that foundation.", - "confidence": 0.92, + "summary": "Both items are open PRs for the same broader heterogeneous-model feature area, but they are not duplicates: one is config-layer support and the other extends that into model/cache/masking behavior. The larger PR is the better representative of the cluster.", + "confidence": 0.72, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45333 is the cleaner canonical representative because it focuses on the foundational per-layer configuration layer; #45332 is a broader follow-on that includes modeling/cache integration.", + "canonical_pr_reason": "No issue is present. PR 45332 is the best canonical PR because it is the broader umbrella change: it covers heterogeneous per-layer handling and also downstream modeling/cache integration, making it more representative than the config-only PR.", "best_issue_reason": null, - "best_pr_reason": "PR #45333 is the best single representative for the cluster if one must be chosen, since it is the more narrowly scoped core change and is likely prerequisite infrastructure for the larger modeling PR.", + "best_pr_reason": "PR 45332 is the strongest representative of the cluster because it subsumes the per-layer config work and adds the concrete model-path changes that make the feature usable end-to-end.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "They are adjacent pieces of the heterogeneous-model effort, but not the same concrete change: #45333 adds per-layer config plumbing, while #45332 adds modeling/cache support on top of that. They could be separate, sequential PRs rather than one duplicate PR." + "reason": "Related feature work, but not the same underlying change: 45333 is per-layer config support only, while 45332 adds broader heterogeneous modeling/cache behavior. They could coexist in one roadmap, but they are not duplicates." } ] }, @@ -22713,7 +22691,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22729,12 +22707,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "f6cf2316e6a74ed0ecf8ada272a4f03b07835d93e4b8e48f4bea45f81c01d508", + "prepared_review_unit_hash": "f0d5cde99280f34a251f583cd6a2759476e63b6ebff4c44834ccb8a0b28e6a43", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -22742,7 +22720,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -22751,18 +22729,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both typing-related PRs, but they address different work: one is a broad type-checking sweep across many transformer modules, while the other adds specific typing protocols/helpers and touches a smaller set of modeling/PEFT-related code paths. They should not be treated as duplicates.", - "confidence": 0.91, + "summary": "Both items are typing-related pull requests, but they are not the same change: PR 45415 is a broad type-checking sweep across many transformers modules, while PR 45425 adds specific typing protocols/aliases and related fixes in a smaller set of files. Shared filenames are incidental, not evidence of a single concrete bug or patch.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 45415 is a broad type-checking cleanup across many files, while 45425 is a separate typing-helper change focused on protocol definitions and related model utilities.", + "canonical_pr_reason": "PR 45415 is the broader umbrella typing cleanup and is the better representative of the cluster\u2019s general direction.", "best_issue_reason": null, - "best_pr_reason": "PR 45415 is the better cluster representative because it is the broader umbrella typing sweep and subsumes more of the generic type-checking cleanup work.", + "best_pr_reason": "PR 45415 is the most representative single PR for the overall typing effort, but it should not be merged with 45425 as a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are about typing, but they fix different concrete changes: 45415 is a wide annotation/type-checking pass, while 45425 adds typing protocol aliases and helper interfaces for specific modeling/PEFT code paths. They would not plausibly merge into one PR as the same underlying change." + "reason": "Both are typing-related, but they target different concrete changes: 45415 is a wide mypy/type-checking pass over many modules, while 45425 introduces new typing protocols and helper aliases. They are not the same underlying fix and would not naturally merge into one PR." } ] }, @@ -22776,7 +22754,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22792,40 +22770,40 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "e4614d0b70699a9da9507774ba28318ba97497761e4d43e082b5c8ce9536c273", + "prepared_review_unit_hash": "d53d1f6845d1858f92fb90c064c0ccef1d979b5d6b0927790d074ddedd8c3f40", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4948, - "estimated_input_tokens": 1237, - "estimated_eval_tokens": 2730 + "serialized_chars": 4949, + "estimated_input_tokens": 1238, + "estimated_eval_tokens": 2732 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4948, - "estimated_input_tokens": 1237, - "estimated_eval_tokens": 2730 + "serialized_chars": 4949, + "estimated_input_tokens": 1238, + "estimated_eval_tokens": 2732 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated pull requests about cached/multi-token forward behavior in different model families: one for Qwen3.5/OLMo hybrid/Qwen3-next linear attention, and one for Mamba2 use_cache with seq_len > 1. They do not look like the same underlying bug or a PR that could plausibly be merged with the other.", - "confidence": 0.96, + "summary": "The two PRs address different cache/forward bugs in different model families: Qwen3.5/OLMo linear attention versus Mamba2 CUDA kernel cache handling. They are not duplicates or the same underlying change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46084 is the cleaner canonical representative: it has an explicit issue target (#46032), a narrowly scoped Mamba2 fix, and a focused code-path change around cached forward with seq_len > 1.", + "canonical_pr_reason": "No canonical PR: the changes fix unrelated code paths in different architectures, so neither can stand in for the other.", "best_issue_reason": null, - "best_pr_reason": "PR #46084 is the strongest standalone representative because it is tightly scoped, explicitly tied to a specific bug report, and its diff clearly addresses one concrete cached-forward edge case.", + "best_pr_reason": "PR 45513 is the better representative of the cluster only because it is the broader multi-model cache fix with more touched files and discussion, not because it matches PR 46084.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different model families and different bugs: #45513 fixes multi-token cached forward for GDN linear attention in Qwen3.5/OLMo/Qwen3-next, while #46084 fixes Mamba2 use_cache behavior when seq_len > 1. They are not the same underlying change." + "reason": "Different bugs and code paths: 45513 fixes multi-token cached forward for Qwen3.5/OLMo linear attention, while 46084 fixes Mamba2 use_cache for seq_len > 1 in its CUDA kernels. They are not plausibly mergeable into one PR." } ] }, @@ -22839,7 +22817,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22855,7 +22833,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "b6a70245f6ca0e42e45dc632971ec2874053148b579ebfc89f39f31f1eba1291", + "prepared_review_unit_hash": "138904217af88ac98fa5d11c4028c7078a2b629b40e3645c157b06cda94efdca", "component_budget": { "node_count": 2, "item_count": 2, @@ -22877,18 +22855,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch expert-parallel loading, but they fix different bugs: one removes `distributed_config` from serialization and adds `has_ep` for Accelerate/ZeRO-3 loading, while the other prevents expert parameters from being overwritten during FSDP2/rank-0 broadcast by post-wrapping sharded tensors. Related area, not the same change.", - "confidence": 0.91, + "summary": "These are related Expert Parallelism fixes, but they target different bugs: one addresses loading/serialization with accelerate + ZeRO-3, the other fixes expert weights being overwritten during FSDP2-style broadcast. They should not be merged as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the better representative because it targets a concrete distributed-loading overwrite bug with broader code-path coverage, whereas #45548 is a narrower serialization/detection fix.", + "canonical_pr_reason": "No canonical PR as a duplicate anchor: PR 45662 and PR 45548 fix different concrete EP loading paths. If a representative is needed, 45662 is the stronger choice because it targets the more explicit overwrite bug and has the broader code-path fix.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest standalone PR in this cluster: it addresses a specific expert-parameter corruption path during distributed loading and includes the main fix in the loading stack.", + "best_pr_reason": "PR 45662 is the better representative of the cluster because it fixes a specific, clearly described EP failure mode in the loading path and includes the more substantial code changes. PR 45548 is narrower and about a different loading/serialization issue.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Do not merge: they address different underlying failures. #45548 fixes EP/ZeRO-3 loading via Accelerate by excluding `distributed_config` from serialization and exposing `has_ep`; #45662 fixes expert parameters being overwritten after sharding/broadcast in FSDP2. Same subsystem, different bug and code path." + "reason": "Both are EP-related, but 45548 fixes distributed_config serialization and accelerate/ZeRO-3 loading, while 45662 fixes rank-0 broadcast overwriting experts under FSDP2. Different underlying bugs and not plausibly one merged PR." } ] }, @@ -22902,7 +22880,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22918,7 +22896,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "92c690e818ecabaffa04db1f810812356454f46b0948ee84d348d87b90d07bb6", + "prepared_review_unit_hash": "900d667930ecf1e28991c633de1f23f2f5eb333c1ec33a8a1c70a40330c26846", "component_budget": { "node_count": 2, "item_count": 2, @@ -22940,18 +22918,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs address the same xdist collision around captured_info test logs; one is a narrow fix in testing_utils, the other extends it with CI handling for multiple log files.", - "confidence": 0.88, + "summary": "Both PRs target the same xdist collision problem for patched-testing debug logs/captured_info artifacts. PR 45645 appears to be the more complete fix, extending the code change to CI log collection as well as the testing utility changes.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the more complete representative: it fixes the xdist-safe output filename in testing_utils and updates CI/log collection to handle the resulting per-worker files.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe output handling plus the follow-up workflow changes needed to read multiple captured_info files in CI.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 best matches the cluster because it covers the core bug fix plus the downstream artifact collection changes needed for the new behavior.", + "best_pr_reason": "PR 45645 is the best representative of the cluster since it addresses the underlying captured_info/xdist artifact problem end-to-end, not just the file-writing side.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same concrete problem: patched testing logs colliding under pytest-xdist. #45645 appears to subsume #45639 with the same core code-path change plus related CI adjustments, so they could plausibly be merged into one PR." + "reason": "Both PRs fix the same underlying captured_info xdist-collision bug in the patched testing logs path. 45645 looks like the broader superset, but 45639 is still the same change family and could plausibly be merged into one PR." } ] }, @@ -22965,7 +22943,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22981,7 +22959,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "ee95f657f424021aa7e8a4a034eaba3b34dc6afb88ee7b5b6d4b557bfaccb570", + "prepared_review_unit_hash": "baaca13968516f0af4f903a6ef8afe2b3f520dff7841c58520abc1e8107d4703", "component_budget": { "node_count": 2, "item_count": 2, @@ -23003,18 +22981,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are both broad linter-driven changes across many Transformer model files, but they target different underlying problems: one updates forward signatures/tuple returns, the other refactors weight initialization rules. They are not the same fix and should not be merged together.", + "summary": "Two unrelated transformer linter PRs overlap on some of the same model files, but they fix different code paths: TRF003 adjusts forward/return_tuple behavior, while TRF018 changes weight initialization patterns.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45720 is the better canonical PR because it is a more concrete, narrowly scoped change: implementing part of TRF003 by adding `can_return_tuple` and adjusting forward signatures across affected models.", + "canonical_pr_reason": "PR #46259 is the better representative for the cluster because it is the broader, more self-contained linter rule change and touches more files across the modeling init path.", "best_issue_reason": null, - "best_pr_reason": "PR #45720 is the best representative of the cluster since it has the clearest single code-path change, whereas PR #46259 is a separate initialization-rule refactor with different behavior.", + "best_pr_reason": "PR #46259 is the strongest standalone candidate because it addresses a concrete modeling initialization rule across multiple architectures, with a coherent scope and clear code-path impact.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Reject: they touch overlapping model files, but the underlying changes are unrelated. #45720 changes forward/return-tuple behavior; #46259 changes `_init_weights`/initialization logic. Shared filenames and linter theme are not enough to treat them as the same PR." + "reason": "Do not merge: these target different lint rules and different behaviors. #45720 changes forward signatures/tuple return handling, while #46259 modifies _init_weights initialization logic. Overlapping filenames alone is not enough to make them the same fix." } ] }, @@ -23028,7 +23006,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23094,7 +23072,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23110,7 +23088,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "600bb0c74e7cb2ab5ce235f159e9a9a854e5af41e16240c68886d3ae651e1dce", + "prepared_review_unit_hash": "2a16ba26b33d95bdeb03805086a05fc5dcf1f28c932193db7c0cc7145867493e", "component_budget": { "node_count": 2, "item_count": 2, @@ -23132,18 +23110,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs, but they are not duplicates: one is a CI/graphana-style testing and model-code PR, the other is a test-migration PR for kernel/DDP and vision model tests. They touch different code paths and aim at different changes.", + "summary": "The two PRs are not duplicates: #45932 is a mixed implementation/CI tweak PR with model code and workflow changes, while #46100 is a test-migration PR focused on kernel/model tests. They do not appear to fix the same underlying bug or implement the same change.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45932 is the better representative of the cluster only because it has broader scope and more discussion activity; it is not a duplicate of #46100.", + "canonical_pr_reason": "#45932 is the better representative only because it contains the broader substantive code changes and touches the main implementation path; #46100 is mostly test migration and does not match its scope.", "best_issue_reason": null, - "best_pr_reason": "PR #45932 is the strongest PR to keep as the cluster representative since it has more activity and a more central code-change footprint, while #46100 is a narrower test migration.", + "best_pr_reason": "#45932 is the most central PR in the cluster by impact and scope, but it should still not be treated as a duplicate of #46100.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Different underlying work: #45932 updates CI/secrets and several model implementations, while #46100 adds DDP kernel test fixtures and migrates AltCLIP/ViT tests. They do not fix the same concrete bug or change the same code path, so they should not be merged as duplicates." + "reason": "Reject: #45932 updates model implementation/configs and CI secrets/workflow, while #46100 adds/relocates tests and DDP test config. Different underlying changes and code paths; not mergeable as one PR." } ] }, @@ -23157,7 +23135,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23173,7 +23151,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "94b2c7f3d2b6d97a8fda48c022f431f52c25f39cadeba5bc797688367a75a167", + "prepared_review_unit_hash": "4ce981eca199c781dfb64dafce24e9c4a06b91a98709e540bc89fe37588dcc2b", "component_budget": { "node_count": 2, "item_count": 2, @@ -23195,18 +23173,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are not duplicates. PR #46126 is a focused EP + Trainer integration change, while PR #46269 is a broad distributed branch base that touches many unrelated distributed components and infrastructure. They share some filenames because #46269 likely subsumes the same area, but they do not appear to be the same concrete bugfix/change and should not be merged as duplicates.", - "confidence": 0.88, + "summary": "The two PRs are related in topic area, but they are not the same concrete change. PR #46126 is a focused EP + Trainer integration feature, while PR #46269 is a broad distributed-branch base touching many unrelated distributed subsystems; the overlapping files look incidental rather than evidence of a mergeable duplicate.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the better canonical PR for this cluster because it is the narrower, clearly scoped change centered on EP/Trainer integration. PR #46269 is too broad and looks like a branch-base/meta integration PR rather than a single discrete fix.", + "canonical_pr_reason": "#46126 is the more specific, self-contained change with a clear code-path target (EP routing + Trainer integration). #46269 is a broad base/integration branch spanning many areas, so it is a poorer canonical representative for a duplicate cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best representative artifact here: it has a specific title, small targeted diff, and a coherent change set in distributed tensor parallel / trainer integration. PR #46269 spans many files and multiple distributed subsystems, so it is not a good single canonical change.", + "best_pr_reason": "#46126 is the best standalone PR in this pair because it has the clearest single purpose and the most coherent change set. #46269 is too broad and multi-purpose to serve as the best representative of the underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared distributed filenames are not enough to treat these as the same PR. #46126 is a focused EP + Trainer integration change; #46269 is a large branch-base PR touching many unrelated areas, so they do not look like the same underlying code-path fix." + "reason": "Do not merge: the shared distributed filenames are not enough to show the same underlying bug or change. #46126 is a specific EP/trainer feature, while #46269 is a much larger distributed foundation branch that likely contains or precedes many of the same files but addresses a different scope." } ] }, @@ -23220,7 +23198,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23272,12 +23250,12 @@ "pull_request:46504|pull_request:46563", "pull_request:46504|pull_request:46716" ], - "prepared_review_unit_hash": "40439c2bb126b9af18f6a54b74f25f305f195eda8a56b8cca16837fae5d37f2a", + "prepared_review_unit_hash": "d797398db52ff14f90240bb3a2871ff9c828cc08a1d077533a0848163493144b", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25926, + "serialized_chars": 25928, "estimated_input_tokens": 6482, "estimated_eval_tokens": 13220 }, @@ -23285,7 +23263,7 @@ "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25926, + "serialized_chars": 25928, "estimated_input_tokens": 6482, "estimated_eval_tokens": 13220 }, @@ -23294,186 +23272,186 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated workflow-maintenance PRs. The only tight subgroup is the pr-ci-security-gate.yml changes, but even those are separate hardening edits rather than the same duplicate fix.", - "confidence": 0.83, + "summary": "The cluster is heterogeneous: most PRs are unrelated workflow chore edits, and the pr-ci-security-gate items are related only at a broad security-hardening level, not as duplicate fixes. I would not merge any of the soft-edge pairs as true duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the most substantive and central workflow-security change in the set, and it anchors the only close mini-cluster around pr-ci-security-gate.yml.", + "canonical_pr_reason": "PR #46554 is the most substantive and central item in the only semi-related subgroup: it makes the PR CI security gate actually inspect the PR diff and reject workflow/CI-infra changes. The other PRs are smaller, separate workflow tweaks.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 best represents the strongest concrete change in this cluster: a real hardening update to the PR CI security gate rather than a minor workflow tweak.", + "best_pr_reason": "#46554 is the best representative PR in the set because it is the clearest concrete behavior change and the closest thing to a hub among the security-gate edits. The remaining PRs are isolated maintenance changes in different workflows.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different fixes: stdin handling for self-comment CI vs PR security-gate hardening." + "reason": "Different workflows and different fixes: stdin handling in self-comment CI vs security-gate logic in pr-ci-security-gate." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Only a broad workflow-safety theme in common; the concrete changes are unrelated." + "reason": "Unrelated workflow changes; one adjusts stdin usage, the other changes PR CI gate permissions/flow." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "One updates comment parsing, the other adds a safety note in the PR security gate wrapper." + "reason": "Different workflow files and different changes; no shared concrete bug or code path." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "No shared bug/change beyond generic workflow hardening." + "reason": "Self-comment CI message piping is unrelated to pr-ci-security-gate secrets handling." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different files and different shell-safety fixes in separate workflows." + "reason": "Different workflows and unrelated fixes; not the same underlying change." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Unrelated workflows: SSH runner security tweaks versus benchmark trigger logic." + "reason": "SSH-runner hardening and benchmark_v2 trigger changes are distinct workflow updates." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow files and different permissions/schedule changes." + "reason": "Different workflows with different fixes; no duplicate bug/change here." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "No same underlying bug; SSH runner cleanup versus reviewer assignment behavior." + "reason": "SSH-runner environment cleanup vs assign-reviewers checkout ref change are unrelated." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Both are workflow hardening, but they fix different workflows and code paths." + "reason": "Different workflows and different problems; one hardens SSH runner, the other changes PR CI gate behavior." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Distinct workflow changes with no concrete duplication." + "reason": "No shared concrete bug; SSH-runner token cleanup is unrelated to PR CI gate permissions." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Separate workflows with different operational behavior changes." + "reason": "Different workflow files and unrelated modifications; not the same change." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Both are chore edits, but they modify different workflow logic entirely." + "reason": "Anti-slop permission cleanup is unrelated to assign-reviewers checkout ref correction." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "No duplicate bug/change; one alters benchmark triggers, the other shell quoting in build image CI." + "reason": "Different workflows and fixes; not a single underlying bug or patch." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow areas and no shared concrete fix." + "reason": "Only broad GitHub Actions maintenance overlap; the concrete changes are unrelated." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Reviewer assignment checkout behavior is unrelated to benchmark dispatch changes." + "reason": "Assign-reviewers checkout ref and benchmark_v2 dispatch trigger are different workflow concerns." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and different intent." + "reason": "Different workflows and different behavior changes; no duplicate fix." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "No same underlying code-path problem." + "reason": "No shared concrete bug; one edits reviewer assignment checkout, the other PR CI security gating." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark dispatch and build-image message parsing are unrelated changes." + "reason": "Benchmark dispatch trigger and build-ci Docker image message handling are unrelated." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different fixes." + "reason": "Different workflows and unrelated code paths; not mergeable as one fix." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Similar security posture, but different workflows and different concrete changes." + "reason": "Both touch GitHub Actions, but they fix different workflows and different issues." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "No duplicate fix; build-image shell quoting versus PR security-gate permissions." + "reason": "Build-ci Docker message parsing is unrelated to PR CI security-gate permission changes." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but these are complementary hardening changes rather than the same concrete fix." + "reason": "Same file, but different concrete changes: diff-based security checks vs job permissions/approval gating. Too broad to treat as duplicates." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "One changes security checks, the other only documents trust assumptions in the wrapper." + "reason": "Both modify the same workflow, but one adds security checks while the other swaps to a reusable workflow/comment; different changes." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Actual security-gate logic change vs secrets-passing change; related but not the same fix." + "reason": "Different security-hardening actions in the same workflow file, but not the same underlying fix." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Different edits to the same workflow with different purposes." + "reason": "Both are pr-ci-security-gate edits, but they address different aspects of the workflow and could not be treated as one duplicate fix." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Permissions/approval gating versus secrets inheritance are distinct changes." + "reason": "Job permissions/approval logic and secrets removal are separate hardening changes, not the same change." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Comment-only safety note is not the same as changing secrets inheritance." + "reason": "Reusable-workflow note/comment change vs secrets: {} are different edits with different intent." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different files and unrelated workflow fixes." + "reason": "Build-ci Docker image shell handling is unrelated to PR CI security-gate workflow wiring." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Shell quoting in build CI is unrelated to PR CI secrets handling." + "reason": "Different workflows and unrelated fixes; no duplicate underlying bug." } ] }, @@ -23487,7 +23465,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23503,7 +23481,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "561b3c91a7ee420e22ea692f1cdc35ba46ce0cfcbd9447e218469ab759ea657f", + "prepared_review_unit_hash": "a4034afcd1c491d01bd82f26f8868724cd7a8aff3da2e9c94c4d6d7453364579", "component_budget": { "node_count": 2, "item_count": 2, @@ -23525,18 +23503,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs share a broad theme of replacing file-based source inspection with safer source lookup, but they target different code paths and should not be deduplicated.", - "confidence": 0.91, + "summary": "These PRs share a broad theme of removing brittle file-open source inspection, but they change different code paths in different modules, so they are related refactors rather than duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46152 is the better canonical anchor: it introduces a focused helper in import_utils to avoid reading Transformers\u2019 own source via open(), which is a self-contained utility-level fix.", + "canonical_pr_reason": "No single canonical PR for duplication: one changes import_utils module-resolution logic, the other changes modeling_utils attention-implementation detection; they are separate fixes.", "best_issue_reason": null, - "best_pr_reason": "PR 46152 is the clearest representative of the cluster\u2019s theme because it is a direct, reusable source-access change rather than a separate model-internal heuristic update.", + "best_pr_reason": "PR 46207 is the better standalone representative because its target is explicit, it includes a test change, and its scope is narrowly defined to one concrete heuristic in modeling_utils.", "soft_edge_verdicts": [ { - "left": "Avoid reading self source code via file open()", - "right": "Use inspect.getsource instead of open() for source-reading in _can_set_*_implementation", + "left": "pull_request:46152", + "right": "pull_request:46207", "accept": false, - "reason": "Related pattern, but different concrete code paths: import_utils package resource resolution vs modeling_utils attention-implementation detection. They are not the same underlying bug/change and would not plausibly merge into one PR." + "reason": "Same general refactor theme, but different functions, different modules, and different failure modes; not the same underlying bug and not something that would naturally merge into one PR." } ] }, @@ -23550,7 +23528,7 @@ { "label": "pull_request", "component_index": 30, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23566,7 +23544,7 @@ "soft_pairs": [ "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "402cbd316d8ea27d683ad83cf680a822482ee50d2d56d69a9fc832a2c44f0598", + "prepared_review_unit_hash": "2739f3a669785218f1f5468d6420ab13b21b21d78e502656f9b57368f005fe1c", "component_budget": { "node_count": 2, "item_count": 2, @@ -23588,18 +23566,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are about SDPA attention dispatch, but they target different model families and code paths (T5 vs wav2vec2/audio models). They are related by theme, not duplicates, and should not be merged as one PR.", - "confidence": 0.97, + "summary": "Both items are PRs adding SDPA dispatch support, but they target different model families and largely separate code paths. They are similar in theme, not duplicates of the same underlying change.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for duplication purposes: these are separate model-specific changes rather than two copies of the same fix. If a representative must be chosen, neither is clearly canonical over the other.", + "canonical_pr_reason": "PR #46196 is the better canonical PR because it is the broader, more central implementation across several wav2vec2/related audio models, while #46154 is a narrower T5-only change.", "best_issue_reason": null, - "best_pr_reason": "PR #46196 is the broader and more substantial SDPA-dispatch change set, touching many audio models and associated docs/tests, so it is the better representative of the cluster theme.", + "best_pr_reason": "PR #46196 best represents the cluster\u2019s theme of adding SDPA dispatch support across model implementations; it has the wider scope and is more likely to anchor related follow-up work.", "soft_edge_verdicts": [ { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "Same high-level theme (SDPA dispatch) but different concrete implementations and model families; not the same underlying bug/change and not plausibly one merged PR." + "reason": "Same high-level feature area, but different model families and different concrete code paths. They are not the same fix and would not plausibly be merged into one PR." } ] }, @@ -23613,7 +23591,7 @@ { "label": "pull_request", "component_index": 31, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23679,7 +23657,70 @@ { "label": "pull_request", "component_index": 32, - "component_count": 37, + "component_count": 38, + "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-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": 33, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23695,12 +23736,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "9faa1aeadd68146d36ec14b61b72665e01c038a1534c8858fa67708060c9bbbe", + "prepared_review_unit_hash": "644ca2261e9e8ad895b91b600d8cfc3217a8ad211cb5c4710e10fe39e21cabb1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4850, + "serialized_chars": 4849, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -23708,7 +23749,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4850, + "serialized_chars": 4849, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -23717,18 +23758,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same sliding-window boundary bug: the right-side mask used a strict `< right_window_size` check instead of including the edge. They also target the same issue and share the same Moonshine streaming code path, with 46546 extending the fix to Gemma4 and tests.", - "confidence": 0.93, + "summary": "Both PRs fix the same off-by-one bug in the Moonshine streaming sliding-window mask: the right window boundary should be inclusive. PR #46546 is the broader, more complete change and subsumes #46310.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46546 is the better canonical representative because it addresses the same boundary bug in Moonshine streaming, also applies the same fix to Gemma4, and includes test coverage.", + "canonical_pr_reason": "PR #46546 is the better canonical PR because it contains the same Moonshine streaming boundary fix as #46310, adds the related test coverage, and is the more complete superset of the change.", "best_issue_reason": null, - "best_pr_reason": "PR 46546 is the strongest overall candidate: it covers the shared concrete bug, touches the relevant implementations, and adds tests; 46310 is the narrower subset patch.", + "best_pr_reason": "PR #46546 is the best representative because it addresses the same concrete bug, includes validation/tests, and covers the same fix with broader implementation context than #46310.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Same underlying boundary-condition fix in the same sliding-window mask logic, and the smaller PR is a subset of the broader one; they could plausibly be merged into one change." + "reason": "Same underlying off-by-one right-window boundary bug in the Moonshine streaming mask; #46546 includes the same fix and adds tests, so these are effectively the same change family." } ] }, @@ -23741,8 +23782,8 @@ }, { "label": "pull_request", - "component_index": 33, - "component_count": 37, + "component_index": 34, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23758,12 +23799,12 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "ca6f763e662935a8caf7f447b8503d39170eefb03c6a1b8b47e28e283c07e8ad", + "prepared_review_unit_hash": "4377816718281babaa86fe588ce80a0b184db64a86e7c67a2a0f47ac871ecb4c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5939, + "serialized_chars": 5938, "estimated_input_tokens": 1485, "estimated_eval_tokens": 3226 }, @@ -23771,7 +23812,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5939, + "serialized_chars": 5938, "estimated_input_tokens": 1485, "estimated_eval_tokens": 3226 }, @@ -23780,18 +23821,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated pull requests: one adds multimodal support to continuous batching, the other adds the HunYuan VL model and its docs/tests. There is no meaningful evidence they fix the same underlying bug or implement the same change.", - "confidence": 0.96, + "summary": "These two pull requests are not duplicates: one adds multimodal support to continuous batching infrastructure, while the other adds a specific HunYuan VL model implementation and docs/tests. They touch different code paths and are not plausibly mergeable into one PR.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46417 is the better canonical PR candidate because it is a complete, well-scoped model addition with substantial review activity; PR 46376 is a draft WIP for a different subsystem and not a duplicate of 46417.", + "canonical_pr_reason": "pull_request:46417 is the better canonical PR because it is a focused, concrete model addition with substantial implementation, docs, and test coverage, making it a clearer standalone change than the broad draft infrastructure PR.", "best_issue_reason": null, - "best_pr_reason": "PR 46417 is the strongest representative for the cluster only because it is the more mature and self-contained change; however, the two PRs should not be merged as duplicates since they target different code paths and feature areas.", + "best_pr_reason": "pull_request:46417 is the strongest representative of the cluster since it is more complete and self-contained; pull_request:46376 is a separate, broad groundwork change for continuous batching multimodal support.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different goals and file sets: continuous batching/multimodal infrastructure vs. a new HunYuan VL model integration. They do not appear to fix the same concrete problem or be mergeable into one PR." + "reason": "Different underlying changes: 46376 is about continuous batching multimodal infrastructure, while 46417 adds the HunYuan VL model stack and associated docs/tests. They do not fix the same code-path problem." } ] }, @@ -23804,8 +23845,8 @@ }, { "label": "pull_request", - "component_index": 34, - "component_count": 37, + "component_index": 35, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23821,7 +23862,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "b5b6886031257f63c89ec2448c269c459910a8b5f8e1970d72f9fb0e8ef2594e", + "prepared_review_unit_hash": "b1add8a0306d7ad078fa8630555ec0fc18b7d2733c0fe58d0759580f64822c99", "component_budget": { "node_count": 2, "item_count": 2, @@ -23843,18 +23884,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one fixes CodeLlama decode behavior that strips real leading spaces, while the other fixes DeepSeek-Coder/DeepSeek-LLM being routed to the wrong tokenizer class. They should not be clustered as duplicates.", - "confidence": 0.99, + "summary": "These PRs are not duplicates: one fixes CodeLlama decode-time stripping, the other fixes AutoTokenizer class selection for specific DeepSeek checkpoints. They touch different code paths and model families.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: these address different code paths and different bugs, so neither supersedes the other.", + "canonical_pr_reason": "No canonical PR: the PRs solve different bugs in different tokenizer subsystems, so neither can stand in for the other.", "best_issue_reason": null, - "best_pr_reason": "No global best PR for deduping this cluster; PR #46574 is a focused decode fix and PR #46580 is a separate tokenizer-class routing fix.", + "best_pr_reason": "No single best PR for the cluster; 46574 is a model-specific decode fix, while 46580 is a checkpoint-prefix routing fix, so the cluster is not one coherent change.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying problems: CodeLlama decoder assignment/leading-space stripping vs DeepSeek checkpoint-to-tokenizer-class override in auto loading. They are not mergeable into one fix." + "reason": "Different underlying issues: CodeLlama decoder initialization/strip behavior versus AutoTokenizer checkpoint-class override for DeepSeek models. They are not mergeable as one PR." } ] }, @@ -23867,8 +23908,8 @@ }, { "label": "pull_request", - "component_index": 35, - "component_count": 37, + "component_index": 36, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23884,12 +23925,12 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "efb8323e3a772f5d212cf91f06e9d94d7a2910638fa431894a2ea71d15f9e882", + "prepared_review_unit_hash": "3b0c65b9758cf2d139ab6322989c16cd295ba1128bc848289165e745ed84dc4d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5495, + "serialized_chars": 5494, "estimated_input_tokens": 1374, "estimated_eval_tokens": 3004 }, @@ -23897,7 +23938,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5495, + "serialized_chars": 5494, "estimated_input_tokens": 1374, "estimated_eval_tokens": 3004 }, @@ -23906,18 +23947,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs overlap on Mistral tokenizer files, but they are not the same change: one is a refactor that moves `MistralConverter` into the Mistral integration package, while the other adds tekken tokenizer detection/conversion/save utilities. Not a duplicate pair.", - "confidence": 0.95, + "summary": "The two PRs are related to Mistral tokenizer support, but they address different changes: one is a refactor/move of the existing MistralConverter, the other adds new tekken tokenizer detection/conversion/save utilities. Shared files alone do not make them duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No exact PR duplicate here; if one PR has to represent the cluster, `#46604` is the better canonical PR because it is the broader, feature-adding change, while `#46603` is a supporting refactor/move.", + "canonical_pr_reason": "PR #46604 is the better cluster representative because it contains the broader, user-facing tokenizer functionality change; #46603 is mostly an organizational move of MistralConverter into the integrations package.", "best_issue_reason": null, - "best_pr_reason": "`#46604` is the most substantive and central change in the set, with new tokenizer detection/conversion/save behavior. `#46603` is narrower and mainly reorganizes existing Mistral conversion code.", + "best_pr_reason": "PR #46604 is the strongest standalone candidate: it appears to implement the concrete tokenizer feature work, whereas #46603 is a narrower code relocation/refactor.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Shared Mistral files alone are not enough: `#46603` relocates `MistralConverter`, while `#46604` implements tekken tokenizer support and save utilities. Different underlying code-path changes, so not mergeable as one PR." + "reason": "Different underlying changes. #46603 moves MistralConverter into a new integrations package; #46604 adds tekken tokenizer detection, conversion, and save utilities. They overlap in Mistral tokenizer code but do not look like the same bug/change and would not cleanly merge into one PR." } ] }, @@ -23930,8 +23971,8 @@ }, { "label": "pull_request", - "component_index": 36, - "component_count": 37, + "component_index": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23953,64 +23994,64 @@ "pull_request:46748|pull_request:46781", "pull_request:46748|pull_request:46773" ], - "prepared_review_unit_hash": "fc138322b12c5095c135a8c72037ba61b5679b6d22485da2f59e86efae1bc528", + "prepared_review_unit_hash": "18cddefeeb0f861586479bc38addc7bf57688058df45d50762f84888e96edcda", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 5, - "serialized_chars": 10650, - "estimated_input_tokens": 2663, - "estimated_eval_tokens": 5582 + "serialized_chars": 10653, + "estimated_input_tokens": 2664, + "estimated_eval_tokens": 5584 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 5, - "serialized_chars": 10650, - "estimated_input_tokens": 2663, - "estimated_eval_tokens": 5582 + "serialized_chars": 10653, + "estimated_input_tokens": 2664, + "estimated_eval_tokens": 5584 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Four distinct PRs about hybrid-model/runtime edge cases: Mamba2 chunked-prefill, cache prefetch on offloaded hybrid layers, padding mask handling for batch size 1, and QuantizedCache layer construction. They share a loose theme but do not fix the same bug or code path.", - "confidence": 0.86, + "summary": "These PRs are all hybrid-model related, but they fix different concrete bugs: Mamba2 mixer chunked-prefill/spec decode, padding-mask application, offloaded-cache prefetching, and quantized-cache layer construction. None of the soft pairs look mergeable into one PR.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46748 is the best representative anchor: it is a focused core cache_utils fix for hybrid models, has a clear runtime bug description, and sits in the shared infrastructure area, while the other PRs are separate model- or cache-specific bugs.", + "canonical_pr_reason": "pull_request:46748 is the best anchor: it fixes a concrete cache-utils bug in offloaded cache prefetching for hybrid models, with a focused utility change and tests, and is broader than the model-specific PRs.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46748 is the strongest standalone PR for the cluster\u2019s general theme because it touches shared cache infrastructure and addresses a concrete hybrid-model failure mode with tests.", + "best_pr_reason": "pull_request:46748 is the strongest overall fit because it addresses a shared low-level cache-path problem in a core utility used by multiple hybrid architectures, while remaining specific and test-backed.", "soft_edge_verdicts": [ { "left": "pull_request:46741", "right": "pull_request:46781", "accept": false, - "reason": "Both relate to hybrid/SSM models, but one fixes Mamba2 chunked-prefill/speculative decode in model forward paths while the other fixes QuantizedCache construction in cache_utils; different bug and code path." + "reason": "Different bugs and code paths: Mamba2/Zamba2 chunked-prefill/speculative decode versus quantized-cache layer selection for hybrid models." }, { "left": "pull_request:46741", "right": "pull_request:46773", "accept": false, - "reason": "Different failure modes: chunked-prefill/speculative decoding vs padding-mask application for batch-size-1 linear-attention models. Broadly related only by model family." + "reason": "Unrelated fixes: Mamba2 mixer chunked-prefill/spec decode versus padding-mask handling in linear-attention models." }, { "left": "pull_request:46741", "right": "pull_request:46748", "accept": false, - "reason": "One is a Mamba2/Nemotron-H forward-path fix; the other is cache prefetch device handling. Same ecosystem, not the same underlying bug." + "reason": "Both involve hybrid/cache behavior, but one is about mixer chunked-prefill/spec decode and the other is about offloaded cache prefetch device mismatch." }, { "left": "pull_request:46748", "right": "pull_request:46781", "accept": false, - "reason": "Both modify cache_utils for hybrid models, but one fixes offloaded cache prefetch device mismatch and the other fixes QuantizedCache layer selection/crash. Different concrete code paths." + "reason": "Same cache_utils area, but distinct failures: device-mismatch prefetching versus quantized-cache construction for hybrid layer types." }, { "left": "pull_request:46748", "right": "pull_request:46773", "accept": false, - "reason": "Shared hybrid-model context is too broad; cache prefetch mismatch and padding-mask skipping are unrelated bugs." + "reason": "Different underlying issues: cache offload/prefetch logic versus padding-mask application in linear-attention forwards." } ] }, @@ -24023,8 +24064,8 @@ }, { "label": "pull_request", - "component_index": 37, - "component_count": 37, + "component_index": 38, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 71712f1336c5821c37bc99e00366de5c01029eff..bc6c1932005e321332673f1070f002ecbf90e4b9 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260620t120016z", + "analysis_id": "hybrid-model-20260620t180017z", "archived_artifacts": { - "hybrid": "snapshots/20260620T120016Z/analysis-runs/hybrid-model-20260620t120016z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260620T120016Z/analysis-runs/hybrid-model-20260620t120016z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260620T180017Z/analysis-runs/hybrid-model-20260620t180017z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260620T180017Z/analysis-runs/hybrid-model-20260620t180017z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-20T12:05:23Z", + "published_at": "2026-06-20T18:10:03Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260620T120016Z", + "snapshot_id": "20260620T180017Z", "variant": "hybrid" } diff --git a/snapshots/20260620T180017Z/analysis-runs/hybrid-model-20260620t180017z/analysis-report-hybrid.json b/snapshots/20260620T180017Z/analysis-runs/hybrid-model-20260620t180017z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..decfd8667804d2cb3e9245574499720d6ad75f81 --- /dev/null +++ b/snapshots/20260620T180017Z/analysis-runs/hybrid-model-20260620t180017z/analysis-report-hybrid.json @@ -0,0 +1,2545 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260620T180017Z", + "generated_at": "2026-06-20T18:10:01Z", + "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": 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"issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:44292|issue:45237", + "issue:45874|issue:46294", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:45800|issue:46515", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:43828|issue:45161", + "issue:43828|issue:44292", + "issue:43541|issue:43716", + "issue:43716|issue:46468", + "issue:43716|issue:45685", + "issue:44292|issue:44918", + "issue:45507|issue:45685", + "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:44918|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805", + "issue:45800|issue:46304" + ], + "prepared_review_unit_hash": "bd9aaca868ae076857114bcdca3dbb416dad499a1fd92204b7d8885b181aa024", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46594, + "estimated_input_tokens": 11649, + "estimated_eval_tokens": 23554 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous; only a few soft pairs look like true duplicates, centered on DeepSpeed Zero3/BERT, Qwen3_5Moe rotary embedding/device-materialization, and a torch-version compatibility report.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43596 is the clearest duplicate anchor: it states the exact Zero3/BERT IndexError with a concrete setup, and issue:43638 is essentially the same failure with only a model-pretraining wording difference.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best representative because it names the concrete error and runtime context directly, making it the cleanest canonical issue among the near-duplicate candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures: config attribute access vs chat/completions streaming behavior." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different backend/model paths: AMD GPU failure vs MPS histogram op not implemented." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model and symptom; dtype mismatch in vision preprocessing is not the same as AMD GPU support failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch and AMD GPU failure are distinct bugs." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different models and different failure modes; no shared concrete bug." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "AMD GPU support issue vs invalid method call in a GraniteMoE hybrid model." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch is unrelated to ONNX export failure." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different models and code paths; ONNX export vs FineGrainedFP8 failure." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3 auto device mapping are unrelated." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Both are docs/app issues, but they target different features and different underlying problems." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are stale v5 docs, but they refer to different removed material and are not the same concrete issue." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export error and GenerationMixin import error are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different training workflow failures with no shared concrete code path." + }, + { + "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 involve tensor shape/indexing, but the exact failure and model/setup differ." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Zero3/BERT IndexError is unrelated to model-training resume with remote code." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different error signatures; only superficial index-related similarity." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask-index mismatch and video token/template mismatch are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "No shared bug beyond both being runtime failures." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Different features and failure modes." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video input StopIteration and training-resume issue are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Zero3/BERT initialization error is not the same as the resume-training/remote-code issue." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Processor preset bug and ONNX export bug are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both mention DeepSpeed, but one is a collective mismatch and the other is a BERT Zero3 IndexError." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed Zero3/BERT IndexError family; only the BERT variant/pretraining wording differs." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy call and GPT-OSS TP issue are different code paths." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization regression and LoRA merge/save inconsistency are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen3-8B NVFP4 runtime error is not the same as LoRA save/reload mismatch." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to remote-code config_class attribute errors." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both involve DeepSpeed, but the reported errors and failure points differ." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation checkpointing/FSDP tensor recomputation error is different from a masking/indexing mismatch." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3_5MoeTextRotaryEmbedding inv_freq/device-materialization bug; one reports the CPU-offload symptom, the other the uninitialized-memory manifestation." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "DeepSpeed Zero3 BERT error and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing tensor-size mismatch is unrelated to CustomTrainer signature breakage." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Zero3/BERT IndexError has nothing in common with GPT-OSS tensor-parallel issues." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different models, different symptoms, no shared bug." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "NVFP4 runtime error on Qwen-3-8B is not the same as AMD GPU support failure for GPT-OSS." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Different Gemma/Qwen multimodal failures with no concrete shared path." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config mismatch in vLLM is unrelated to Mistral regex patch crash." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map forward mismatch and expensive reverse-embedding lookup are different Gemma4 problems." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both report the same torch 2.4.1 incompatibility; the second is just a shorter/generalized version of the same version-compat issue." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Generic torch incompatibility and Qwen3 NVFP4 runtime error are not the same bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing issue and Qwen3 auto-device assert are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are different bugs." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Both are model/runtime failures, but the concrete failure modes do not match." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing error and Mistral-3 dtype mismatch are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different models and distinct failure paths." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Image preprocessor dtype mismatch is unrelated to the MPS histogram int error." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different models and different integration failures." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy bug and TRL SFT embedding unpacking issue are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 load error and BERT ZeRO-3 load error are similar in theme but not the same concrete bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they refer to different removed references and different pages." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram limitation are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL SFT embedding unpacking and MPS histogram int error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy call and Phi-tiny-MoE autocast mismatch are different issues." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and CustomTrainer signature change are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP error is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU/model support issue and outdated RAG examples are different problem classes." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Cross-entropy hook mismatch and tensor mask shape mismatch are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Different compatibility claims: torch 2.4.1/5.8.0 vs USE_DISTRIBUTED=0 breakage." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The three accepted duplicates are plausibly the same bug families from the titles, and the false negatives are appropriately cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 2, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772" + ], + "soft_pairs": [ + "issue:43866|issue:46402", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue: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:43866|issue:44863", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:43596|issue:45800", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43296|issue:43366" + ], + "prepared_review_unit_hash": "884648442416fe290f879d26836338c9f756d4038bbadc0cec94cc9726ca8834", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38903, + "estimated_input_tokens": 9726, + "estimated_eval_tokens": 19708 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous regression reports across unrelated model-loading, device-mapping, docs, and runtime issues. The only clear duplicate-like pair is the AutoTokenizer token-ID regression, where the broader multi-model report subsumes the Granite-specific one.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45920 is the best umbrella issue: it describes the broader v5 AutoTokenizer token-ID regression across multiple model families, and it naturally covers the narrower Granite-specific report in issue:45812.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest representative of the cluster\u2019s only substantive duplicate theme and has the broadest, most general problem statement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint loading is unrelated to Sam3Model text-encoder weights not being loaded." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "vLLM model-load failure for PaddleOCR-VL is unrelated to PyTorch USE_DISTRIBUTED=0 support breakage." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexError-ish, but the failure modes and contexts differ too much: Qwen3 auto device mapping vs BertModel under ZeRO-3 init." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 sliding_window_pattern missing in vLLM is not the same bug as Qwen3 auto-device-map cudaErrorAssert." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "These are separate documentation issues about different deprecated/changed text in different docs areas." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to distributed build/runtime support with USE_DISTRIBUTED=0." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU incompatibility for GPT-OSS is unrelated to table-question-answering task crashes." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy routing and Qwen3-vl video StopIteration are different code paths and symptoms." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 device-mapping mismatch is unrelated to Qwen3.5 video token/feature mismatch in chat templating." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Incorrect detokenization for DeepSeek coder is unrelated to outdated RAG examples." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral-Mini is not the same bug as Gemma4 PLE device mismatch." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "A corrupted checkpoint and NVFP4 compatibility are different underlying problems." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading is unrelated to RAG example documentation." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code model breakage and USE_DISTRIBUTED=0 support are separate broad compatibility issues." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both report the same underlying AutoTokenizer regression producing wrong token IDs; 45920 is the broader multi-model umbrella." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to PyTorch distributed-disabled support." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption for Ovis2 is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 execution failure is unrelated to RAG documentation drift." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but one is a missing config attribute in Gemma3 and the other is a Qwen3-MoE-specific sliding_window issue; not the same concrete bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "These are both shape/index errors, but the reported symptoms and model/setup contexts differ too much to treat as one bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading/running failure is unrelated to table-question-answering crashes." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash load-test failure and Ovis2 checkpoint corruption are different issues." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as a PretrainedConfig pydantic-field regression." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table-question-answering crash are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3/BertModel index error is unrelated to torch 2.4.1 vs transformers 5.8.0 compatibility." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure is unrelated to the PretrainedConfig pydantic issue." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a general chat crash and the other is a streaming chat/completions API failure; not the same concrete bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen NVFP4 runtime failure is unrelated to table-question-answering crashes." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding_window config failure and Gemma4 device-mismatch forward error are different model-specific bugs." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming API failure is unrelated to the MPS histogram_mps int issue in MoE." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and MPS histogram_mps limitation are different runtime problems." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import failure is unrelated to Gemma3 sliding_window_pattern compatibility." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are MoE/tracing-related, but the concrete ops and failure modes differ (grouped_mm tracing vs autocast dtype mismatch)." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to the template-node compilation error." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 are unrelated to Ovis2 checkpoint corruption." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Mask-length mismatch and cudaErrorAssert are not the same underlying bug." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn2 fallback gating and remote-code model_class/config_class errors are different issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the pydantic PretrainedConfig regression." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility is unrelated to Gemma4 device-mapping mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is largely heterogeneous, and the only clearly supported duplicate pair is issue:45812 subsumed by issue:45920. The accepted soft-edge verdict is conservative, and the rejected pairs are mostly justified by distinct model families, failure modes, or issue types." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 3, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44589", + "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:46294", + "issue:46463", + "issue:46489", + "issue:46491", + "issue:46640", + "issue:46661" + ], + "soft_pairs": [ + "issue:44387|issue:45005", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:41093|issue:43596", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:40990|issue:44960", + "issue:43645|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:45183|issue:46463", + "issue:46489|issue:46491", + "issue:43975|issue:44292", + "issue:44292|issue:45507" + ], + "prepared_review_unit_hash": "f9d17105e6d8c91559a980b33515f91b9a5f9fcb7babe2ce7e7bfe4413232ce1", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37144, + "estimated_input_tokens": 9286, + "estimated_eval_tokens": 18828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated, model-specific regressions or API issues. The only strong duplicate-looking pair is the Qwen video-input regression (44479/46294); the rest are too semantically different to merge as duplicates.", + "confidence": 0.62, + "canonical_issue_reason": "issue:44479 is the broader, earlier report of the Qwen video-input regression and covers multiple affected models; issue:46294 reads like a narrower instance of the same feature mismatch.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best cluster representative because it describes the widest blast radius and the clearest concrete regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Both involve v5-era model regressions, but one is int4 quantization OOM and the other is tied-weights behavior in translation models; different bugs." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention IndexError-like failures, but the first is a mask/tensor shape mismatch and the second is a TRL SFT embedding unpacking failure; not the same code path." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm tracing error vs GPT-OSS tensor-parallel support issue; different models and failure mechanisms." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support for gpt-oss and Qwen3.5 streaming inference are different problems." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights unexpected argument error and a pydantic PretrainedConfig field regression are separate compatibility issues." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and pydantic model-field breakage do not share the same bug." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and missing Float8 storage are different runtime errors in different code paths." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is a different modality and failure mode from Qwen3.5 video token/feature mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch/transformers version incompatibility are related only at a high level, not the same underlying bug." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index errors, but one is a mask-shape mismatch while the other is a zero3/BertModel initialization issue." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both report the same Qwen video-input regression: video features and video tokens get out of sync, causing failure in chat template/inference." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Siglip2 embedding quality regression and a nonsensical pipeline output report are too broad and not clearly the same defect." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config from_config handling and uninitialized-memory in rotary embedding are distinct issues." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code model_class/config_class AttributeError are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and TRL SFT trainer unpacking failure are different errors." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight constraint error is unrelated to Qwen3.5 embedding unpacking in TRL." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and the GLM5 issue are different model-specific reports." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization breakage is unrelated to flash-attn fallback gating." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve remote_code/custom-module loading, but one is a leaf-directory cache collision and the other is wrong module selection after save_pretrained; not clearly one bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Mistral3 tied lm_head weights and translation-model tied-weight issues are different model families and code paths." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe and flash-attn fallback blocking are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and tied-weights translation regression are not the same underlying defect." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading memory behavior and tied-weight translation regressions are distinct." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer discussion and docs mentioning removed run command are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure and translation-model tied weights are separate bugs." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and stale docs about a removed command are documentation issues, not the same change." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding/trainer failure and GraniteMoEHybrid invalid method calls are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Generic XOR validation messaging across models is not the same as T5 decoder-input validation." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and the reports do not clearly point to one shared code path." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek-Coder detokenization regression and Qwen-3-8B-NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and GraniteMoEHybrid invalid method are different model-specific failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the soft-edge calls stay conservative. The 44479/46294 duplicate-looking pair is supported by the titles and chronology, with 44479 clearly the broader earlier report. No PR-mergeability issue applies here since these are issues, not pull requests." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 4, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:46489" + ], + "soft_pairs": [ + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43872|issue:44589", + "issue:43828|issue:44928", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:43054|issue:43493", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:24643|issue:28530", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:45081|issue:45399", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:42491|issue:44368", + "issue:45020|issue:45356" + ], + "prepared_review_unit_hash": "15552a0a5ffdd6876565910e3dcdc785ae919c54ea18909d0802c53a426e5057", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38207, + "estimated_input_tokens": 9552, + "estimated_eval_tokens": 19360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The only clear duplicate family is the Transformers v5 non-persistent-buffer regression: 43950, 44534, and 43644 are the same underlying loading bug. Issue 45902 is related in theme, but the evidence here only supports it as an adjacent rotary-embedding/uninitialized-memory manifestation, not a clean duplicate.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 43950 is the best canonical issue because it states the broadest version of the non-persistent-buffer regression (`from_pretrained` corrupting `register_buffer(persistent=False)` state), and it clearly subsumes the direct duplicates 44534 and 43644; 45902 is related but not safely the same bug from the provided evidence.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the strongest representative of the duplicate set: it captures the underlying v5 buffer-corruption regression most generally and matches the clearest duplicate reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same bug: both report v5 corruption of non-persistent buffers during model loading / `from_pretrained`." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs/example breakage and the other is a model quality complaint; not the same defect." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying regression: non-persistent buffers are being filled with junk/corrupted during loading." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different failures: unexpected `num_items_in_batch` kwarg vs DeepSpeed ZeRO-3 loading `IndexError`." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are quantization/loading related, but the bitsandbytes constructor error and missing Float8 storage error are distinct bugs." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different code paths and symptoms: autocast dtype mismatch vs RLHF NaN/gradient explosion from 3D `position_ids` and SDPA fallback." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but 46489 is a specific DeepSeek-Coder gap while 45920 is a broader multi-model token-id issue." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Same broad area, but a SigLIP2 embedding-quality complaint is not the same as a generic tokenization-change regression." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Related SigLIP2 reports, but zero probabilities and worse text embeddings are different symptoms with no clear shared bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Related theme, but 45902 is specifically about `inv_freq` uninitialized memory after `meta -> to_empty(cuda)` materialization; the evidence does not show it is the same bug as the non-persistent-buffer corruption regression." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different models and failures: bad AutoTokenizer error messaging vs missing `all_tied_weights_keys` on MolmoForCausalLM." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-Attention packed-sequence crash and CPU-offload rotary-embedding incompatibility are distinct problems." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one is an output-quality complaint and the other is an HF-vs-JAX discrepancy; not clearly the same bug." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but gradient checkpointing ineffectiveness and increased reserved CUDA memory under int4 quantization are different defects." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different root causes: Gemma-4 FSDP2 attention `KeyError` vs Qwen3_5Moe uninitialized `inv_freq` after materialization." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and symptoms: Voxtral tokenizer error messaging vs GLM-4V loading failure." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic load-time noise vs a specific model loading failure; not the same issue." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression vs Python 3.13 `flash_attn` import error; unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "One is noisy loading output, the other is inability to load a specific model; different bugs." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed training shape error vs early-stopping metric lookup; unrelated training-time issues." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both mention memory, but the underlying mechanisms and affected behavior are different." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Related remote-code breakage, but the reports are too broad and not the same concrete bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different loading paths and errors: ZeRO-3 index error vs FineGrainedFP8Config failure." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attn fallback gating; no shared underlying defect." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing a missing model class and bitsandbytes `Int8Params` incompatibility are separate issues." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram op error vs Gemma4 device-map mismatch; unrelated platform/model problems." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL `weight_only=True` load failure and a GLM5-specific issue are not the same bug." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Both are model-loading failures, but the specific failures are different and do not appear mergeable." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote-code loading breakage vs Gemma4 device-map mismatch; different problem categories." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash vs flash-attn fallback gating; unrelated code paths." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping edge case vs broad remote-code regression; not the same concrete bug." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different model/runtime issues: autocast dtype mismatch vs PLE device mismatch." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility regression across versions vs a tied-embeddings warning; too different to merge." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code loading breakage vs Kimi-K2.5 tokenizer codec regression and warning mismatch; not the same issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly conservative, but it overstates the evidence for grouping issue 45902 with 43950/44534. In the packet, 43950 and 44534 clearly match on the non-persistent-buffer / `from_pretrained` regression, but 45902 is only titled as an `inv_freq` uninitialized-memory issue after `meta -> to_empty(cuda)` materialization; that is related at a high level, but not clearly the same bug from the provided evidence. Because the canonical/soft-edge claims treat 45902 as a clean duplicate, I would not accept this cluster judgment as written." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 5, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45902", + "issue:45923", + "issue:46315", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46661" + ], + "soft_pairs": [ + "issue:45715|issue:46315", + "issue:43827|issue:44509", + "issue:45488|issue:46489", + "issue:45759|issue:46661", + "issue:43872|issue:44291", + "issue:43404|issue:43950", + "issue:42915|issue:43872", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:41553|issue:44991", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:41093|issue:44805", + "issue:24643|issue:30064", + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:43366|issue:43828", + "issue:43596|issue:46515", + "issue:43366|issue:43531", + "issue:45325|issue:45902", + "issue:43638|issue:46515", + "issue:45663|issue:45823" + ], + "prepared_review_unit_hash": "4e8f99064869462af24393e265295205c1888c5b29221c1b3e5d7c373a911eda", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36633, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed cluster of unrelated model-loading/tokenizer regressions, with a few true duplicates: docs about removed pipeline tasks, the `_is_hf_initialized` init-empty-weights incompatibility, the mask-shape IndexError, and likely the remote-code and Qwen video regressions. Most other pairs are only loosely similar and should stay separate.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella in the set: it captures the general recent-v5 remote-code loading regression that can plausibly subsume concrete follow-ups like 46661.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the best global representative because it is the most general and central loading-regression report among the issues shown.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but one is about skip_special_tokens per-item lookup and the other about convert_tokens_to_ids with many added tokens; different code paths." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs issue: both report stale pipeline task references after v5 removals, just phrased with different examples." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both involve DeepSeek tokenizers, but one is a LlamaTokenizer pre-tokenizer override bug and the other is a DeepSeek-Coder v1 output regression; not clearly the same fix." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both touch AutoModel / multimodal loading, but one is from_config text_config unwrapping and the other is remote-code config_class handling; different bugs." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` compatibility regression during loading/init_empty_weights; 44291 is the broader form of the same failure." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "These are different regression types: untied lm_head weights vs silent corruption of non-persistent buffers." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different failures: Qwen3Moe FineGrainedFP8Config load path vs bitsandbytes `_is_hf_initialized` constructor incompatibility." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": true, + "reason": "Same remote-code model-loading regression in recent transformers; 46661 is a concrete manifestation of the broader breakage described by 45020." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio/Whisper-related, but the titles point to different problems and no clear shared root cause." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is weight conversion/loading and the other is gradient averaging with model_accepts_loss_kwargs; distinct code paths." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but one is a bad error message for Voxtral and the other is a hard tokenizer failure for a different model." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is a PEFT/LoRA effectiveness bug and the other is a missing flag on a trust_remote_code model." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unrelated symptoms: unexpected compute_loss kwarg vs mask/tensor shape mismatch." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 Qwen weight-loading failures, but the model variants and missing-weight patterns differ enough that this is too broad to merge." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different model families; only the broad theme overlaps." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different runtime failures: RLHF/SDPA BF16 gradient explosion vs flash_attention sink-less AttributeError." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Same v5.3.0 Qwen video-input regression family; 44560 looks like a specific model manifestation of the broader bug in 44479." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/loading complaints for different models; one is Voxtral error messaging, the other is a separate model load failure." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same mask-shape IndexError symptom with the same underlying indexed-tensor mismatch; the titles are effectively the same bug." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different areas: DeepSpeed training weight-shape error vs image processor void segmentation maps." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different model-family issues: PagedAttentionCache/linear_attention vs NemotronH checkpoint loading." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading failures, but for different architectures and different root causes." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated: GGUF gpt-oss support vs a torch.autocast dtype mismatch in Phi-tiny-MoE." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Different problems: ZeRO-3 index-out-of-bounds during Bert init vs a torch version incompatibility." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different issues in different subsystems; only the Qwen-related naming overlaps." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different low-level bugs: video rope-index scaling vs uninitialized rotary embedding memory after meta-to-empty materialization." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different symptoms and causes: non-pretrained Bert ZeRO-3 init failure vs torch compatibility issue." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma4, but one is an FSDP2 shared_kv_states bug and the other is a device_map auto placement mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft edges are plausible from the titles alone, especially the near-identical docs issue, the `_is_hf_initialized` regression, the mask-shape IndexError, and the Qwen video regression family. The remote-code pairing is a bit broader, but the wording is still hedged enough to avoid overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 6, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45584", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46489", + "issue:46512", + "issue:46515" + ], + "soft_pairs": [ + "issue:43366|issue:44589", + "issue:43716|issue:44560", + "issue:44155|issue:45584", + "issue:43824|issue:43957", + "issue:43950|issue:45834", + "issue:42915|issue:43957", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:44560|issue:44918", + "issue:43550|issue:44910", + "issue:44683|issue:46515", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:43317|issue:44756", + "issue:44661|issue:44805", + "issue:42491|issue:43720", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:46459|issue:46512" + ], + "prepared_review_unit_hash": "1d8003db621f98c5ac014557adbecc296e880ad417d1909dd48e05341db00004", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37477, + "estimated_input_tokens": 9370, + "estimated_eval_tokens": 18996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of distinct Transformers regressions, with only a couple of clear duplicate pairs. The strongest duplicate theme is the v5 non-persistent-buffer corruption bug; most other pairs are related only by broad subsystem or model family.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43950 is the clearest, most general statement of the shared v5 buffer-corruption regression, and it subsumes the near-duplicate symptom in 43644/44534.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the best representative issue because it names the concrete failure mode (`from_pretrained()` corrupting non-persistent buffers) and the regression scope, making it the most useful canonical reference.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Different problems: GGUF architecture support vs a Float8 storage lookup error." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Both are multimodal, but they hit unrelated paths: image preprocessing dtype mismatch vs video embedding StopIteration." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Distinct bugs: AudioFlamingo3 batched track leakage vs Whisper empty-transcription handling after token alignment." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import/export breakage for a specific class is not the same as meta-device loading failures across models." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent-buffer corruption is unrelated to Kosmos2.5 long-input index errors." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure and meta-device loading failure are different code paths and symptoms." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video StopIteration and an MPS histogram-not-implemented error are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying regression: Transformers v5 breaks custom model initialization, with 43645 just adding the Jupyter/notebook context." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3-related failures: video embedding loading vs TRL SFT unpacking." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Separate attention-path bugs: SDPA/torch.compile on Bamba vs flash-attention position_ids handling on Qwen3.5." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Generic torch-version incompatibility is too broad; these are not the same concrete flex_attention bug." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel execution failure is unrelated to GGUF gpt-oss model support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "An import-path break for GenerationMixin is unrelated to Qwen3Moe FP8 loading." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer code paths." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device-mapping mismatch is unrelated to a torch 2.4.1 compatibility complaint." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Model-type registration logic and Gemma4 forward device placement are different bugs." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different failure modes: Qwen3-vl StopIteration vs mask/tensor shape mismatch." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reports describe different symptoms and likely different inference paths; not enough to treat as one bug." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag breakage is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config validation, but on different models and likely different missing fields/constraints." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero3/Bert initialization failure is unrelated to add-new-model-like/tokenizer mapping behavior." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Another Zero3/Bert loading bug, not the same as tokenizer mapping registration." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Device-map offload loading and Strix Halo mmap OOM are distinct memory/loading issues." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA compatibility across hf versions and BitNet packed-weight loading are different problems." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Clear duplicate: both describe the same v5 regression where non-persistent buffers get filled with junk during loading." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "SigLIP2 bad outputs and a SigLIP2 docs example with model/processor mismatch plus quantization failure are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both mention Qwen3, but one is auto device-mapping cuda asserts and the other is FineGrainedFP8Config failure." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 failure is unrelated to mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA hf4.x/hf5.x incompatibility is unrelated to Gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both fail to load BERT models, but the reports name different models and no shared concrete root cause is evident." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 is unrelated to Qwen3.5 flash-attention generation failures." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "dtype being ignored in multimodal checkpoint loading is a different code path from from_config leaving model.config.dtype stale." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The canonical issue choice and summary are grounded in the packet, and the soft-edge decisions stay conservative overall. The duplicate 43644/44534 and the broader 43950 theme are well-supported by the titles, and the rejected pairs are mostly distinct enough to justify false." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 7, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859", + "issue:46050", + "issue:46468" + ], + "soft_pairs": [ + "issue:45507|issue:46468", + "issue:45313|issue:45357", + "issue:43644|issue:43645", + "issue:44488|issue:44991", + "issue:43856|issue:43873", + "issue:43856|issue:44387", + "issue:39692|issue:43994", + "issue:42491|issue:45292", + "issue:43257|issue:43854", + "issue:43708|issue:44075", + "issue:43854|issue:43931", + "issue:42491|issue:43931", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:45276|issue:45335", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:43425|issue:43957", + "issue:43873|issue:44387", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:43404|issue:43454", + "issue:44291|issue:44756", + "issue:36010|issue:39404", + "issue:45663|issue:45859", + "issue:44387|issue:44756" + ], + "prepared_review_unit_hash": "d7022c032ffbe30c585eb07d21ef3757727e14195988396e64e687665e66e4f2", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36208, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated model-specific Transformer regressions. The only clear duplicate-style pairs are the resize_token_embeddings propagation bug and the untied lm_head bug in multimodal generation models.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45292 is the best umbrella representative: it states the resize_token_embeddings bug in the most general form, making it a better canonical anchor than the model-specific variants.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the most reusable issue to keep open as canonical because it is concise, generic, and subsumes the more specific resize_token_embeddings reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different models and failures; one is GraniteMoEHybrid invalid method calls, the other is a Nemotron example breakage." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is ZeRO-3 loading of language_model weights and the other is save_pretrained writing wrong visual encoder keys." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Unrelated Transformers 5 regressions: junk-filled non-persistent buffers versus Jupyter custom model initialization." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model-loading complaints, but they involve different models and different failure modes." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Different memory/offload problems; Qwen3 MoE training memory use is not the same as quantization offloading behavior." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but one is training-time inefficiency and the other is int4 quantization reserved-memory OOM." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same family, but one is a docs example with multiple errors and the other is wrong inference results in AutoModel/pipeline." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different bugs: qwen3_moe LoRA compatibility across branches versus resize_token_embeddings not updating outputs." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and code paths; one is Qwen3 MoE weight conversion with accelerate/deepspeed, the other is GLM-4.7-Flash loading in tests." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume step calculation is unrelated to SGD optimizer arguments being ignored." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different load failures affecting different models; no shared underlying bug is evident." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE LoRA branch compatibility is unrelated to Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different model families and different save/load failures." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading/saving related, but one is extra_state handling and the other is init_empty_weights argument plumbing." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenizer behaviors." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Unrelated crashes: Qwen3.5 chat failure versus Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings propagation bug: secondary embedding/output layers are not updated, just in different composite model variants." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash_attention, but one is a packed-sequence position_ids crash and the other is an s_aux=None attribute error." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Related tokenizer-loading complaints, but the reported models and symptoms are different enough to treat as separate issues." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility is not the same as meta-device loading breakage." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both touch quantization/memory, but one is offloading behavior and the other is increased reserved CUDA memory under int4." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Completely different model/documentation problems." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different subsystems and failures; device-mapping CUDA assert is not an AudioFlamingo3 batch inference leak." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different bugs in different composite-model code paths; no single fix would plausibly cover both." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": true, + "reason": "Same bug pattern: lm_head weights are not tied, causing bad generation in closely related multimodal/generative model classes." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Meta-init loading TypeError is unrelated to mmap causing OOM." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language behavior." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen3-related model code, but the FSDP2 shared_kv_states bug is different from CPU-offload incompatibility in rotary embeddings." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 quantization OOM is not the same as mmap OOM on Strix Halo." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is conservative and stays close to the packet. The two accepted pairs are the only ones that clearly read as the same underlying bug pattern, and the rejections do not overreach beyond the evidence. Minor wording note: issue:45292 is a good canonical reference, but it is closed in the packet, so \"keep open\" is a bit imprecise; that does not materially affect the clustering judgment." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 8, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:39404", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43906", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44292", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45685", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46468", + "issue:46491", + "issue:46665" + ], + "soft_pairs": [ + "issue:44292|issue:44912", + "issue:43957|issue:44756", + "issue:44155|issue:45823", + "issue:42947|issue:43381", + "issue:43335|issue:45663", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:45685|issue:46468", + "issue:44479|issue:44877", + "issue:44164|issue:44756", + "issue:43381|issue:44928", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:42796|issue:46326", + "issue:43828|issue:43957", + "issue:45292|issue:45335", + "issue:43646|issue:43708", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:45812|issue:46315", + "issue:46315|issue:46491", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:39404|issue:46665", + "issue:44683|issue:45823", + "issue:44530|issue:45084", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44589|issue:45084", + "issue:44479|issue:44805", + "issue:43906|issue:44530" + ], + "prepared_review_unit_hash": "611fe7f745854538a3063f177a8c665fad0d4a999c1081eb2d6b14be45a6e45a", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37883, + "estimated_input_tokens": 9471, + "estimated_eval_tokens": 19198 + }, + "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 regressions across tokenizers, model loading, quantization, checkpointing, and device/dtype issues. The only clear duplicate-like subgroup is the `resize_token_embeddings` / `output_embeddings` regression spanning three issues; the rest are too different to merge safely.", + "confidence": 0.84, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster; the closest true duplicate set is the `resize_token_embeddings` / `output_embeddings` regression, where issue 45292 is the broadest formulation and best anchor for that mini-cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45292 is the best representative of the only near-duplicate family in the set: it states the core `resize_token_embeddings` \u2192 `output_embeddings` failure concisely, while 45276 and 45335 read as model-specific variants of the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization/loading failures, but they affect different models and likely different code paths (`NVFP4` vs `MXFP4` fallback)." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "One is a `torch.device(\"meta\")` model-loading regression; the other is an Strix Halo mmap/OOM workaround. Same broad area, not the same bug." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo track-leak bug and Gemma4 device mismatch are unrelated failures in different models/subsystems." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is a LoRA inefficacy report and the other is an eval-mode restriction; different problems." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different models and different failures: sparse-layer construction vs FSDP2 `shared_kv_states` rebuilding." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Both mention Nemotron, but one is a checkpoint-loading failure and the other is an example script regression; not the same underlying bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same core bug: `resize_token_embeddings` does not update output embeddings; 45276 just adds the Gemma4-specific `embed_tokens_per_layer` symptom." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated: MPS histogram support error vs broken Nemotron example." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs strict-config loading issue for Granite speech are different bugs." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "`extra_state` save/load failure and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Checkpointing-in-eval-mode and RLHF NaN explosion from SDPA fallback are different failure modes." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP2 `shared_kv_states` issue are unrelated." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model save/load, but one is read-only permission propagation and the other is wrong module restoration after `save_pretrained`." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different regression classes: GLM-4.7-Flash unit-test loading vs Qwen3.5 checkpoint serialization." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but BPE-marker handling and `continue_final_message` behavior are separate issues." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch in Phi MoE and meta-device loading failures are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` propagation bug: both report output/decoder embeddings not being updated; 45335 is a T5Gemma-specific variant." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom-model initialization breakage and `resume_from_checkpoint` step \u0917\u0923\u0928\u093e are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch for one model and loading failure for another are not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model init regression and `extra_state` save/load failure are different custom-model issues." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and Strix Halo mmap/OOM are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 compatibility and autocast dtype mismatch are different problems." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong Granite token IDs and slow `convert_tokens_to_ids` are both tokenizer regressions but not the same underlying bug." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Slow token conversion and CodeLlama leading-space round-trip regression are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper `return_language` pipeline breakage and tokenization changes are different issues." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both concern custom-model loading after v5, but `base_model_prefix` handling and Jupyter notebook initialization are distinct failure modes." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline language return bug and `from_pretrained` inside Python classes are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-mapping mismatch are different code paths." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache `linear_attention` crash and non-template-node compile error are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch version compatibility and Gemma4 forward device mismatch are not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility issue and Mistral-3 dtype mismatch are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and compiler template-node error are different failures." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen VL video-input regression and mask/tensor shape mismatch are not the same underlying issue." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of an old issue and a Qwen3.5 PagedAttentionCache crash are too different to treat as duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative about the non-duplicates. The only accepted soft edges are the clearly related `resize_token_embeddings`/`output_embeddings` issues, which the titles support. No overstatement stands out, and the rest of the pairwise rejections are 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": 23, + "review_unit_index": 9, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43541", + "issue:43596", + "issue:43611", + "issue:43643", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:43901|issue:44509", + "issue:43425|issue:44918", + "issue:43994|issue:44079", + "issue:44265|issue:44898", + "issue:44671|issue:44991", + "issue:36032|issue:43452", + "issue:39404|issue:44912", + "issue:44164|issue:45759", + "issue:46050|issue:46326", + "issue:43299|issue:43931", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:43716|issue:45084", + "issue:36032|issue:42915", + "issue:44737|issue:45859", + "issue:32090|issue:39404", + "issue:46285|issue:46402", + "issue:44661|issue:44683", + "issue:43643|issue:44530", + "issue:43541|issue:45084" + ], + "prepared_review_unit_hash": "94a7c71f078761b542bdeff9c2a92ff8684455403d75260980519fe189890f11", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35665, + "estimated_input_tokens": 8917, + "estimated_eval_tokens": 18090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This looks like a heterogeneous cluster of Transformers v5 regression reports, mostly model/tokenizer loading issues and a few unrelated runtime/device bugs. I do not see any true duplicate pairs among the soft edges, so I\u2019d keep them separate and use the broad loading-regression issue as the best anchor.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43611 is the broadest, most central loading-regression report in the set and is a better cluster anchor than the many model-specific edge cases.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the most representative of the overall cluster because it describes a core framework-level loading break rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs complaints, but they cover different removed/changed pipeline docs and different mismatches." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to the Qwen3.5 embedding unpacking failure." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "One is a SIGLIP2 inference regression; the other is a ModelOutput key-assignment bug." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Different subsystems: torch.export / torch_compilable_check versus Perceiver positional interpolation." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Different model/tokenizer failures: CamemBERT masked-LM predictions vs EMBEDDIA tokenizer loading." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Both involve loading, but the T5 tokenizer method-name conflict and gguf_file handling are distinct bugs." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language and MXFP4 quantization fallback are unrelated regressions." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Save/from_pretrained extra_state handling is a different code path from AutoModelForCausalLM config unwrapping." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are separate issues." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is a version-wide loading regression and the other is a specific shape-mismatch case." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same bug as the mistral_common tokenizer message issue." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading for EMBEDDIA/est-roberta and the Mistral regex patch crash are different failures." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory, but Qwen3 MoE training inefficiency and Strix Halo mmap OOM are different causes." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO-3/BertModel initialization and compiled flex_attention on new torch versions are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to the Qwen2.5-VL/Qwen3-VL video-input regression." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading sleng-bert and crashing in _patch_mistral_regex are different tokenizer bugs." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading regressions, but for different models and different failure modes." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but base_model_prefix loading and non-persistent buffer junk are distinct bugs." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and DeepSeek-Coder v1 incorrect output are not the same concrete tokenizer bug." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head tying are different model issues." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image-preprocessor dtype mismatch is unrelated to the compile-time template-node error." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device-placement bugs, but XLNet CPU arange and Qwen3_5Moe CPU offload are different code paths." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and Whisper return_language regression do not share the same underlying bug." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP text-model structure inconsistency is unrelated to Sam3Model text-encoder weight loading." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "add-new-model-like mapping failure and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code config fields and PagedAttentionCache linear_attention crash are different issues." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and non-template-node compilation failure are 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": 23, + "review_unit_index": 10, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43582", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44206", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46178", + "issue:46326" + ], + "soft_pairs": [ + "issue:43582|issue:43632", + "issue:42915|issue:44530", + "issue:44451|issue:44987", + "issue:40990|issue:43421", + "issue:43644|issue:43646", + "issue:34567|issue:40444", + "issue:42175|issue:46178", + "issue:44811|issue:45584", + "issue:44206|issue:44220", + "issue:43883|issue:44488", + "issue:36032|issue:43645", + "issue:40444|issue:46326", + "issue:45084|issue:45507", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:44987|issue:44991", + "issue:43262|issue:43377", + "issue:43746|issue:46326", + "issue:43883|issue:44991", + "issue:42915|issue:45084", + "issue:44403|issue:45081", + "issue:44464|issue:45987", + "issue:43646|issue:44534", + "issue:43645|issue:44534", + "issue:44849|issue:45325", + "issue:43404|issue:44466", + "issue:43377|issue:43819", + "issue:42915|issue:44291", + "issue:43994|issue:44610", + "issue:44987|issue:45081", + "issue:44451|issue:45081", + "issue:28530|issue:34567", + "issue:36032|issue:43742", + "issue:42915|issue:44589" + ], + "prepared_review_unit_hash": "adbc0807d92fd87a8d79cf81665143714d7f6dc6ebd4d792a51931ebba32bc38", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38007, + "estimated_input_tokens": 9502, + "estimated_eval_tokens": 19260 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated Transformers bugs, with one loose mini-theme around v5 custom-model initialization/state handling. No soft pair looks like the same concrete bug, so all candidate duplicate edges are rejected.", + "confidence": 0.46, + "canonical_issue_reason": "issue:43646 is the broadest and most representative of the v5 custom-model initialization regression theme; several nearby issues are narrower variants of init/state/buffer handling.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 best captures the cluster's dominant v5 model-initialization breakage without being overly niche.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Different bugs: AppleSilicon warmup TypeError vs `_is_hf_initialized` flag regression." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different code paths: FineGrainedFP8Config failure vs PagedAttentionCache invalid group type on Qwen3.5." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but for different models and likely different root causes." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity/quality issue vs tokenizer post-processor runtime update bug." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Related v5 regression theme, but one is non-persistent buffer serialization and the other is custom model initialization." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token counter bug vs multi-image IterableDataset finetuning failure." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Backend installation metadata issue vs unsupported tensorflow_text backend lookup." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper/tokenization, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after alignment." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio feature-extraction regressions, but one is unsupported center arg and the other is a different fbank helper issue." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different loading failures for different models; no shared concrete failure mode is shown." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict vs custom model initialization breakage in notebooks." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different modalities and failures: multi-image Qwen2.5-VL finetuning vs mistral_common continue_final_message behavior." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Generic compile/template TypeError vs GraniteMoEHybrid invalid-method call; only broad API churn overlaps." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Different GGUF/from_pretrained failure modes; one is API breakage, the other is version-specific loading failure." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different loading paths: dequantized device_map offload vs Qwen2.5-GGUF v5 loading failure." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are v5 tokenizer/model loading failures, but for different models and not the same underlying bug." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio processor chat-template sampling-rate bug vs MIMI batched-vs-single padding-mask discrepancy." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT/local checkpoint loading issue vs tokenizer continue_final_message bug; different code paths." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different model-specific loading failures; no evidence they share one root cause." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs template compilation error are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Noise/logging complaint vs Mistral regex patch crash; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation mismatch vs StaticCache sequence-length contract bug." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is custom model initialization and the other is non-persistent buffer junking." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model initialization issue vs non-persistent buffer corruption are distinct failures." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs Qwen2.5-VL rope-index scaling bug; different models and symptoms." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Related weight-tying theme, but one is a model-specific missing tie and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask batch inconsistency vs DAC from_latents / missing STE mismatch." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 config failure vs init_empty_weights unexpected `_is_hf_initialized` argument; different init paths." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different vision-model processor bugs: nonsensical outputs vs wrong image size from processor." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer/model loading failure vs Mistral tokenizer regex patch crash; not the same underlying bug." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Model loading failure for a specific checkpoint vs a tokenizer regex patch attribute error." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection issue vs TrainerState input-tokens counter not updating." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer class method conflict vs key error loading MobileLLM-125M." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs missing Float8 storage type; different low-level 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": 23, + "review_unit_index": 11, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42796", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43381", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43746", + "issue:43792", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46710" + ], + "soft_pairs": [ + "issue:43089|issue:45987", + "issue:44062|issue:44987", + "issue:44265|issue:44610", + "issue:44479|issue:45325", + "issue:43322|issue:43540", + "issue:43531|issue:44877", + "issue:36032|issue:41720", + "issue:45216|issue:45357", + "issue:44991|issue:46315", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:44220|issue:44683", + "issue:43611|issue:44534", + "issue:40444|issue:45325", + "issue:43632|issue:44756", + "issue:45812|issue:46491", + "issue:44403|issue:44991", + "issue:43792|issue:44589", + "issue:43381|issue:45923", + "issue:42796|issue:43746", + "issue:44291|issue:44589", + "issue:33666|issue:40444", + "issue:44079|issue:45663", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:43632|issue:44534", + "issue:43482|issue:45538" + ], + "prepared_review_unit_hash": "0a45eade6adf9863e860a3c6c343b88efd04f758ae3958f48d5975b520a57fd2", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35691, + "estimated_input_tokens": 8923, + "estimated_eval_tokens": 18102 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated regression and model-specific bug reports. The only clear duplicate-like pair is the two Qwen3.5 save_pretrained checkpoint issues (45216 / 45357).", + "confidence": 0.89, + "canonical_issue_reason": "issue:45216 is a clear, high-signal regression report with an explicit version boundary and broad checkpoint-save impact; it is the best single issue to anchor the Qwen3.5 save_pretrained problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the strongest representative issue in the set because it describes a concrete regression, identifies the affected model family, and likely captures the core save_pretrained failure behind the related follow-up report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Different bugs: one is generation performance overhead from GPU sync/dispatch, the other is a StaticCache return-type contract issue." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Both involve tokenizer/model loading failures, but they point to different code paths and symptoms; not the same concrete bug." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "Unrelated failures: torch.export with torch_compilable_check versus an OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen VL/video behavior, but 44479 is a broad multi-model video-input regression while 45325 is a specific still-image temporal-position scaling bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different models and failure modes: Llava Next load segfault versus Qwen3OmniMoe video-processing ValueError." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Different issues in different model families: Qwen3-MoE sliding_window versus granite_speech config strictness." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Completely unrelated: a T5 tokenizer method conflict versus a Qwen3 auto device-mapping CUDA assert." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same underlying Qwen3.5 save_pretrained/checkpoint regression; 45357 looks like a narrower symptom of the broader issue in 45216." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both concern tokenizers, but one is a loading failure and the other is a performance regression in convert_tokens_to_ids." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Different problems: Torch 2.10 compatibility versus noisy loading logs." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different model families and different failure modes; no shared concrete code-path bug." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Unrelated: fbank feature extraction issue versus compiled flex_attention failing on newer torch." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; not the same bug." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is multi-image training with IterableDataset and the other is a temporal-position scaling regression." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Different issues: _is_hf_initialized breakage versus mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different failure modes." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise is unrelated to the tokenizer loading failure in EMBEDDIA/est-roberta." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: Whisper runtime issue versus a Float8 storage lookup TypeError." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is eval-mode usage and the other is a missing capability flag on a trust_remote_code variant." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Different TypeErrors from different subsystems; no shared underlying bug." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen2-VL/Qwen2.5-VL training-related, but one is multi-GPU training and the other is multi-image iterable-dataset finetuning." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Different tensor/model internals: ModelOutput key assignment versus Gemma4 FSDP2 shared_kv_states rebuild." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Completely unrelated: high perplexity on a benchmark versus Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker bug is unrelated to a DeepSeek-R1-Distill-Llama accuracy regression." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different loading failures affecting different model/config paths; not the same bug." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different generation/training workflows and different model families; no same underlying bug." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but they are distinct issues with different failure mechanisms." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated: GGUF loading failure versus CLIPTokenizer max-length bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet\u2019s titles and stays conservative overall. The duplicate-like call on 45216/45357 is plausible from the shared Qwen3.5 save_pretrained regression theme, and the rest of the pairwise rejects are appropriately cautious given the limited evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 12, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45812", + "issue:45834", + "issue:46402" + ], + "soft_pairs": [ + "issue:41553|issue:43582", + "issue:43531|issue:44291", + "issue:43317|issue:43856", + "issue:42175|issue:45542", + "issue:43421|issue:44568", + "issue:44079|issue:44534", + "issue:41720|issue:45081", + "issue:44829|issue:45479", + "issue:44462|issue:45812", + "issue:43611|issue:43646", + "issue:43377|issue:45491", + "issue:43818|issue:46402", + "issue:42175|issue:43296", + "issue:43644|issue:44079", + "issue:43818|issue:45357", + "issue:43749|issue:44079", + "issue:44265|issue:45072", + "issue:43792|issue:43957", + "issue:45325|issue:45381", + "issue:43493|issue:43994", + "issue:43454|issue:44466", + "issue:45325|issue:45834", + "issue:40444|issue:45381", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:43632|issue:45072", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:42796|issue:45381" + ], + "prepared_review_unit_hash": "58bea955c56934e78c309523875562b6a53c5ca122d18e373c910d1d62d6394b", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36574, + "estimated_input_tokens": 9144, + "estimated_eval_tokens": 18544 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of distinct Transformers v5 regressions across loading, tokenization, and model-specific inference paths. The clearest duplicate pairs are the `_is_hf_initialized` / `init_empty_weights` loading breakage, the Qwen2.5-VL position-id regressions, the SigLIP2 output discrepancy, and the Granite tokenizer regression.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43632 is the best canonical issue because it names the broad v5 initialization-contract break at the root of the loading failures, and it matches the nearby init_empty_weights/_is_hf_initialized report most directly.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43632 is the strongest global representative of the cluster because it captures the core loading/init regression rather than a downstream symptom or a model-specific variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer loading error messaging and Apple Silicon allocator TypeError are different failures in different subsystems." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3 sliding-window/MoE behavior is unrelated to the init_empty_weights/_is_hf_initialized loading TypeError." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Dequantized model offload failure and Qwen3 MoE training memory usage are not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both involve backend packaging, but the concrete failures differ: missing TensorFlow in the torch extra vs tensorboard-only install behavior." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updates for special tokens are not the same as the BOS/EOS insertion regression." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer initialization are separate internal regressions." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 CUDA assert on A800 and the Mistral regex patch AttributeError are unrelated bugs." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both affect training, but flash-attention degeneration and zero-loss single-label classification are different concrete failure modes." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": true, + "reason": "Both point to the same AutoTokenizer/Granite tokenizer regression: repository tokenizer data is not being used correctly, leading to wrong token IDs." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Base_model_prefix loading and custom model initialization are related to v5 loading, but they are distinct code paths and symptoms." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder is not the same as Gemma3 sliding-window NaN embeddings." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA vision-tower issues are unrelated to Sam3 text-encoder weight loading." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow packaging/backend availability and PaddleOCR-VL loading in vLLM are different issues." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk filling and ModelOutput key assignment are separate regressions." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA tower problems are unrelated to Qwen3.5 visual-encoder key serialization." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment do not share a concrete bug." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export support for torch_compilable_check is unrelated to bfloat16 dtype mismatch failures." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device loading regressions are both load-related, but not the same failure path." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both are Qwen2.5-VL position-ID regressions in the same get_rope_index / vision-position-id path, for still images vs video." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 implementation mismatch producing incorrect outputs, with one report framed as HF-vs-JAX discrepancy and the other as bad AutoModel/pipeline results." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Missing lm_head tying and device-dependent lm_head serialization are related to tied weights, but they are different concrete bugs." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL position-ID scaling and Kosmos2.5 OCR index errors are unrelated model bugs." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure is unrelated to Qwen2.5-VL video position-ID issues." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3MoE FineGrainedFP8Config failure and Qwen2.5-GGUF loading in v5 are different model/loading paths." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized in init_empty_weights and strict granite_speech config loading are not the same bug." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized init-state regressions and bfloat16 dtype mismatches are different bugs." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantized offloading problems and version-dependent tokenization changes are not the same issue." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to the Qwen2.5-VL rope/position-ID regression." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Ministral BPE-marker handling and Qwen2.5-VL video position IDs are unrelated tokenizer/model bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the writeup is internally inconsistent and overstates at least one duplicate. The summary says the `_is_hf_initialized` / `init_empty_weights` loading breakage is one of the few true duplicate pairs, but the soft-edge verdict for `issue:43632` vs `issue:44291` is `false`. That mismatch means the cluster summary is not fully grounded in the packet. The rest of the false pair calls are mostly conservative, but this contradiction is enough to reject." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 13, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45584", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:43296|issue:45800", + "issue:44479|issue:45823", + "issue:43606|issue:44265", + "issue:40990|issue:45584", + "issue:43262|issue:43746", + "issue:35707|issue:41720", + "issue:43881|issue:44488", + "issue:34634|issue:35707", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:39692|issue:40444", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:43377|issue:44610", + "issue:46305|issue:46315", + "issue:43257|issue:45923", + "issue:44568|issue:45920", + "issue:43454|issue:45072", + "issue:42796|issue:46209", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:40990|issue:42947", + "issue:42617|issue:42915", + "issue:43749|issue:44534", + "issue:43572|issue:45759", + "issue:43526|issue:43883", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:43881|issue:44991" + ], + "prepared_review_unit_hash": "c6b1881d9ff7f47b2f9ba369fc3914e4ba15d410ebb43a1718faf0d7b1292810", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36790, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is broadly noisy: most items are different model-specific loading, tokenizer, or device/offload regressions rather than true duplicates. I rejected all soft edges because none clearly share the same concrete bug path.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43873 is the broadest concrete runtime bug in the set, centered on offloading/quantization behavior; it is the best umbrella candidate among otherwise mostly unrelated model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most useful single triage anchor because it is a cross-cutting infrastructure bug rather than a one-off model report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "Different problems: a PaddleOCR-VL load failure versus a torch/transformers version incompatibility. No shared code path is evident." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both mention multimodal inference, but one is a video-input regression in Qwen variants and the other is a Gemma4 PLE device mismatch. Different failures." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch for Bark is unrelated to torch.export failures around torch_compilable_check." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation-quality issues, but one is perplexity on gpt-oss and the other is Whisper empty-transcription handling after token alignment. Different bugs." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are separate issues affecting different paths." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-mapping asserts." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but one is glm-4v-9b model loading and the other is tokenizer loading for cjvt/sleng-bert. No concrete duplicate evidence." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation with cached embeddings are unrelated bugs." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "A tied-weights generation bug in AyaVision is not the same as a torch.compile SDPA failure in Bamba." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Device mismatch during Bark CPU offload is unrelated to DAC.from_latents mismatching forward due to missing STE." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Both involve multimodal examples, but one is a docs/model-processor mismatch with quantization and the other is Qwen2.5-VL iterable-dataset finetuning with multiple images." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device_map=auto, but the models and failure modes differ: cudaErrorAssert on A800 versus a forward-time device mismatch in Gemma4 PLE." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER padding/truncation are unrelated to torch.export and torch_compilable_check." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Both are input-shape/processing issues, but MIMI batching versus OmDet-Turbo resolution mismatch are different concrete bugs." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Sliding-window masking off-by-one and tokenizer conversion slowdown are unrelated regressions." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MOE weight conversion during accelerate/deepspeed loading is not the same as a missing supports_gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is add_special_tokens/BOS-EOS handling for a specific tokenizer and the other is wrong token IDs across several models. Not the same bug." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Garbage text from untied lm_head weights is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are different issues in different subsystems." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both concern offloading/quantization, but one is dequantized-model loading with gpu+cpu offload and the other is a broader quantized-offloading failure. Similar theme, not clearly the same concrete bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI padding-mask batching and Perceiver non-default-resolution classification are separate model-specific bugs." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight tying and BitNet packed-weight unpacking are unrelated loading/model-init failures." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a model benchmark and ineffective gradient checkpointing in PEFT LoRA are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are different problems." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk in v5 are both infrastructure-level, but the titles point to different failure modes and code paths." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is distinct from unwrapping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Molmo missing all_tied_weights_keys are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next loading segfault and sinq save/load breakage are different failure classes." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both are loading/runtime crashes, but one is a Qwen3 auto-device-map assert and the other is a Llava Next segmentation fault. No shared bug path is shown." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Model loading failure for glm-4v-9b and tokenizer loading failure for EMBEDDIA/est-roberta 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": 1, + "component_count": 23, + "review_unit_index": 14, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:40990", + "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:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46665" + ], + "soft_pairs": [ + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:41720|issue:44977", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:44466|issue:45357", + "issue:43450|issue:45701", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:43065|issue:46402", + "issue:43873|issue:44756", + "issue:44186|issue:45072", + "issue:26413|issue:28530", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:43550|issue:43606", + "issue:43295|issue:45701", + "issue:43646|issue:46665", + "issue:44186|issue:44610", + "issue:43404|issue:45357", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:44008|issue:45823", + "issue:36010|issue:42617", + "issue:44423|issue:45406", + "issue:45632|issue:45684", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:28530|issue:33666", + "issue:42915|issue:46291", + "issue:44671|issue:44743", + "issue:36331|issue:41720" + ], + "prepared_review_unit_hash": "b5121f60195d294fb494bda92b75b3a2dd3ecdadc3d6060689430fabfe03d2e9", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37414, + "estimated_input_tokens": 9354, + "estimated_eval_tokens": 18964 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft matches mostly share only broad themes like loading, offloading, or trainer behavior, but they do not appear to be the same underlying bug. I would keep a single broad offloading/quantization issue as the best issue anchor, and reject all soft edges as duplicates.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43873 is the best umbrella candidate because it is the broadest active report with inbound references and sits closest to the small subset of offloading/device-map/quantization-themed items in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest cluster anchor overall: it is open, has the most external attention, and is the most general of the available issue titles.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer kwarg mismatch vs 3D parallel script failure; different code paths and symptoms." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both mention memory problems, but one is int4 CUDA reserved memory/OOM and the other is an apex RMSNorm leak; different bugs." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Auto device-map assert on Qwen3 vs flash-attention generation issues in Qwen3.5; not the same failure." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss signature issue vs Qwen3-MoE FP8 config failure; unrelated." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading-related, but one is strict config loading and the other is tokenizer loading; different underlying problems." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve serialization, but one is lm_head tying and the other is visual encoder key saving; different code paths." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video batch shape bug vs tokenization changes; unrelated subsystems." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity anomaly could be affected by tokenization, but this is not the same concrete bug as a tokenization change report." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Device-map crash vs multi-GPU training setup failure; different issues." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Different Sam3 model components and failure modes; not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both touch memory/offload behavior, but one is quantization offloading and the other is mmap OOM on Strix Halo; not the same issue." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash vs dtype mismatch in inference; unrelated." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume epoch-iterator error vs early stopping metric lookup failure; different trainer paths." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA failure vs packed-weight unpacking during accelerate loading; unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Model dtype staying float32 vs max_steps recalculation on checkpoint resume; different bugs." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Compilation/SDPA bug vs CPU offload device mismatch; different model/runtime failures." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Custom processor/tokenizer regression vs tokenization behavior change; not the same concrete bug." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both concern custom loading APIs, but one is general model initialization breakage and the other is from_pretrained behavior inside Python classes; too different to merge." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Different models and different preprocessing mismatches; not duplicates." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Untied lm_head in Mistral3 vs incorrect visual encoder keys in Qwen3.5 save_pretrained; different defects." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3-MoE FP8 failure vs dequantized model offload load failure; only a broad loading/quantization theme overlaps." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-size/preprocessing issues, but they affect different models and different expected resolutions." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable-name collision in forward vs Gemma4 PLE device mismatch; different models and root causes." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin vs inability to run a training script; unrelated." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash vs Gemma4Processor missing _tokenizer; different failures." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision vs read-only permission propagation on save_pretrained; unrelated filesystem bugs." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Auto device mapping assert vs tensor-parallel-only failure in GPT-OSS MoE; different issues." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug vs StableLmConfig pad_token_idx missing after update; unrelated." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric handling vs Qwen2-VL multi-GPU training; different areas." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Qwen3-MoE FP8 loading vs kernels dependency/version requirement import failure; unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression vs Qwen recurrent-state reset bug; different model families and code paths." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer loss-signature breakage vs Qwen3 auto device-map crash; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 15, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44077", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665" + ], + "soft_pairs": [ + "issue:44186|issue:44361", + "issue:43526|issue:43881", + "issue:43316|issue:44913", + "issue:28530|issue:30064", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:43540|issue:43782", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:43550|issue:43653", + "issue:44387|issue:45701", + "issue:43606|issue:43720", + "issue:44492|issue:44509", + "issue:29159|issue:36032", + "issue:44534|issue:46665", + "issue:43531|issue:45759", + "issue:41720|issue:43746", + "issue:42490|issue:43329", + "issue:43606|issue:43653", + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:34567|issue:35707", + "issue:34634|issue:41720", + "issue:43531|issue:44589", + "issue:44451|issue:44991", + "issue:45759|issue:45859", + "issue:45357|issue:46402", + "issue:44077|issue:44625" + ], + "prepared_review_unit_hash": "0d4eeee68340817210fe5b45d2c97b240b47022de5c095ac9c7d8948317f9a65", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36011, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose semantic grouping of mostly unrelated Transformers issues; none of the soft edges look like true duplicates. The most representative issue is the broad offloading/quantization report.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 has the broadest framing and the strongest engagement signal in the set, making it the best representative of the cluster\u2019s loading/offloading/quantization theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best overall issue candidate because it is broader than the model-specific reports and has the most discussion/inbound references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer classes, different models, and different failure modes; both are tokenizer bugs but not the same underlying issue." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "One is a BeitImageProcessor label-reduction bug; the other is an unrelated Qwen loading failure." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config consistency problems, but they affect different configs and fields with different root causes." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early-stopping metric selection and void segmentation-map processing are unrelated code paths." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different models and failures: FP8 config support vs a segmentation fault while loading Llava Next." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error on CLIP loading is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both involve Qwen multimodal models, but one is video-input processing and the other is a from_pretrained weight_only load error." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation maps and Bark voice_preset handling are unrelated processor bugs." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and a T5 RMSNorm memory leak are different bugs in different subsystems." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "A torch.compile SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "CUDA reserved-memory/OOM under int4 quantization is not the same as a tokenization-version regression." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both touch loading/offload, but Bark CPU-offload device mismatch and BitNet packed-weight unpacking are different concrete bugs." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and stale docs for removed pipeline tasks are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow-vs-fast tokenizer inconsistency is different from the T5Tokenizer add_special_tokens name conflict." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization in v5 is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and text_config unwrapping in composite Qwen configs are different bugs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device mapping CUDA asserts and PEFT-adapter checkpoint loading are unrelated failures." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "A trailing-slash import warning is unrelated to undefined variables in multimodal token counting." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU-offload device mismatch and BigBird mask-token registration do not share the same code path." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric-gathering last-batch truncation and SAM3 text/bounding-box behavior are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Serving crashes in Gemma4Processor and Qwen3.5 streaming inference failures are different API/model bugs." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Trainer token-count bookkeeping is unrelated to progressive generation with cached states." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Bark voice_preset handling and Qwen3 device-mapping CUDA asserts are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and missing Float8 storage are different issues." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different models and likely different tokenizer/config failures." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite-config unwrapping and CPU-offload incompatibility are distinct Qwen-related bugs." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect visual-encoder save keys and missing text-encoder loads are opposite-direction multimodal serialization bugs with different models." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Optional post_init restrictions and num_labels propagation are different configuration 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": 23, + "review_unit_index": 16, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43644", + "issue:43645", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46665", + "issue:46693" + ], + "soft_pairs": [ + "issue:44625|issue:45479", + "issue:43644|issue:46665", + "issue:44898|issue:45072", + "issue:44062|issue:44451", + "issue:44987|issue:45042", + "issue:43381|issue:43844", + "issue:44368|issue:45357", + "issue:39692|issue:44610", + "issue:43531|issue:43645", + "issue:41720|issue:45704", + "issue:46655|issue:46693", + "issue:43746|issue:46050", + "issue:45704|issue:45923", + "issue:44918|issue:44936", + "issue:43421|issue:43927", + "issue:43381|issue:45704", + "issue:42886|issue:44843", + "issue:45759|issue:45923", + "issue:44514|issue:44545", + "issue:46032|issue:46463", + "issue:39692|issue:43873", + "issue:43746|issue:43873", + "issue:43994|issue:44671", + "issue:43421|issue:43653", + "issue:30064|issue:36010", + "issue:43782|issue:45381", + "issue:43421|issue:44186", + "issue:45081|issue:45356", + "issue:45356|issue:45907" + ], + "prepared_review_unit_hash": "3486db22b1d9289622ca0b018076784134b03457d12be58a7cd8a8fdc9a83041", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36803, + "estimated_input_tokens": 9201, + "estimated_eval_tokens": 18658 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated single-bug reports across different models or subsystems. Only two soft pairs look like true duplicates: the HF_HUB_OFFLINE tokenizer/cache regression (42886/44843) and the exact Qwen2_5_VLProcessor batched padding crash (44514/44545).", + "confidence": 0.79, + "canonical_issue_reason": "issue:44843 is the best canonical issue because it names the concrete failing code path (_patch_mistral_regex calling model_info() unconditionally) and clearly explains the HF_HUB_OFFLINE breakage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the strongest overall issue candidate: clear root cause, clear user-facing failure, and the accepted duplicate pair points to the same offline tokenizer bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Different bugs: one is config propagation for num_labels, the other is a zero-loss classification pathology." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Both mention loading/model behavior, but one is non-persistent buffers and the other is from_pretrained behavior in classes; not the same bug." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different failure modes and code paths: Perceiver image-size handling vs bfloat16 dtype mismatch in other models." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "The first is a tokenizer AddedToken TypeError; the second is a model-loading failure for a specific checkpoint." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "One is a model-loading regression for a specific repo, the other is an image-processor dependency regression." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing limitation is unrelated to the ZeRO-3 gradient blow-up issue." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings is unrelated to incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Doc example/model mismatch for SigLIP2 is different from OmDet-Turbo producing the wrong image resolution." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to notebook custom-model initialization in v5.0.0." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "CUDA assert with Qwen3 auto device mapping is not the same bug as T5 apex RMSNorm memory leak." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video-processor padding calculation and FA2 long-context performance regression are different issues." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT checkpoint loading for GraniteSpeech is unrelated to sinq quantization save/load breakage." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "A memory leak in T5 apex usage is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL unpacking failure and trainer.evaluate() after train() are distinct trainer failures." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processing and DiaConfig save/load corruption are different tokenizer/config bugs." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Eval-mode checkpointing restriction is not the same as the T5 apex memory leak." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same underlying offline-tokenizer bug: both describe HF_HUB_OFFLINE failures caused by an unconditional model_info() path in tokenizer loading." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Composite Qwen config handling and a missing gradient-checkpointing flag are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash; these are duplicates of the same bug report." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2Mixer use_cache correctness is unrelated to T5 decoder-input error messaging." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 documentation/model mismatch is unrelated to quantization offloading behavior." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local PEFT checkpoint loading and quantization offloading are different subsystems and failures." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model families and symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked LM predictions in v5." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token post-processor updates and BigBirdTokenizer mask-token registration are not the same defect." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image processor segmentation-map handling is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading failure and Qwen2.5-VL vision_position_ids bug are different issues." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention fix_mistral_regex, but one crashes on Mistral tokenizer loading while the other is a Kimi-K2.5 codec/regression report." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer codec regression is unrelated to list_repo_files not forwarding revision." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the soft-edge calls are conservative overall. The two accepted duplicate pairs are supported by the titles and align with the same underlying bug classes (offline tokenizer loading and the Qwen2_5_VLProcessor batched padding crash). The remaining pairs are appropriately rejected as different subsystems or 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": 23, + "review_unit_index": 17, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45685", + "issue:45834", + "issue:46294", + "issue:46665", + "issue:46693" + ], + "soft_pairs": [ + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:43596|issue:44220", + "issue:43550|issue:45072", + "issue:43295|issue:45834", + "issue:43550|issue:43927", + "issue:44062|issue:44488", + "issue:43540|issue:46294", + "issue:45381|issue:46693", + "issue:43618|issue:43697", + "issue:43531|issue:43643", + "issue:43611|issue:46665", + "issue:44220|issue:44661", + "issue:43653|issue:43819", + "issue:44186|issue:44898", + "issue:30064|issue:36331", + "issue:41720|issue:44991", + "issue:43643|issue:44877", + "issue:43550|issue:43819", + "issue:43335|issue:43756", + "issue:44821|issue:45084", + "issue:43540|issue:44008", + "issue:44843|issue:45081", + "issue:39692|issue:45834", + "issue:44448|issue:44671", + "issue:44186|issue:44442", + "issue:44485|issue:44509", + "issue:43644|issue:43749", + "issue:43322|issue:45685" + ], + "prepared_review_unit_hash": "2e32a382537981ed329ffc22a40f2e29b9817e8dc8f4fd6c8e9817486742e66a", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35876, + "estimated_input_tokens": 8969, + "estimated_eval_tokens": 18194 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a broad mix of unrelated Transformers bugs and regressions; none of the soft pairs look like the same underlying issue. I would not collapse any of the candidate pairs into duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different models and failure modes: accelerate loading of packed BitNet weights vs DAC latent decoding/STE mismatch." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug vs BitNet packed-weight loading bug; no shared code path." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "BERT/DeepSpeed ZeRO3 init index error is unrelated to audio fbank feature extraction." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba is unrelated to bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal indexing problems, but one is processor/tokenizer regression and the other is OCR-length handling; different bugs." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different subsystems: SDPA compile failure vs config save/load losing custom token IDs." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken constructor collision is a tokenizer API bug; loading `cjvt/sleng-bert` is a model-specific loading failure." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video/Qwen models, but one is a value error in Qwen3OmniMoe processing and the other is chat-template feature/token mismatch in Qwen3.5-9B." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions assignment regression and RTDetr output drift are different model-specific regressions." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to `trust_remote_code` config-field loss." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "base_model_prefix loading breakage is a distinct model-loading regression from `from_pretrained` behaving inconsistently inside Python classes." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank feature extraction bug is unrelated to `add-new-model-like` failing on tokenizer mapping names." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DAC latent reconstruction are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to Perceiver image-classification interpolation behavior." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map failure is unrelated to CustomTrainer compute_loss signature mismatch." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert on A800 is unrelated to tokenizer loading failure for est-roberta." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading regressions, but one drops fields with `trust_remote_code` and the other rejects `granite_speech` via strict config checks." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba compile/SDPA failure and DAC forward/from_latents mismatch are different concrete bugs." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE dropping are unrelated model-configuration issues." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation errors have no shared root cause." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video input error is unrelated to Gemma3n variable-name collision in `forward()`." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch `_patch_mistral_regex`, but one is an offline hub call problem and the other is a backend_tokenizer attribute crash; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs example errors are unrelated to Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model regressions: Pegasus output drift vs CamemBERT masked-LM prediction errors." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash is unrelated to FastSpeech2ConformerTokenizer loading failure." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to stale v5 docs mentioning removed pipeline tasks." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk initialization and FSDP CPU RAM efficient loading are related to loading, but not the same concrete failure." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault and MPS histogram Int error are completely different runtime failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 18, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46192", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665" + ], + "soft_pairs": [ + "issue:34634|issue:36010", + "issue:43606|issue:45072", + "issue:45183|issue:45479", + "issue:45584|issue:45834", + "issue:43716|issue:44008", + "issue:43950|issue:45987", + "issue:44479|issue:45834", + "issue:43582|issue:46512", + "issue:43388|issue:46032", + "issue:44991|issue:46291", + "issue:43577|issue:43818", + "issue:43825|issue:43994", + "issue:46294|issue:46463", + "issue:43782|issue:44977", + "issue:44561|issue:45020", + "issue:43421|issue:44811", + "issue:44805|issue:44936", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:43540|issue:45381", + "issue:43825|issue:43827", + "issue:28218|issue:29159", + "issue:43749|issue:44291", + "issue:43645|issue:46665", + "issue:43577|issue:43582", + "issue:45987|issue:46192", + "issue:44671|issue:45701" + ], + "prepared_review_unit_hash": "0d23d704e96e1d43a9a0a7256de1bace2a6fcdf792408638049e340ca7f2c307", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35652, + "estimated_input_tokens": 8913, + "estimated_eval_tokens": 18082 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated single issues across tokenizer, model-loading, dtype, and video/audio subsystems. The only likely duplicate pair is the tokenizer spacing bug vs. the broader slow/fast tokenizer inconsistency report.", + "confidence": 0.84, + "canonical_issue_reason": "issue:28218 is the clearest concrete symptom report for the tokenizer added-token spacing bug; issue:29159 reads as a broader description of the same tokenizer inconsistency.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:28218 is the best representative because it is specific, actionable, and likely the more concrete anchor for the duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Different problems: BarkProcessor voice_preset vs GenerationMixin import failure." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and failures: CPU offload device mismatch vs bfloat16 dtype mismatch." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Validation error messaging vs sequence-classification loss behavior; not the same bug." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty transcription failure and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different model families and root causes: image preprocessor dtype mismatch vs variable name collision in Gemma3n forward." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "from_pretrained buffer corruption and StaticCache seq_length return type are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Different video regression in Qwen models vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon allocator TypeError vs stale config.dtype after from_config; different issues." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric gathering label truncation and Mamba2 cache correctness are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure for a specific model vs importing pipelines needing kernels version/revision." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype loading issue and Video-LLaVA architecture issue are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Translation-support error message vs SigLIP2 inference corruption; same area but not same bug." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen video-token mismatch and T5 decoder validation error are different concrete failures." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading error vs Qwen3.5 flash-attention generation issue." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code compatibility, but they describe different API breakages and are too broad to merge." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processor update bug vs Whisper batch_decode skip_special_tokens bug." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape IndexError vs trainer.evaluate() failure after train(); no clear duplicate relation." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch and dtype mismatch in other models are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weights unpacking failure in accelerate loading vs dtype mismatch in inference." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Video input processing error in Qwen3OmniMoe vs Qwen2.5-VL vision_position_ids regression." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an error-message issue, the other is stale documentation; related topic but not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Both describe the same tokenizer added-token behavior problem: extra spacing / inconsistent slow-vs-fast tokenizer handling." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Different model-loading failures: FSDP CPU RAM efficient loading vs unexpected _is_hf_initialized arg with init_empty_weights." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Custom models in Jupyter notebook initialization vs from_pretrained inside Python classes are different reproducibility issues." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype mismatch and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "Cache length return-type bug and return_tensors being ignored are different API regressions." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked LM regression and general tokenization changes are not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately cautious. The accepted tokenizer pair is plausible from the titles, and the other soft-edge verdicts are 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": 23, + "review_unit_index": 19, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43782", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46697", + "issue:46728" + ], + "soft_pairs": [ + "issue:42175|issue:45081", + "issue:34634|issue:36331", + "issue:45003|issue:46285", + "issue:46697|issue:46728", + "issue:43653|issue:44912", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:44589|issue:45042", + "issue:43782|issue:45325", + "issue:43742|issue:45020", + "issue:45081|issue:45406", + "issue:45372|issue:46326", + "issue:45084|issue:45538", + "issue:43550|issue:44912", + "issue:43526|issue:43697", + "issue:43329|issue:45600", + "issue:43526|issue:44554", + "issue:44060|issue:44368", + "issue:43452|issue:44991", + "issue:43257|issue:43329", + "issue:36010|issue:36331", + "issue:36010|issue:43645", + "issue:43906|issue:46209", + "issue:43819|issue:43927", + "issue:43531|issue:45042", + "issue:43638|issue:44936", + "issue:42175|issue:46291", + "issue:43720|issue:44610", + "issue:42490|issue:43257" + ], + "prepared_review_unit_hash": "7f5bb02745fbc7731bd7bfa74a83167c215d88ead96ba4ecdc16d478f4acb330", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36823, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 + }, + "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. None of the soft pairs appear to describe the same concrete underlying defect, so I would not merge any of them as duplicates. The broadest and most representative issue here is the remote_code regression report.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45020 is the broadest cross-cutting report here, describing a general regression affecting models that rely on remote_code loading.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best cluster anchor because it is the most general and highest-level failure mode among the listed issues, making it the most useful canonical reference.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Different failures: backend dependency packaging vs tokenizer regex patch crash. Same subsystem, not the same bug." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated areas: Bark voice preset handling vs CustomTrainer.compute_loss signature change." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Both touch model loading/structure, but one is unsafe sys.modules access and the other is CLIP text-model API inconsistency." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-processor shape/count bugs, but they affect different models and different logic paths." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration is unrelated to MXFP4 quantization loading fallback." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError and CUDA AMP loss crash are different code paths and platforms." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is not the same as DAC from_latents/STE mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the PIL image-processor torchvision dependency regression." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL rope indexing are distinct model-specific bugs." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A model-specific key error while loading MobileLLM is not the same as the broad remote_code breakage report." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Tokenizer regex patching and Gemma4Processor missing _tokenizer are different loader failures." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is an import break for Gemma 4 and the other is continue_final_message behavior." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer max_length bug are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction bug is not the same as RTDetrV2 output divergence." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video token-count helpers and stale auto_mappings config references are different bugs." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Different models and code paths: BEiT label handling vs MPS attention correctness." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but they describe different Qwen model behaviors and symptoms." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer/model loading with gguf_file and an EMBEDDIA tokenizer regression are separate loading issues." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion during accelerate loading is unrelated to multimodal token counting." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "GenerationMixin import failure and compute_loss signature mismatch are different regression classes." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Import path breakage and Jupyter custom-model initialization failure are distinct problems." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same as an FP8 inference failure on B200." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent/forward mismatch and DiaConfig token-ID persistence are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3 training IndexError and train-then-evaluate failure are different trainer/deepspeed bugs." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "TensorFlow packaging omission and pipelines import requirement for kernels v0.15 are different dependency issues." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking in accelerate loading is unrelated to OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local-model import warning and Qwen3 MoE weight conversion are unrelated loader 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": 23, + "review_unit_index": 20, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44977", + "issue:44987", + "issue:45042", + "issue:45459", + "issue:45538", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701" + ], + "soft_pairs": [ + "issue:39692|issue:44912", + "issue:38175|issue:44610", + "issue:43746|issue:44811", + "issue:43643|issue:45759", + "issue:44387|issue:44617", + "issue:43854|issue:44977", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:43257|issue:43931", + "issue:46421|issue:46424", + "issue:42915|issue:43742", + "issue:43329|issue:44479", + "issue:45459|issue:45803", + "issue:43329|issue:43450", + "issue:43749|issue:44756", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:43606|issue:45859", + "issue:34567|issue:40990", + "issue:43650|issue:43906", + "issue:43540|issue:46701", + "issue:43454|issue:43577", + "issue:43927|issue:44912", + "issue:43525|issue:46291", + "issue:29159|issue:34567", + "issue:28282|issue:29870", + "issue:44987|issue:45538" + ], + "prepared_review_unit_hash": "4b4a8fbaea67230799b88d727d4511f333c36a739e5ee603de86cde315d44940", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35883, + "estimated_input_tokens": 8971, + "estimated_eval_tokens": 18198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly superficial topical overlaps rather than the same underlying bug. I would reject all of them as duplicates/mergeable PRs; this cluster is heterogeneous, so the issue choice is only a best-effort representative rather than a true canonical duplicate target.", + "confidence": 0.22, + "canonical_issue_reason": "issue:43749 is the strongest standalone report in the set: it has the broadest loading impact, the most discussion and inbound references, and a concrete regression description, whereas the other items are narrower or unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the best representative issue overall because it is the most substantiated and cross-cutting bug report in this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Both are model-related, but one is documentation/example breakage and the other is a quantization-loading regression for a different model." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "These concern different failures: unexpected zero probabilities vs an image-size mismatch between processor and model." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT/local-checkpoint loading is unrelated to Whisper's batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config handling, but one is missing fields with trust_remote_code and the other is from_config unwrapping for composite multimodal configs." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but they are different code paths and different root causes." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: unit-test loading mismatch vs flash-attention generation behavior." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "One is a weight-conversion/loading bug under accelerate+deepspeed; the other is plain CUDA OOM." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate handling is unrelated to Whisper batch decoding." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different symptoms and paths: MOE weights not converted vs a load-time weight-shape mismatch." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Related cache terminology, but one is lazy init causing recompilation and the other is a config field only honored in quantized cache." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and MobileLLM key error are unrelated loading bugs." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both are video/VLM issues, but one is an undefined-helper bug in token counting and the other is a broader regression in specific model families." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both mention error handling, but they affect different tokenizer/image code paths and are not the same defect." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined variables in multimodal token counting is distinct from batched video processor shape errors." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory-related, but one is an FSDP CPU-RAM loading issue and the other is mmap-induced OOM on a specific platform." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Init-empty-weights argument handling and a PIL/image-processor torchvision dependency regression are separate issues." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "A quantization/load failure for GPT-oss is unrelated to loading AutoImageProcessor from a URL." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is not the same as a rotary embedding incompatibility in Qwen3_5Moe." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token counting and extreme perplexity on GPT-oss are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "The first is an invalid/low-information issue title; the second is a reproduction of a different upstream issue." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Video processing value errors and an image-text-to-text pipeline failure are different bugs." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight tying for AyaVision and dtype propagation for Blip2 do not share the same failure mode." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Custom token IDs being lost on save/load is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to importing pipelines with kernels v0.15." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer consistency and trainer token-count tracking are different subsystems and failures." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "PyTorch import absence and Bart generate decoder mask initialization are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "A model-loading failure and an oversized CLIPTokenizer model_max_length are 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": 23, + "review_unit_index": 21, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512", + "issue:46693" + ], + "soft_pairs": [ + "issue:44568|issue:45356", + "issue:28282|issue:34689", + "issue:43425|issue:46291", + "issue:42915|issue:45538", + "issue:45137|issue:45405", + "issue:43697|issue:45357", + "issue:43404|issue:45127", + "issue:33357|issue:34567", + "issue:42175|issue:43824", + "issue:43742|issue:44291", + "issue:28282|issue:29127", + "issue:43317|issue:45538", + "issue:44479|issue:46693", + "issue:44062|issue:44991", + "issue:43577|issue:46512", + "issue:43452|issue:43582", + "issue:44849|issue:45701", + "issue:42915|issue:43749", + "issue:41720|issue:43540", + "issue:27957|issue:28282", + "issue:43540|issue:44560", + "issue:44291|issue:44821", + "issue:24643|issue:29159", + "issue:42175|issue:44488", + "issue:43540|issue:44479", + "issue:44987|issue:45907", + "issue:38175|issue:44898", + "issue:44479|issue:45381", + "issue:44568|issue:45488", + "issue:34567|issue:36331" + ], + "prepared_review_unit_hash": "dfdeef3875510f49a604d99173728b9e12b98c3457f4906b3aaab1a3c5b6b909", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36760, + "estimated_input_tokens": 9190, + "estimated_eval_tokens": 18636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of regression/bug reports; the soft-similarity pairs are mostly only thematically related, not the same underlying bug, so none should be merged.", + "confidence": 0.8, + "canonical_issue_reason": "issue:45488 is the strongest anchor for duplicate triage: it has a concrete tokenizer regression, clear reproduction context, active discussion, and inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 is the most suitable representative issue overall because it is specific, actionable, and has the clearest bug narrative among the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about BOS/EOS insertion and the other is about codec handling/warning behavior in Kimi-K2.5; different root causes." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "One is an environment missing PyTorch, the other is a model-loading regression for Llama 3.2 Vision; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility and kernels requiring version/revision are unrelated dependency/API failures." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and CLIPTokenizer max-length behavior are different subsystems and failure modes." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and PEFT version bump are unrelated issues." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained key mapping are different model/code-path bugs." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied embeddings, but one is an lm_head tying bug and the other is LoRA merge with extended vocabulary collapse; not the same issue." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error on CLIP model load and TrainerState token-count updating are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Missing TensorFlow backend in a torch install and missing Qwen2_5_VL import are separate packaging/import problems." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key-error loading and init_empty_weights unexpected argument are different loading failures." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch-not-found import error and LayoutLMV3 box-validation messaging are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload dequantization failure and CLIPTokenizer max-length behavior are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "A video-input regression in Qwen VL models and an FA2 long-context performance regression are different bugs." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-arg duplication and tokenizer loading failure for EMBEDDIA/est-roberta are distinct tokenizer bugs." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "One is dtype propagation for Blip2/Qformer, the other is stale model.config.dtype after from_config(dtype=...); related area, different bug." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states behavior and version-dependent tokenization changes are different bug classes." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and FSDP CPU RAM efficient loading are different advanced-loading regressions." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device-mapping cudaErrorAssert and Qwen3OmniMoe video ValueError are different failure paths." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLMRoberta with FlashAttention2 and missing-PyTorch import error are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related Qwen issues, but they affect different models and fail in different places; not the same concrete bug." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight dimensionality error and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "TensorFlow-backend packaging and sleng-bert loading failure are different issues." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and Qwen2.5/Qwen3 video regression are similar domain-wise but not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading failure and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 zero probabilities and Perceiver non-default resolution failure are different model-specific bugs." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both concern video/VL behavior, but 45381 is a specific vision_position_ids bug and 44479 is a broader regression across models." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer bugs, but one is about add_special_tokens/BOS-EOS behavior and the other is LlamaTokenizer overriding ByteLevel pre-tokenizer; different root causes." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token-count tracking and CustomTrainer compute_loss signature mismatch are separate training API 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": 23, + "review_unit_index": 22, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:45987", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:44792|issue:44964", + "issue:43257|issue:43756", + "issue:44062|issue:45081", + "issue:43742|issue:44589", + "issue:44737|issue:46463", + "issue:45042|issue:45081", + "issue:43716|issue:46701", + "issue:43531|issue:44821", + "issue:43756|issue:46399", + "issue:43577|issue:45072", + "issue:43756|issue:45325", + "issue:44568|issue:46491", + "issue:45405|issue:45600", + "issue:43906|issue:46468", + "issue:45823|issue:46463", + "issue:24643|issue:29870", + "issue:43404|issue:45987", + "issue:44737|issue:45588", + "issue:43452|issue:44488", + "issue:43906|issue:46693", + "issue:44625|issue:44877", + "issue:43526|issue:45479", + "issue:45357|issue:45920", + "issue:43540|issue:46693", + "issue:44913|issue:46121", + "issue:28282|issue:32090", + "issue:43720|issue:44898" + ], + "prepared_review_unit_hash": "c7ddd622153a3d721949226ca51728fca09d1e29b021623b5ce931b3c40d08d6", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35636, + "estimated_input_tokens": 8909, + "estimated_eval_tokens": 18074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: the items span unrelated model-loading, tokenizer, config, dtype, and performance regressions. The soft pairs mostly share only superficial subsystem similarity, not the same concrete bug or change.", + "confidence": 0.22, + "canonical_issue_reason": "issue:45920 is the broadest, most user-impacting regression in the set, but the cluster as a whole does not have a true duplicate center.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 has the clearest broad blast radius and strongest reproducible user-facing failure, making it the best anchor if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different failures: a janus generation test break versus a Phi-4 multimodal loading error." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "One is an accelerate/deepspeed weight-conversion bug; the other is a RoPE-layer-count regression in Smollm3." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken keyword handling and Mistral regex patching are unrelated code paths." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "A MobileLLM key error and a missing Float8 storage type are different loading failures." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU placement/performance issue does not match a T5 decoder-input validation message bug." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL image-processor torchvision dependency and Mistral tokenizer regex patching are separate defects." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "A dtype mismatch in Mistral-3 preprocessing is not the same as the DiffusionGemma image-text pipeline failure." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and loading AutoImageProcessor from URL are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer loss and Qwen3.5 kernel-registration crash are different model-specific bugs." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but they affect different model families and different inference paths." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE omission and Qwen2.5-VL still-image rope scaling are not the same defect." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "BOS/EOS special-token insertion and CodeLlama leading-space round-trip regression are distinct tokenizer issues." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A dependency version bump and stale auto-mapping references are unrelated maintenance problems." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "An isolated reproduction issue and an official example breakage do not indicate the same underlying bug." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Device-map mismatch in Gemma4 PLE is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-shape failure and BART generate-time UnboundLocalError are different code paths." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral3 weight-tying bug and StaticCache return-type bug are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet positional encoding on CPU and flash-attention sink-less crash are separate issues." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but the gguf_file regression and cjvt/sleng-bert loading failure are not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "These are both config-loading problems, but one is num_labels propagation and the other is strict config rejection." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Label-reduction behavior and degenerate zero-loss classification are different classification bugs." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Incorrect visual-encoder keys in save_pretrained is unrelated to wrong token IDs in AutoTokenizer." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "A video-input ValueError and a long-context FA2 performance regression are not the same issue." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoX rotary_pct persistence and rope-parameter JSON list conversion are different config/validation bugs." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch in the environment and NoneType broadcast errors are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking and Perceiver interpolation failure are different loading/inference 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": 23, + "review_unit_index": 23, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44568", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45542", + "issue:45704", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46463", + "issue:46491", + "issue:46701" + ], + "soft_pairs": [ + "issue:43697|issue:45216", + "issue:43643|issue:45375", + "issue:44466|issue:45005", + "issue:45200|issue:46463", + 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"estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36732, + "estimated_input_tokens": 9183, + "estimated_eval_tokens": 18622 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of Transformers regressions around tokenizers, config loading, generation, and model-specific v5 breakages. None of the soft pairs look like true duplicates, so they should stay separate; the broadest representative issue is the v5 custom model initialization regression.", + "confidence": 0.55, + "canonical_issue_reason": "issue:43646 is the broadest umbrella for the cluster: it captures the general v5 regression pattern affecting custom model initialization and aligns with many of the more specific breakages here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most representative issue for triage because it describes the widest underlying failure mode rather than a single model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Both are regressions, but one is RTDetrV2 output drift and the other is Qwen3.5 save_pretrained corruption; different code paths and failure modes." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config fields and serialization, but one is trust_remote_code returning missing fields while the other is a specific Qwen3_5MoeVisionConfig field being dropped by strict validation." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is translation-model tied-weight handling in general; not the same concrete bug." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaults are unrelated to T5 decoder input validation error messaging." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 + ZeRO-3 loading IndexError and trainer.evaluate after train are unrelated training/runtime issues." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer loader failures." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and sinq quantization save/load breakage are unrelated symptoms." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC.from_latents mismatch and Whisper batch_decode skip_special_tokens behavior affect different models and APIs." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MLukeTokenizer task errors are distinct tokenizer bugs." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config pad_token_id missing and DiffusionGemma image-text pipeline failure are different model families and failures." + }, + { + "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:43994", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 nonsensical results and Perceiver non-default resolution failure are different vision-model issues." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file tokenizer/model loading and HF_HUB_OFFLINE breakage from _patch_mistral_regex are separate from_pretrained problems." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and processor.tokenizer/image passing regression are not the same bug." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle failure and Gemma4 PLE device mismatch are unrelated runtime issues." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are different loading/runtime failures." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import breakage and Windows ROCm torch.distributed dependency error are unrelated dependency issues." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "TensorBoard-only backend setup and tensorflow_text backend-mapping error are separate backend installation problems." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "clean_up_tokenization_spaces v5 behavior and CodeLlama leading-space round-trip regression are both tokenizer-related but not the same defect." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading and Blip2 dtype propagation are different model-loading bugs." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are not the same failure path." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype staying float32 and RTDetrV2 output changes are unrelated model-specific regressions." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "processor.tokenizer/image passthrough regression and Kimi-K2.5 tokenizer codec handling are distinct tokenizer/processor issues." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward and Qwen3.5 recurrent state reset are both generation-related but not the same concrete bug." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and mdeberta-v3 add_special_tokens BOS/EOS behavior are different tokenizer implementations and bugs." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and CLIP bus error on macOS are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and Sam3Model text encoder weights not loading are unrelated model-definition issues." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE auxiliary-loss normalization and T5 apex.FusedRMSNorm memory leak are different subsystems." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DiaConfig custom token-id persistence are both token-related but 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": 23, + "review_unit_index": 24, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43782", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44821", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:44991", + "issue:45405", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:46002", + "issue:46050", + "issue:46365", + "issue:46612", + "issue:46693" + ], + "soft_pairs": [ + "issue:44843|issue:44991", + "issue:43688|issue:45701", + "issue:44479|issue:44625", + "issue:45491|issue:46002", + "issue:44484|issue:44704", + "issue:43550|issue:44361", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:43688|issue:45440", + "issue:44734|issue:46612", + "issue:44466|issue:46050", + "issue:32090|issue:33666", + "issue:41720|issue:44464", + "issue:44464|issue:44977", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:44977|issue:46693", + "issue:43504|issue:44610", + "issue:43577|issue:44554", + "issue:43720|issue:43927", + "issue:33666|issue:36331", + "issue:43643|issue:44561", + "issue:43606|issue:43927", + "issue:43782|issue:46693", + "issue:43278|issue:43688", + "issue:43262|issue:43295", + "issue:39692|issue:43493", + "issue:43525|issue:43572", + "issue:43720|issue:44361", + "issue:44964|issue:45405", + "issue:44554|issue:46365" + ], + "prepared_review_unit_hash": "5174337d45474a1ceec8cfc361d3c1a6d68b604fad069dd34400d1ab943100af", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36508, + "estimated_input_tokens": 9127, + "estimated_eval_tokens": 18510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: the soft pairs mostly share only broad themes like model loading, generation, configs, or dtype issues, but not the same concrete bug. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.31, + "canonical_issue_reason": "Issue 45701 is the broadest, most central regression report in the set and has the strongest discussion/reference signal, so it is the best anchor for the cluster even though the overall grouping is noisy.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the most generally phrased and discussion-heavy issue here, making it the best representative issue for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is an offline-mode Mistral regex patch bug and the other is a model-specific tokenizer load failure; different root causes." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to a version-dependent tokenization change." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression for several Qwen VL models is not the same bug as Qwen3.5 num_labels propagation." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is sliding-window attention on GPU and the other is classification-head init/checkout behavior." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Save-pretrained shard sizing is unrelated to AutoProcessor kwargs forwarding to cached_file." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "A torch.compile SDPA model failure and an MLukeTokenizer AttributeError are different code paths." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key errors while loading and AutoImageProcessor URL loading are different loader bugs." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "MoE auxiliary-loss normalization does not match a DeepSeekV3 implementation divergence." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both involve generation caches, but one is KV-cache continuation tensor indexing and the other is beam-search reorder skipping in different model families." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization of tied lm_head weights and quantized save/load breakage are not the same failure." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast of NoneType is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cuda asserts and chunked generation with compiled forward are distinct problems." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as a flash-attention correctness bug in Qwen3.5." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy field handling for BEiT loading is unrelated to Bamba torch.compile SDPA failures." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "A pretrained-model legacy field issue is not the same as BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "One is a correctness bug in Qwen3.5 generation, the other is a performance regression with FA2 long-context generation." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "BEiT legacy-field loading and OmDet processor/model image-size mismatch are different bugs." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation and an MPS attention correctness issue are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight handling and DiaConfig token-id persistence are different model/config issues." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU-offload device mismatch is not the same as losing custom token IDs on save/load." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift between train/eval is unrelated to auxiliary-loss normalization." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and processor.tokenizer/image-passing regressions are different API bugs." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Docs-example model/processor mismatch and SigLIP2 HF-vs-JAX discrepancy are not the same underlying issue." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and missing pad_token_idx in StableLmConfig are separate model-specific config regressions." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading failure and an unreleased PEFT minimum-version bump are not the same bug." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness and importing Trainer failing because of datasets are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:43643", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is not the same as AutoConfig returning missing fields under trust_remote_code." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only load failure is a model-loading bug, not a flash-attention performance 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": 23, + "review_unit_index": 25, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:45290", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46489", + "issue:46710" + ], + "soft_pairs": [ + "issue:44514|issue:45290", + "issue:43493|issue:43825", + "issue:44625|issue:45584", + "issue:44977|issue:46209", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:28218|issue:33357", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:39692|issue:43295", + "issue:44849|issue:46209", + "issue:33357|issue:33666", + "issue:43646|issue:44466", + "issue:46209|issue:46710", + "issue:44568|issue:46489", + "issue:43278|issue:43701", + "issue:43575|issue:45405", + "issue:44792|issue:45405", + "issue:44589|issue:45520", + "issue:44849|issue:45357", + "issue:43927|issue:44361", + "issue:43824|issue:44589", + "issue:44488|issue:44843", + "issue:44568|issue:45812", + "issue:43504|issue:43606", + "issue:43257|issue:43299", + "issue:43334|issue:43572", + "issue:43334|issue:45759" + ], + "prepared_review_unit_hash": "a016c5d237361fc120e522c229d062b866f675181ad00bfa0280b9ace5d560a7", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36772, + "estimated_input_tokens": 9193, + "estimated_eval_tokens": 18642 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of unrelated tokenizer, model-loading, training, and regression reports. None of the soft pairs look like the same underlying bug strongly enough to merge, so I would not deduplicate any of them.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue: the items span unrelated subsystems and the soft pairs are only superficially similar.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduping; there is no clear representative that subsumes the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are apply_chat_template crashes, but the triggers differ: batched padding=False in one case vs assistant tool-call messages with no content in the other." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Different problems: SigLIP2 output mismatch versus a pipeline v5 error message about translation support." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated model/config bug versus Whisper empty-transcription failure after token alignment." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different model/runtime failures: Qwen3.5 flash-attention generation versus FP8 inference on B200." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are load failures, but one is a gguf_file regression in tokenizer/model loaders and the other is a specific pretrained model that no longer loads." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Different code paths: Gemma4 device_map forward mismatch versus sinq save/load quantization breakage." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug versus a MacOS bus error in a CLIP model; no shared underlying defect." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 inference quality issue versus a text_kwargs/return_tensors API interaction bug." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Different tokenizer/model regressions: BPE marker handling versus Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "A SigLIP2 correctness discrepancy is not the same as a ZeRO-3 gradient growth issue." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype mismatch in eval is unrelated to the HfDeepSpeedConfig + ZeRO-3 gradient regression." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation/example errors are not the same as a runtime regression in processor.tokenizer/image handling." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Different failures: Qwen3.5 hidden-states behavior versus FP8 inference on B200 hardware." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A MacOS bus error in CLIP is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is custom model initialization and the other is serialization of tied weights; distinct bugs." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Different models and symptoms: FP8 hardware inference failure versus an accuracy regression after upgrade." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and mechanisms: missing special tokens versus incorrect DeepSeek-Coder output." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Training/eval dtype change is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "An OOM on model loading is unrelated to a dependency version bump for peft." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A janus test failure is not the same issue as the PEFT minimum-version bump." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and a Python 3.13 flash_attn import KeyError are different compatibility bugs." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior and incorrect visual encoder keys in save_pretrained are separate regressions." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "A config save/load token-ID loss bug is unrelated to MLukeTokenizer task attribute errors." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing a missing Qwen2_5_VL class is unrelated to a Float8 storage type error." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model load failure for one checkpoint is not the same as an offline-mode break from an unconditional model_info() call." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizer output, but the model families and bug types differ: missing BOS/EOS versus wrong token IDs for Granite models." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field loading in BEiT segmentation is unrelated to a CPU offload device mismatch in bark-small." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both concern Qwen MoE loading, but they hit different model variants and failure modes, so they are not the same concrete bug." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL and missing pad_token_idx in StableLmConfig are similar regressions but distinct configs and code paths." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both are multimodal config issues, but one is a missing config field and the other is incorrect unwrapping of text_config from composite Qwen configs." + } + ] + }, + "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": 23, + "review_unit_index": 26, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44734", + "issue:44869", + "issue:44964", + "issue:44977", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46369", + "issue:46424", + "issue:46701", + "issue:46710", + "issue:46752" + ], + "soft_pairs": [ + "issue:43606|issue:44112", + "issue:43572|issue:44291", + "issue:45245|issue:46710", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:44464|issue:46424", + "issue:43937|issue:46701", + "issue:44464|issue:45584", + "issue:45200|issue:45229", + "issue:45229|issue:45823", + "issue:44869|issue:46752", + "issue:43873|issue:46050", + "issue:43844|issue:44964", + "issue:43994|issue:44493", + "issue:29942|issue:30333", + "issue:45588|issue:46050", + "issue:29159|issue:32090", + "issue:42490|issue:43696", + "issue:45084|issue:45520", + "issue:44977|issue:46701", + "issue:28218|issue:34567", + "issue:43065|issue:46369", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:44423|issue:44734", + "issue:41720|issue:46710", + "issue:43493|issue:43701" + ], + "prepared_review_unit_hash": "230b02bf057d32a1a6545e33d1481ced6d7d90220acdc9e8a12445d0c543aed9", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35754, + "estimated_input_tokens": 8939, + "estimated_eval_tokens": 18134 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs share broad subsystem vocabulary, but they do not look like the same underlying bug or change. No PRs are present. I\u2019d use the offloading/quantization report as the best representative issue for the cluster, but not as a duplicate of the others.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43873 is the broadest and most active report here, with multiple inbound references and discussion around offloading/quantization behavior, so it\u2019s the best single representative issue for the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest umbrella issue candidate: active, well-discussed, and centered on a recurring infrastructure symptom rather than a narrow model-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention device-related failures, but one is a CPU offload mismatch while the other is a stale GraniteSpeech device override test. Different code paths and symptoms." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "One is about missing `pad_token_idx` in `StableLmConfig`; the other is a constructor/`init_empty_weights` `_is_hf_initialized` argument error. Not the same bug." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "`RuntimeError: number of categories cannot exceed 2^24` is unrelated to an accuracy regression after a version upgrade." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "`unexpected key with position id` is a model loading/config key issue; the CLIP issue is a structural API difference in `.text_model`. Different fixes." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy field loading for BEIT semantic segmentation and BigBirdTokenizer special-token registration are unrelated problems." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Compiled-forward output inconsistency and cache-length handling are both generation/cache topics, but they involve different mechanisms and failure modes." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Invalid `GenerationConfig` for GLM-5 and a broken image-text-to-text pipeline for DiffusionGemma are separate issues." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "A compiled-forward generation mismatch is not the same as Whisper empty-transcription failure after `align_special_tokens`." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Missing `mm_token_type_ids` default zeros and multi-GPU CUDA OOM are different bugs, even though both involve Gemma 4." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 inference reports, but one is OOM and the other is a device mismatch during forward. Not mergeable as one fix." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper word-timestamp decode crash and empty-list `apply_chat_template` crash are unrelated tokenizer/decoding edge cases." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both touch quantization/offloading, but one is an offload behavior report and the other is a save/load corruption bug for `sinq`-quantized models. Different concrete problems." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient increase and failure to load Phi-4 multimodal are unrelated, despite both being training/runtime regressions." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 inference nonsense and unexpected position-id key warnings are not the same underlying defect." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 CI failures and MLflow job-status reporting are entirely different subsystems." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "A flash-attention helper crash on `s_aux=None` is a different bug from `sinq` save/load breakage." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and `_gpu_broadcast_one` rejecting `NoneType` are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A trailing-slash import warning and a GPT-oss CUDA OOM are not the same problem." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation failure and a Python 3.13 `flash_attn` import KeyError are separate compatibility issues." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issues and DiffusionGemma pipeline failure do not share the same code path." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Extra space after added token and `num_input_tokens_seen` not updating are different tokenizer/trainer-state issues." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "A dummy `nn.Conv2d` in Sam3PixelDecoder and memory overflow in sam3-litetext are both Sam3-related, but they are not the same bug." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness with mismatched head dims is unrelated to the PyTorch version check in flex_attention import logic." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and zero probabilities from SigLIP2 are unrelated model/runtime bugs." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash and KV-cache continuation tensor-indexing crash are different server-side failures." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "A800 device-mapping CUDA assert for Qwen3 and a post-upgrade accuracy regression for DeepSeek are not the same issue." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy and resume-from-checkpoint key mismatch are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 27, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:29870", + "issue:29942", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43404", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:44112", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45406", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46710" + ], + "soft_pairs": [ + "issue:45406|issue:46121", + "issue:43404|issue:46710", + "issue:45072|issue:45198", + "issue:37428|issue:43957", + "issue:45588|issue:45759", + "issue:43295|issue:43450", + "issue:43540|issue:45200", + "issue:44186|issue:46192", + "issue:45200|issue:45823", + "issue:45823|issue:46192", + "issue:43295|issue:43873", + "issue:43295|issue:44610", + "issue:29870|issue:29942", + "issue:45520|issue:46178", + "issue:43572|issue:44987", + "issue:43450|issue:43575", + "issue:43550|issue:43844", + "issue:43232|issue:44849", + "issue:43572|issue:43957", + "issue:37428|issue:43824", + "issue:44554|issue:45356", + "issue:42490|issue:43493", + "issue:39692|issue:46192", + "issue:38175|issue:43493", + "issue:44466|issue:45127", + "issue:43653|issue:44112", + "issue:43278|issue:43856", + "issue:45381|issue:46209", + "issue:44521|issue:45290", + "issue:42915|issue:43824" + ], + "prepared_review_unit_hash": "8e27222ad6dac4aa9c93d528547e79c8f347fd4c8b5a34c2a9c5f2b7289871ec", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37011, + "estimated_input_tokens": 9253, + "estimated_eval_tokens": 18762 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous: the soft-similarity pairs share broad subsystems, but not the same concrete bug or change. I would not merge any of the proposed edges.", + "confidence": 0.71, + "canonical_issue_reason": "No single issue cleanly subsumes the whole set. If one issue must anchor the cluster, issue:44521 is the closest fit because it is the most active and broadest concrete report in the only obvious subtheme (apply_chat_template / multimodal handling).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best representative issue in this noisy set: it is active, well-discussed, and describes a concrete multimodal template bug that is closer to a reusable umbrella than the other isolated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Different bugs: Gemma4Processor missing _tokenizer vs convert_rope_params_to_dict TypeError on JSON-loaded lists." + }, + { + "left": "issue:43404", + "right": "issue:46710", + "accept": false, + "reason": "Different models and symptoms: tied lm_head in Mistral3 vs DeepSeek accuracy regression after upgrade." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Unrelated failures: bfloat16 dtype mismatches in inference vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Different code paths: missing flash-attention helper import vs meta-device model loading regression." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Different bugs: flash_attention sink-less crash vs AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Different multimodal issues: processor.tokenizer regression vs batched video shape bug." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Different concrete problems: Qwen3OmniMoe video processing ValueError vs Gemma4 mm_token_type_ids defaulting." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer NER/padding crash is unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Same model family but different bugs: default mm_token_type_ids vs device_map='auto' forward device mismatch." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "No shared underlying bug: Gemma4 device placement vs return_tensors handling." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor API regression and quantization offloading behavior are different subsystems and failure modes." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression does not match OmDet-Turbo's input-size mismatch." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate UnboundLocalError and Flash Attention 2 test failures are not the same concrete bug." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Different import/backend errors: flash_attn KeyError vs tensorflow_text backend mapping ValueError." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx is unrelated to a separate model-loading failure." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape bug and tensor-parallel OOM are different issues." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile/SDPA model failure is unrelated to ZeRO-3 gradient growth behavior." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs sync issue and Qwen3.5 hidden_states regression are different code paths." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Config field regression and meta-device loading failure are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors: flash-support helper missing vs Qwen2_5_VL class export missing." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness bug is unrelated to Kimi tokenizer codec regression." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path slash warning is unrelated to SigLIP2 implementation discrepancy." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 example/model-processor issues are not the same as return_tensors being ignored." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is zero probabilities and the other is a broader JAX/HF discrepancy; not enough to treat as the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Tied-weight serialization differs from LoRA merge collapse after vocab extension." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to GraniteSpeech CI stale device override." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "dtype drift between train/eval and Qwen3 MoE memory inefficiency are different issues." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one corrupts assistant masks for multimodal inputs while the other crashes on tool-call messages with no content." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to a missing Qwen2_5_VL 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": 23, + "review_unit_index": 28, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43262", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512" + ], + "soft_pairs": [ + "issue:28218|issue:35141", + "issue:43452|issue:46512", + "issue:43950|issue:46285", + "issue:43334|issue:43525", + "issue:43824|issue:43975", + "issue:43262|issue:43450", + "issue:44442|issue:45198", + "issue:44792|issue:45563", + "issue:44479|issue:46192", + "issue:44898|issue:45412", + "issue:43819|issue:44112", + "issue:45200|issue:45325", + "issue:43827|issue:43901", + "issue:44610|issue:44857", + "issue:43388|issue:43526", + "issue:43335|issue:43550", + "issue:44561|issue:46234", + "issue:41720|issue:46209", + "issue:44857|issue:45593", + "issue:43819|issue:45083", + "issue:44206|issue:45584", + "issue:45759|issue:46285", + "issue:43606|issue:45083", + "issue:45520|issue:46170", + "issue:38175|issue:45412", + "issue:37428|issue:43425", + "issue:43335|issue:43653", + "issue:43550|issue:44112" + ], + "prepared_review_unit_hash": "30edae61d44701d54638991da1cc3b175d320cb3fc260cc985066aa23b21feea", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36460, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated singleton bug reports that only share broad Transformers surface areas. None of the soft pairs look like the same underlying bug or change, so I reject them all; if forced to anchor the cluster, the non-persistent buffer regression is the broadest framework-level issue here.", + "confidence": 0.78, + "canonical_issue_reason": "No clear duplicate group emerges from the titles alone, but `from_pretrained()` corrupting non-persistent buffers is the most general core regression and the best anchor among otherwise unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the strongest standalone issue: it describes a concrete, high-impact 5.x regression in model loading/state handling that could affect many models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Both touch tokenization/model resizing, but one is an added-token spacing bug and the other is embedding reinitialization on resize; different failure modes and fixes." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "One is a gguf loading breakage in from_pretrained; the other is stale dtype metadata from from_config. Different code paths and symptoms." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption is a loading/state bug; CLIP model structure inconsistency is an architectural API change. Not the same issue." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they affect different model families and likely separate config omissions." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Import error for a missing class versus incorrect detokenization for a specific model; unrelated bugs." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling rate default and video batched output shape are different processor bugs." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both involve speech tokenization, but one is AutoTokenizer loading failure and the other is save_pretrained/tokenization failure for a different model." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failing image-generation test for janus and a stale warning in paged generate are unrelated generation issues." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "Video input regression in Qwen multimodal models versus return_tensors being ignored in text kwargs; different bugs." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent reconstruction mismatch and a stale GraniteSpeech device-override test do not share the same underlying defect." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 token-type IDs defaulting and Qwen2.5-VL temporal position scaling are different multimodal behavior regressions." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they concern different pipeline deprecations and different documentation pages." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output size mismatch and AMP/CUDA loss crash are separate model/runtime issues." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one is metric gathering dropping tuple elements and the other is image-processor label reduction returning the wrong shape." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers config creating sparse layers and Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both mention missing import-utils helpers, but they are different symbols, different callers, and different compatibility regressions." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are GPU inference failures, but on different hardware and with different failure mechanisms." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "LwDetr mixed-precision crash and D-FINE auxiliary-loss logic are not the same bug." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different helper-function semantics in unrelated audio/vision-moe code paths." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported feature-extractor arg versus empty-transcription Whisper generation failure; distinct causes." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen config unwrapping and CLIP text-model structure inconsistency are different model-API regressions." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Python 3.13 flash-attn import utility failure and Windows/ROCm torch.distributed dependency errors are separate platform-specific issues." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Zero-probabilities bug in SigLIP2 and RT-DETR memory reclamation are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "A missing flash-attention helper import and a Torch 2.10 incompatibility report are not the same concrete bug." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer config bug and BigBirdTokenizer special-token registration/empty decode bug are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "A torch.compile SDPA failure in Bamba and a stale CI test in GraniteSpeech are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 29, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:26413", + "issue:28282", + "issue:29127", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43606", + "issue:43611", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:46326", + "issue:46431", + "issue:46512", + "issue:46566" + ], + "soft_pairs": [ + "issue:29942|issue:32090", + "issue:28282|issue:33357", + "issue:43611|issue:43931", + "issue:44448|issue:44743", + "issue:45759|issue:46512", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:43278|issue:43825", + "issue:43720|issue:44112", + "issue:29127|issue:32090", + "issue:43335|issue:45083", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:37428|issue:44351", + "issue:44514|issue:44521", + "issue:45588|issue:45859", + "issue:46431|issue:46566", + "issue:34689|issue:35141", + "issue:45290|issue:46326", + "issue:45127|issue:45245", + "issue:42490|issue:43854", + "issue:45200|issue:45588", + "issue:43606|issue:44857", + "issue:45310|issue:45478", + "issue:43819|issue:44493", + "issue:44448|issue:44779", + "issue:39692|issue:43526", + "issue:26413|issue:31501" + ], + "prepared_review_unit_hash": "384ef447e947ce57f478dfab011a2108a33b71335dae80b91c7586bc885247cd", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36428, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. The only strong duplicate candidate is the Qwen3.5 MoE from_pretrained regression (45310/45478), which looks like a near-identical pair rather than a guaranteed exact duplicate.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45310 is the best canonical issue because it is the earlier of the near-identical Qwen3.5 MoE from_pretrained reports and clearly names the shared regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the best representative of the duplicate pair because it is the earliest report and states the bug clearly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Different failures: Flash Attention 2 test regressions vs a Trainer/GPU broadcast NoneType error." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Unrelated problems: missing PyTorch import error vs a MacOS bus error with a CLIP model." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Different loading bugs affecting different model families and failure modes." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Both mention model behavior changes, but one is Pegasus output drift and the other is recurrent state reset in a Qwen modular model." + }, + { + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "Different core bugs: text_config unwrapping in from_config vs stale config dtype after dtype-aware model construction." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different model/config issues with no shared underlying code path." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Separate bugs: Python 3.13 import/parsing failure vs a helper length-calculation issue in qwen3_omni_moe." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Unrelated: embedding dtype mismatch during evaluate vs an incorrect pipeline error message about translation support." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different targets: BitNet packed-weight loading vs a stale GraniteSpeech CI test." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different subsystems and symptoms: LayoutLMv3 error messaging vs Trainer broadcast type handling." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated config bug vs helper output-length behavior bug." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "No shared underlying bug; one is SwitchTransformers config creation, the other is a CI test issue." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different models and failure modes: sparse layer creation vs missing auxiliary losses." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for completely different symbols and modules." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is a batching crash with padding=False and the other is incorrect assistant masks for multimodal inputs." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different problems in different paths: flash_attention integration crash on sink-less models vs CPU-offload incompatibility in Qwen3_5MoE rotary embedding." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Unrelated: missing chat template error vs DiffusionGemma staying on meta with device_map=auto." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Different regressions: model loading for Llama 3.2 Vision vs embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both are chat-template related, but one is a tokenize=True crash with tool calls and no content, while the other is continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "Completely different bugs: LoRA merge with extended vocab vs a categorical-limit runtime error." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Different loading issues: local path slash warning vs unit-test failure for GLM-4.7-Flash." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different models and mechanisms: Gemma 4 mm_token_type_ids defaulting vs flash_attention s_aux handling." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different runtime failures: CPU offload device mismatch vs AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Near-identical titles and the same Qwen3.5 MoE from_pretrained regression; this is very likely the same underlying bug, though the evidence is mostly title-level." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different bug classes: DAC forward/from_latents mismatch vs unexpected position-id keys across many models." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v4/v5 behavior regressions, but one is Pegasus output drift and the other is Deepseek tokenizer correctness; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Different issues: documentation/example problems for SigLIP2 vs BeitImageProcessorFast label reduction behavior." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Both mention training not proceeding, but one is resume_from_checkpoint/epoch_iterator and the other is a FineWeb SLM startup issue with different cause." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but it overstates the evidence for the 45310/45478 pair by calling them an \"exact duplicate pair\" and the issue a clearly canonical duplicate set. The packet only shows identical titles and similar scores; that supports \"near-identical\" or \"very likely duplicate,\" not certainty. The rest of the soft-edge verdicts are reasonably conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 30, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:27957", + "issue:28218", + "issue:29870", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43927", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44617", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45459", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46399", + "issue:46697" + ], + "soft_pairs": [ + "issue:44617|issue:46697", + "issue:28218|issue:32090", + "issue:39692|issue:44493", + "issue:44206|issue:45823", + "issue:45459|issue:46234", + "issue:44857|issue:45072", + "issue:43701|issue:45083", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:43550|issue:45083", + "issue:44360|issue:44561", + "issue:38175|issue:44493", + "issue:29942|issue:35141", + "issue:27957|issue:34689", + "issue:44448|issue:44977", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:45920|issue:46192", + "issue:40444|issue:43526", + "issue:10000|issue:15354", + "issue:44977|issue:45229", + "issue:43278|issue:43381", + "issue:45290|issue:45381", + "issue:44855|issue:46399", + "issue:44857|issue:45588", + "issue:29870|issue:33290", + "issue:43927|issue:45698", + "issue:37428|issue:42175" + ], + "prepared_review_unit_hash": "4a025884af194dde90162a04460d58059d07e87effe6a1516e22bc65c8d852e7", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36211, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformers issues that only share superficial subsystem/theme similarity. I would not merge any of the soft-edge pairs; most are distinct bugs across different models, tokenizers, loading paths, or runtime modes. No PRs are present in the cluster.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45698 is the best anchor because it is a broad, user-facing `from_pretrained`/`save_pretrained` correctness bug with multiple inbound references, making it the most plausible representative issue in this otherwise heterogeneous set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the strongest standalone representative: it concerns a concrete, high-impact model loading regression and is broader than the other narrowly scoped bugs in the list.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "Both are model-specific memory/processing problems, but one is SAM3Video CUDA OOM and the other is Swin2SR over-padding. Different code paths and failure modes." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space behavior and Trainer `_gpu_broadcast_one` NoneType error are unrelated bugs in different subsystems." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc-example errors and unexpected key/position-id behavior are not the same bug; one is documentation/example breakage, the other a model input regression." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "These target different failures: a feature-extractor regression with an unsupported argument versus a device-map forward mismatch in Gemma4 PLE." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error handling and a missing import_utils availability helper are separate import/error-path issues." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different numerical/runtime bugs." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint-resume key mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error and MacOS bus error with a community CLIP model are distinct failure modes." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash local path import warning and Qwen2-57B-A14B-Instruct TP OOM are not the same underlying issue." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile+SDPA failure and qwen3_omni_moe helper behavior differ in model, mechanism, and symptom." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A discussion about a DSA indexer activation choice and a v5 trust_remote_code import regression are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id keys are different model-specific regressions." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and output-embedding reinitialization after resize are separate issues." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "These are both Flash Attention/model-loading themed, but one is XLMRoberta Flash Attention 2 support and the other is Llama 3.2 Vision model loading regression; not the same bug." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation issues are unrelated model behavior regressions." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug and Trainer `_gpu_broadcast_one` NoneType error are separate code paths." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 dtype drift during eval and undefined multimodal video-token helpers are different problems in different components." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "AutoTokenizer returning wrong token IDs and `return_tensors` being ignored with explicit `text_kwargs` are tokenizer API bugs, but not the same concrete defect." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset/multi-image finetuning failure and BeitImageProcessorFast label reduction bug are unrelated multi-modal/data-processing issues." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and GeneratorExp/torch.jit.script export failure are completely different model/runtime problems." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation problems in Qwen3.5 and Gemma4 multi-GPU CUDA OOM are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "BF16 eval dtype mismatch and gradient checkpointing in eval mode are separate training/inference behaviors." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template tool-call crash and Qwen2.5-VL video position-id regression are different chat-templating versus multimodal-video bugs." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 torch.jit decorator parsing error and Qwen3.5 kernel registration decorator issue are different import/registration failures." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Both are crash reports, but one is an AMP/CUDA loss issue and the other is a flash_attention integration AttributeError on sink-less models; different root causes." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "BART generate-time mask bug and adafactor/deepspeed OOM are not the same underlying problem." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "DiaConfig custom token IDs lost on save/load and wrong custom module loaded after save_pretrained are both persistence-related, but they affect different objects and failure modes." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing `_flash_supports_window_size` import and missing TensorFlow backend in `pip install '.[torch]'` are unrelated packaging/import 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": 23, + "review_unit_index": 31, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43976", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45290", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46655" + ], + "soft_pairs": [ + "issue:45290|issue:46655", + "issue:32090|issue:33290", + "issue:43873|issue:45229", + "issue:44561|issue:44779", + "issue:25251|issue:32090", + "issue:44448|issue:44466", + "issue:42490|issue:43873", + "issue:43976|issue:45440", + "issue:45588|issue:45823", + "issue:43278|issue:43575", + "issue:41720|issue:45229", + "issue:44568|issue:45491", + "issue:43381|issue:43701", + "issue:33357|issue:39692", + "issue:44977|issue:45563", + "issue:29127|issue:34567", + "issue:44871|issue:44977", + "issue:45198|issue:45803", + "issue:43653|issue:44743", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:45372|issue:45588", + "issue:43611|issue:46121", + "issue:42915|issue:42994", + "issue:29870|issue:34689", + "issue:43412|issue:45588", + "issue:44206|issue:44479", + "issue:45372|issue:45406" + ], + "prepared_review_unit_hash": "55290b9d98627aa678a3f3eae9893209e51dfe7c3b2d3441ac61bc31ab3db57c", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35721, + "estimated_input_tokens": 8931, + "estimated_eval_tokens": 18118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of transformer bug reports across unrelated models and subsystems. The soft pairs mostly share only broad themes like quantization, tokenization, generation, or device placement, but they do not describe the same underlying bug or change, so none should be merged as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43873 is the broadest and most central issue in the set: it is open, has the most discussion/inbound references, and covers quantization/offloading behavior that overlaps the cluster\u2019s dominant theme more than the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative because it is active, well-discussed, and general enough to anchor the cluster, whereas the other issues are narrower model-specific regressions or unrelated errors.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Both are video/chat-template style failures, but one is about tool-call assistant messages with no content and the other is a video processor padding bug; different code paths and symptoms." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "One is a Trainer/_gpu_broadcast_one NoneType error, the other is a DeepSpeed Adafactor OOM; both are training-related but not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both involve memory/offloading concerns, but they are model- and scenario-specific OOM reports rather than the same concrete failure." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both affect v5 behavior, but one is removal of is_torch_fx_available breaking trust_remote_code models and the other is DeepSeek tokenizer output regression; unrelated implementations." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting issue and Trainer GPU broadcast TypeError are unrelated bugs." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both mention output/serialization differences between v4 and v5, but one is Pegasus generation output and the other is lm_head.weight serialization; different problems." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "A Python version compatibility issue is unrelated to a DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention crash on sink-less models and Gemma4 PLE device mismatch are different code paths with different triggers." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift during evaluation and Qwen2-57B-A14B-Instruct TP OOM are not the same defect." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are large-model GPU issues, but one is an auto device-map cudaErrorAssert and the other is a multi-GPU inference OOM; not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings from sliding-window padding are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are distinct training-state issues." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "A MacOS bus error with a CLIP model and SigLIP2 doc example errors are separate model/example problems." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation regression and a stale paged-generate warning for num_return_sequences are different issues." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Qwen3.5 flash-attention generation failure are different model-specific bugs." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except swallowing errors are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3_5 recurrent-state reset are different subsystems and failure modes." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are unrelated tokenizer/model issues." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding and Wav2Vec2 save/tokenization failure are different bugs." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor loading import error and flash_attention s_aux=None crash are separate failures." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression and rope-validation JSON-list TypeError are unrelated loading/config bugs." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and quantized model saving failure are both quantization-related but clearly different operations and errors." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate() decoder_attention_mask assignment error and Llama 3.2 Vision model loading regression are not the same code-path problem." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n executorch export issues and flash_attention s_aux=None crash are different export/runtime problems." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "LasrFeatureExtractor center-arg crash and Qwen video input regression are unrelated media-processing bugs." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor import failure and transformers serve missing _tokenizer attribute are different processor/service 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": 23, + "review_unit_index": 32, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43066", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693" + ], + "soft_pairs": [ + "issue:29942|issue:30064", + "issue:43653|issue:44442", + "issue:43756|issue:45440", + "issue:45491|issue:46693", + "issue:43065|issue:45412", + "issue:29127|issue:33357", + "issue:45459|issue:45712", + "issue:43065|issue:43994", + "issue:45245|issue:45563", + "issue:44265|issue:45198", + "issue:43575|issue:43701", + "issue:45372|issue:45459", + "issue:43066|issue:44462", + "issue:45440|issue:45593", + "issue:42490|issue:43381", + "issue:29127|issue:35141", + "issue:43994|issue:45412", + "issue:45412|issue:46369", + "issue:43421|issue:45491", + "issue:43575|issue:44387", + "issue:44442|issue:45072", + "issue:43526|issue:45834", + "issue:42915|issue:43931", + "issue:43526|issue:46693", + "issue:43526|issue:44186", + "issue:43824|issue:44279", + "issue:27957|issue:29127", + "issue:27957|issue:33290", + "issue:46121|issue:46399", + "issue:43994|issue:46369", + "issue:43334|issue:43531", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:45250|issue:46640" + ], + "prepared_review_unit_hash": "93a896e4625a7ec8e9f8453059e9ea3e2c2e5554b12370015da7872db0c29d66", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37675, + "estimated_input_tokens": 9419, + "estimated_eval_tokens": 19094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. There is a small Flash Attention 2-themed subgroup, but the suggested pairs still look like distinct bugs/changes rather than true duplicates, so none should be merged.", + "confidence": 0.73, + "canonical_issue_reason": "issue:45250 is the broadest FA2-specific ticket in the set, making it the best umbrella representative of the small FA2 subgroup if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45250 is the most generic and central issue title among the visible FA2-related items, so it is the cleanest anchor for this cluster despite the overall heterogeneity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "FA2 test failures vs image processor void segmentation maps are unrelated bugs." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both concern tokenizers, but they target different concrete failures and code paths." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different models and different bugs: RoPE layer dropping vs DeepSeekV3 implementation divergence." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "One is a correctness NaN issue; the other is a performance regression. Not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory leaks are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "Different subsystems and symptoms: LayoutLMv3 error messaging vs CLIP bus error on macOS." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf error masking vs leftover dummy classes/check_repo leakage are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer and SigLIP2 bad outputs are unrelated model issues." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime error and stale generate warning are different issues." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is not the same as Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma processor import failure and protobuf decode-error masking are different tokenizer/processor problems." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and AutoTokenizer ignoring tokenizer.json are different loading bugs." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 implementation drift and D-FINE auxiliary-loss behavior are unrelated model issues." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Import-path warning and gradient-checkpointing eval-mode restriction are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference quality issue and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but one is a leak on deletion and the other is a model-specific overflow." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor updates for special tokens are unrelated to Gemma3 NaN embeddings." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but the causes and code paths are different." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bf16 dtype mismatches are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Label reduction bug in BeitImageProcessorFast and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen model families and different failure modes; not the same underlying bug." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Label reduction bug and FA2 generation regression are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label handling and LayoutLMv2Tokenizer crashes are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "ImportError for a specific model class and a generic dependency issue are not the same bug." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support vs LayoutLMv3 error messaging are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "FA2 model support and Adafactor/DeepSpeed OOM are unrelated." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "RoPE validation TypeError and Qwen3.5 kernel registration failure are different issues." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and Sam3-litetext memory overflow are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading error and Qwen3-MoE sliding_window behavior are different bugs." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor/DeepSpeed OOM and Llama 3.2 Vision loading failure are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer OOM and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are FA2-themed, but the titles do not indicate the same concrete bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 33, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44977", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45245", + "issue:45325", + "issue:45381", + "issue:45440", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46697" + ], + "soft_pairs": [ + "issue:45588|issue:45600", + "issue:43761|issue:45859", + "issue:43381|issue:43873", + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:43262|issue:44206", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:42490|issue:44743", + "issue:43720|issue:44442", + "issue:45003|issue:45440", + "issue:42175|issue:46234", + "issue:27957|issue:29870", + "issue:43316|issue:43525", + "issue:43723|issue:45479", + "issue:43493|issue:43827", + "issue:44077|issue:44479", + "issue:45325|issue:46697", + "issue:43873|issue:44871", + "issue:44062|issue:45907", + "issue:43761|issue:44079", + "issue:43749|issue:43931", + "issue:43643|issue:44913", + "issue:43316|issue:45759", + "issue:44855|issue:45137", + "issue:44987|issue:46178" + ], + "prepared_review_unit_hash": "0a4a844083778ce504364ab33cdd63424d6a3a02b6779e7569fd45a3f7a35d09", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36019, + "estimated_input_tokens": 9005, + "estimated_eval_tokens": 18266 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a false-positive mix of unrelated Transformers issues across different models, loading paths, tokenizers, vision/audio processors, and backend/quantization behavior. No soft edge looks like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items are not duplicates and span many unrelated regressions/features, so there is no single representative bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: none of these issues is a good umbrella representative for the cluster because the themes are too heterogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI/backend-related, but one is a flash-attention runtime crash and the other is a stale auto-mapping reference; different code paths." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different models and failures: missing hidden_states in CLIPVisionModel vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "One is about gradient checkpointing in eval mode; the other is offloading with quantization. Same broad area, different bugs." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL video/chat handling, but one is a batched apply_chat_template crash and the other is wrong vision_position_ids/rope scaling." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization breakage is not the same as the patchtsmixer post_init API restriction." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and a feature extractor center-arg crash are separate preprocessing bugs." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue is unrelated to the categorical-cardinality runtime error." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems and symptoms: recurrent state reset in modular_qwen3_5 vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver positional-encoding/image-size failure are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning has nothing to do with Qwen recurrent-state caching." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading under accelerate and FastSpeech2ConformerTokenizer loading are different failure modes." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "sys.modules access safety issue and DeepseekV3MoE divergence are separate code-path problems." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Missing tensorflow in a torch-only install is unrelated to a missing import-utils helper symbol." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and Bart decoder_attention_mask initialization are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API discrepancies, but they affect different models and different missing fields." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and degenerate zero loss in sequence classification are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch and docs still referencing pipeline() are not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen video-input regression are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling and Swin2SR over-padding affect different models and preprocessing logic." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading bug and Gemma eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-arg collision and list_repo_files revision forwarding are distinct API bugs." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to ModelOutput key assignment when a prior value is None." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different loading issues." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code missing fields and GPTNeoX rotary_pct reload behavior do not share a concrete code path." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and AutoModelForCausalLM text_config unwrapping are related only at a high level, not the same bug." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing error and DeepSpeed ZeRO3 deque pop error are unrelated runtime failures." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model-loading regression for a specific repo and a tensorflow_text backend mapping error are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 34, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42175", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45216", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46506" + ], + "soft_pairs": [ + "issue:43931|issue:45216", + "issue:43761|issue:44188", + "issue:44190|issue:44496", + "issue:43232|issue:43388", + "issue:44442|issue:45803", + "issue:42907|issue:45698", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:43550|issue:43701", + "issue:25251|issue:28282", + "issue:43606|issue:43701", + "issue:44464|issue:46421", + "issue:46234|issue:46291", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:42175|issue:43316", + "issue:44077|issue:44534", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:44162|issue:44792", + "issue:45803|issue:46365", + "issue:45803|issue:46170", + "issue:43404|issue:43441" + ], + "prepared_review_unit_hash": "362f8bc808e6a0a6b35e91fae0315433cf45892b5501b388cdb3c451c8a26089", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36260, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No pair looks like a true duplicate; the soft matches are mostly broad subsystem similarity rather than the same concrete bug. The most representative issue in this set is the active save/load regression around custom modules.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45698 is the strongest representative: it is open, has the most discussion/inbound refs here, and describes a concrete, broad save_pretrained/from_pretrained regression with custom module loading.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 has the clearest user-facing failure, broadest impact, and strongest ongoing activity, making it the best single issue to anchor this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Different bugs: Qwen3-VL load-time weight shape mismatch vs Qwen3.5 save_pretrained checkpoint regression." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Different code paths: CLIPVisionModel hidden_states regression vs torch.compile attention-kernel divergence." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Different failures: example script local dataset loading vs unrecognized model/config loading error." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Different functionality: generation kwargs update after sync_gpus vs gather_for_metrics dropping tuple labels." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer/model loading failure vs a bare-except bug in tensor conversion that hides interrupts/errors." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve persistence, but one is dequantized Ministral/Devstrals saving and the other is wrong custom module loading after save_pretrained." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch and CPU/CUDA output divergence are unrelated bugs." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel example failure is not the same as Qwen2 tensor-parallel OOM." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM on a large Qwen2 load is distinct from a key error while loading MobileLLM-125M." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "FlashAttention 2 support issue is different from the trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile + SDPA failure is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to missing PyTorch import errors." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is a different failure than checkpoint key mismatch." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked/generation/cache themes, but one is inconsistent outputs and the other is spurious recompilation from cache lazy init." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils helper vs kernels import requiring version/revision are separate dependency/import problems." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom model code regression around processor.tokenizer is not the same as a misleading pipeline translation-task error message." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question is unrelated to the missing transformers.onnx import error." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer image-handling regression is different from an eos_token_id config inconsistency." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Different symptoms and code paths: eos_token_id mismatch vs Whisper empty transcription after align_special_tokens." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Config API discrepancy is unrelated to image preprocessor/model dtype mismatch." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Install extras/backend packaging issue is not the same as the Gemma3TextConfig API discrepancy." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init validation and non-persistent buffer junk are distinct transformer v5 issues." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "eos_token_id config inconsistency is unrelated to the sinq quantization save/load breakage." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "General Transformers 5 initialization breakage is different from GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file breaking tokenizer/model from_pretrained is not the same as an unrecognized model type in config.json." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 broken regression and a janus model test failure are unrelated." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in Fuyu tensor conversion is unrelated to Trainer import being blocked by datasets." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing errors is unrelated to the Windows ROCm torch.distributed dependency problem." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Tied lm_head weight bug in Mistral3ForConditionalGeneration is different from the FlashAttention failure in Ministral-3." + } + ] + }, + "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": 23, + "review_unit_index": 35, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43761", + "issue:43827", + "issue:43994", + "issue:44190", + "issue:44479", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45406", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:46082", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46617", + "issue:46640", + "issue:46697" + ], + "soft_pairs": [ + "issue:45632|issue:46424", + "issue:44610|issue:46369", + "issue:43761|issue:44479", + "issue:43572|issue:46178", + "issue:43650|issue:46202", + "issue:43065|issue:44617", + "issue:43540|issue:44514", + "issue:45542|issue:46234", + "issue:45127|issue:45200", + "issue:43504|issue:45698", + "issue:44792|issue:44977", + "issue:43388|issue:43688", + "issue:44792|issue:45600", + "issue:43673|issue:44743", + "issue:43352|issue:46640", + "issue:41950|issue:43475", + "issue:43525|issue:43531", + "issue:44190|issue:44964", + "issue:44534|issue:44913", + "issue:35141|issue:42490", + "issue:44734|issue:45406", + "issue:46082|issue:46697", + "issue:45632|issue:46617", + "issue:44855|issue:45588", + "issue:43827|issue:43994" + ], + "prepared_review_unit_hash": "928848e31bc6181ccad561d21094d434f1c62f52de166ce7decade5068c147ff", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35209, + "estimated_input_tokens": 8803, + "estimated_eval_tokens": 17862 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated model-, processor-, cache-, or config-specific bugs. None of the soft edges look like true duplicates; they only share broad subsystems such as loading, cache, generation, or multimodal processing.", + "confidence": 0.18, + "canonical_issue_reason": "No clear duplicate family emerges; if one issue must represent the cluster, issue 45698 is the broadest and most central loading-related bug with the most discussion activity.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the best representative only in a weak sense: it is an actively discussed, broadly framed core loading bug, whereas the rest are mostly narrow, model-specific regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache behavior, but one is a trust_remote_code path collision and the other is max_cache_length handling; different failure modes and code paths." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Both involve SAM3-related models, but one is a processor size mismatch and the other is memory overflow; not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different models and different regressions: CLIPVision hidden_states vs Qwen video-input handling." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated: one is a missing config attribute, the other is a backend registry error." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "The first is a nonspecific placeholder issue; the second is a Gemma pipeline roundtrip bug with a specific token mismatch." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "One concerns a dummy Conv2d in a decoder; the other is an OOM in Sam3Video. No shared underlying defect is evident." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal/video related, but they hit different APIs and different model families." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Completely different subsystems: TensorBoard/TensorFlow backend installation vs a missing import_utils symbol." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "One is LoRA/vocabulary collapse with tied embeddings; the other is a Gemma 4 fine-tuning default for mm_token_type_ids." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both involve model loading, but one is a legacy field in a preset and the other is custom-module resolution after save/load; not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different symptoms: Janus image generation test failure vs Qwen3.5 flash-attention generation issue." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "One is metric gathering dropping tuple labels; the other is auxiliary-loss normalization. Distinct training bugs." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A Janus image-generation failure is unrelated to Sam3LiteText auto-mapping references." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both touch cache/recurrent-state logic, but one is a general v5 chunked_prefill cache issue and the other is a Qwen3.5-specific recurrent reset bug." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "One is a concrete unsupported-model error for FA2; the other is a generic flash-attention issue with no evidence it is the same model/path." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different product areas: video-classification pipeline processor lookup vs SAM 3 video output attribute missing." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "A missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Both are loading problems, but one is a local dataset script issue and the other is a model-loading regression for Phi-4 multimodal." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization and GPTNeoX rotary_pct reload behavior are different bugs in different areas." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "One is about resized token embeddings and tied weights; the other is a local-path import warning with trailing slash handling." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve-related, but one is KV-cache continuation indexing and the other is a Gemma4Processor missing _tokenizer attribute." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Completely unrelated: LlamaConfig head_dim validation vs Swin2SR image over-padding." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve cache/loading, but one is a leaf-directory collision and the other is a FileNotFoundError from cache resolution; not the same underlying bug." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import/torch.jit parsing issue is unrelated to a flash_attention AttributeError on sink-less models." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "One is stale documentation after pipeline removals; the other is a specific SigLIP2 inference-quality issue involving AutoModel and pipeline." + } + ] + }, + "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": 23, + "review_unit_index": 36, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43761", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44779", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:46369", + "issue:46421", + "issue:46489", + "issue:46655", + "issue:46697", + "issue:46752" + ], + "soft_pairs": [ + "issue:43931|issue:44060", + "issue:43673|issue:46421", + "issue:43761|issue:44242", + "issue:29870|issue:35141", + "issue:44617|issue:45584", + "issue:45563|issue:45584", + "issue:43644|issue:44913", + "issue:44933|issue:45362", + "issue:25251|issue:27957", + "issue:43335|issue:44855", + "issue:44479|issue:44734", + "issue:44077|issue:44877", + "issue:43550|issue:44190", + "issue:45381|issue:46369", + "issue:41720|issue:45245", + "issue:43335|issue:44190", + "issue:43065|issue:44610", + "issue:44464|issue:45563", + "issue:39692|issue:44190", + "issue:45127|issue:45357", + "issue:43526|issue:46697", + "issue:44112|issue:45600", + "issue:45381|issue:46655", + "issue:44617|issue:46369", + "issue:44779|issue:46489", + "issue:43295|issue:45276", + "issue:45290|issue:46752", + "issue:43540|issue:44734" + ], + "prepared_review_unit_hash": "c89c35653f4516d6e5a257ae88d4cb70d86109927b812ca5db10a0813f48159e", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35593, + "estimated_input_tokens": 8899, + "estimated_eval_tokens": 18054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are largely unrelated across different models, processors, generation paths, and configs. The only strong duplicate-like overlap is the DeepSeek tokenizer regression pair, where one report appears to be a broader original bug and the other a narrower follow-up.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44779 is the broader original regression report and best captures the shared DeepSeek tokenizer breakage; issue:46489 reads like a narrower variant/follow-up tied to a specific model family and a gap in an earlier fix.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the most representative issue here because it states the core regression clearly, is broader than the follow-up, and is the better anchor for the shared tokenizer bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different models and different failures: weight-shape mismatch on load vs an incorrect tied-weights warning." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is about a missing GenerationMixin cache and the other about lazy init causing recompilation; too different to treat as the same bug." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Unrelated regressions in different code paths: CLIPVision hidden states vs MoE load-balancing loss." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Different mechanisms and components: BART generate() mask initialization vs token-embedding resize/post_init reinitialization." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Different subsystems and symptoms: Sam3Video OOM vs Whisper empty-transcription failure after token alignment." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning about num_return_sequences is unrelated to Whisper's empty-transcription crash." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Both are regressions, but one is about non-persistent buffers and the other about GPTNeoX config reload semantics." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Nonexistent import from image_utils is unrelated to a Qwen chat crash." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "List/nested-list output behavior from pipeline top_k is unrelated to XLMRoberta Flash Attention 2." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "A SwitchTransformers config bug and a Python 3.13 IndentationError are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both involve generation-era regressions, but video-input position handling and serve/KV-cache indexing are different code-path problems." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init handling in patchtsmixer is not the same as strict config loading for granite_speech." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in the image-classification example." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Both mention multimodal models, but they describe different failures in different model families and code paths." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Auto device mapping on Qwen3 and the 2^24 category limit are unrelated issues." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers layer construction bug vs dataset-loading example bug: no concrete overlap." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as OmDet-Turbo's processor/model resolution mismatch." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to the stale warning for num_return_sequences." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 doc example errors are unrelated to local dataset loading." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA/extended-vocabulary collapse is a different bug from incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different image-processor bugs: label reduction vs over-padding when already divisible." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI failures in GraniteSpeech and auto_mappings references are separate maintenance problems." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but the reported padding/position-id bugs are in different processors and model families." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Sam3Video OOM and sam3-litetext memory overflow are related only at a very broad family level, not the same concrete bug." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both report the same DeepSeek tokenizer regression in transformers v5+, with 46489 reading like a narrower follow-up about a gap in the earlier fix." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression after v4.57.5 is unrelated to gemma4 resize_token_embeddings not updating all weights." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both involve empty/edge-case chat-template handling, but one is a tool-call assistant-message crash and the other is an empty-list IndexError." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation error is different from serve-side KV-cache continuation indexing." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst\u2019s summary is well grounded in the packet and stays conservative on the soft-edge pairs. The only accepted match, issue:44779 vs issue:46489, is clearly supported by the titles: both concern the DeepSeek tokenizer regression in v5+, with 46489 explicitly framed as a gap in the earlier fix. The rest of the verdicts are appropriately cautious given 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": 23, + "review_unit_index": 37, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43404", + "issue:43479", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43854", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45375", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46506" + ], + "soft_pairs": [ + "issue:44737|issue:45803", + "issue:45276|issue:45584", + "issue:44938|issue:45542", + "issue:44521|issue:45381", + "issue:44462|issue:45907", + "issue:25251|issue:29870", + "issue:45632|issue:46234", + "issue:44246|issue:45003", + "issue:43854|issue:44964", + "issue:44964|issue:45600", + "issue:43643|issue:44496", + "issue:44112|issue:44964", + "issue:27957|issue:35141", + "issue:46082|issue:46121", + "issue:42175|issue:44279", + "issue:45245|issue:45584", + "issue:42796|issue:44521", + "issue:44186|issue:44734", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:36246|issue:38617", + "issue:43650|issue:44220", + "issue:32090|issue:35141", + "issue:43479|issue:45375", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:43531|issue:45600" + ], + "prepared_review_unit_hash": "c1fa2ea95f6a9dc32492dde6c6f5191b289d8d1edc7ac103b7657df267292008", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35374, + "estimated_input_tokens": 8844, + "estimated_eval_tokens": 17944 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated import errors, model-loading regressions, tokenizer issues, pipeline bugs, and config problems. None of the proposed soft pairs look like true duplicates or the same concrete fix, so they should stay separate.", + "confidence": 0.94, + "canonical_issue_reason": "No strong canonical duplicate emerges from this mixed set; if forced, issue 41628 is the broadest user-facing import regression, but the cluster is too diverse to justify a true canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41628 is the closest thing to a reusable anchor because it is a top-level import failure with broad impact, but it is still only loosely representative of the overall set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Different subsystems and failure modes: XLNet device placement in forward pass vs Fuyu tensor conversion/bare-except behavior." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated bugs: gemma4 resize_token_embeddings/state tying vs Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure is not the same as a missing TensorFlow backend dependency path." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal-related, but the concrete bugs differ: assistant_masks from chat templates vs qwen2.5-vl vision_position_ids." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Different APIs and causes: AutoTokenizer ignoring tokenizer.json vs list_repo_files not forwarding revision." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k output nesting is unrelated to BART generate() decoder_attention_mask assignment." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "trust_remote_code cache collisions and a missing import_utils symbol are separate issues with different fixes." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import performance and unsafe sys.modules access are not the same bug or code path." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but for different models and likely different root causes." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading and stale auto_mappings references are distinct problems." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "AutoConfig field loss under trust_remote_code is different from an unrecognized-model config.json error." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A GraniteSpeech CI test flake is not the same underlying bug as a Phi-4 multimodal load failure." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 support in XLMRoberta is unrelated to token embedding reinitialization after resize." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Llama head_dim validation and rope-validation list handling are different config-validation paths." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Package extras/backend composition is not the same as a generic dependency issue." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "A category-count runtime limit is unrelated to Whisper's empty-transcription generation bug." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling and multimodal assistant-mask generation are different layers of the stack." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crashes and serve KV-cache tensor indexing are unrelated code paths." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but one is a missing model-specific processor export and the other is a top-level AutoImageProcessor import." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight tying in Mistral3 is a different bug than the Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "These are separate missing-symbol import errors in different modules with no shared concrete fix." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "'ADD THE DATA' is not a technical duplicate of the fbank feature extraction bug." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast of NoneType and embedding reinitialization after resize are unrelated bugs." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config bugs for different models; not the same underlying change." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Reading a registered position_ids buffer is unrelated to CPU/CUDA output divergence." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "A video-classification processor lookup bug is unrelated to a notebook syntax error." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings config references are distinct 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": 23, + "review_unit_index": 38, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:39692", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43526", + "issue:43577", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44220", + "issue:44279", + "issue:44327", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45405", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46512", + "issue:46515", + "issue:46693", + "issue:46752" + ], + "soft_pairs": [ + "issue:43673|issue:46424", + "issue:44016|issue:44220", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:44683|issue:45446", + "issue:45083|issue:46506", + "issue:43526|issue:43901", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:42907|issue:43441", + "issue:44496|issue:45042", + "issue:43673|issue:44336", + "issue:43976|issue:44279", + "issue:44496|issue:45759", + "issue:43441|issue:45588", + "issue:44016|issue:44062", + "issue:44792|issue:46424", + "issue:43824|issue:44933", + "issue:44327|issue:46752", + "issue:46123|issue:46369", + "issue:43299|issue:45216", + "issue:44521|issue:46693", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:46082|issue:46399", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:43577|issue:45216", + "issue:44075|issue:44368", + "issue:43976|issue:45405", + "issue:46082|issue:46512" + ], + "prepared_review_unit_hash": "06b50363051e3a65a1680e5e28a4b50cf4971e9744964bd28ca2e0fda3c570f6", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36742, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated Transformers bug reports, with no PRs present and no true duplicate pair among the soft candidates. The strongest representative issue is the open multimodal `apply_chat_template` bug (#44521), but it is not duplicated by the others.", + "confidence": 0.91, + "canonical_issue_reason": "#44521 is the best representative issue: it is open, concrete, has multiple inbound references, and describes a reproducible multimodal `apply_chat_template` failure.", + "canonical_pr_reason": null, + "best_issue_reason": "#44521 is the strongest issue to keep as the cluster representative because it has the clearest user impact and the most evidence, while the rest are largely one-off unrelated regressions or docs issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is a missing GenerationMixin cache in chunked prefill and the other is a cache-length config limitation for quantized cache; different bugs." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error and a fbank feature-extraction issue are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility and a model-loading failure are different problem reports." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression vs. `resize_token_embeddings` not updating decoder embeddings; different code paths and symptoms." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "One is a compiled flex_attention failure on torch>=2.9; the other is a bad version check for AuxRequest import. Related area, but not the same bug." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "A helper output-length bug in qwen3_omni_moe is unrelated to CPU/CUDA result differences in PPDocLayoutV3." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Image-processor label reduction and pipeline documentation drift are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are different issues." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mentioning `return_all_scores` is unrelated to an unrecognized model/config loading error." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Dequantized save-pretrained failure and Ministral flash-attention loading failure are different model lifecycle bugs." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model config recognition and unnecessary torchvision dependency in image processors are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache behavior and ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python support mismatch and a generic dependency issue are not the same underlying bug." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model vs. `from_config` not unwrapping `text_config` are different multimodal config-loading problems." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but one is a Ministral model-loading crash and the other is an `s_aux=None` AttributeError in `integrations/flash_attention.py`; not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and `AddedToken` keyword collision are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A Janus image-generation test failure is unrelated to cache-length handling." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "These are two different missing-import problems involving different symbols and modules." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA span decoding kth-out-of-bounds and empty-list chat-template crashes are different edge cases." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch result dropping in MaskGenerationPipeline is unrelated to SAM memory overflow." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "One breaks model loading in v5 dev, the other corrupts saved checkpoints in 5.4.0; different operations and failures." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "All-zero assistant masks and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A dependency issue with transformers is not the same as a torch-version incompatibility." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "`resize_token_embeddings` not affecting decoder embeddings and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation and Qwen rotary registration failure are different model/config bugs." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency trouble and a bumped unreleased PEFT minimum version are different issues." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizer behavior regressions, but one is processor/tokenizer multimodal handling and the other is DeepSeek tokenization correctness; not clearly the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "A broken SigLIP2 example and a pipeline docs deprecation note are unrelated documentation issues." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation and Qwen3.5 checkpoint saving are different dtype/save_pretrained bugs." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD optimizer args not being used and a tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python compatibility and unreleased PEFT minimum version are unrelated dependency/version problems." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Llama head_dim validation and stale `model.config.dtype` after `from_config(dtype=...)` are different config bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 39, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44351", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46209" + ], + "soft_pairs": [ + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:42796|issue:43650", + "issue:43299|issue:45357", + "issue:44779|issue:45812", + "issue:44242|issue:45200", + "issue:43479|issue:43525", + "issue:44466|issue:45276", + "issue:43299|issue:43854", + "issue:41950|issue:45823", + "issue:43653|issue:45593", + "issue:44683|issue:45542", + "issue:43650|issue:46209", + "issue:44016|issue:44291", + "issue:44462|issue:45081", + "issue:44361|issue:45593", + "issue:43441|issue:45834", + "issue:45103|issue:45372", + "issue:42994|issue:43317", + "issue:33290|issue:45656", + "issue:45081|issue:45907", + "issue:45600|issue:45712", + "issue:44623|issue:44749", + "issue:44261|issue:44263", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:44623|issue:45397" + ], + "prepared_review_unit_hash": "041cd0714adb9580e682f5dd5b4f5d0a081e6c1688f81965821ef74d957cad26", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35160, + "estimated_input_tokens": 8790, + "estimated_eval_tokens": 17836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share a broad subsystem or version context, but the underlying bugs are different. I would not merge any of the proposed pairs as duplicates, and there is no clear canonical issue/PR for the whole set.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good canonical representative here; the items span unrelated regressions across tokenizers, model loading, configs, deepspeed, and packaging, so selecting one would be misleading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Both involve import failures after a version bump, but one is a specific missing `HybridCache` import while the other is broad import breakage after upgrading; different failure modes and likely different fixes." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup and remote-code model breakage are distinct issues; they only overlap at the level of recent-version regressions." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling and a vague 'ADD THE DATA' issue are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3VL MoE model loading and Qwen3.5 visual encoder save_pretrained key serialization are different code paths (load vs save) and different bugs." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different symptoms (Deepseek tokenization vs Granite AutoTokenizer IDs)." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss gating in MoE and Gemma 4 mm_token_type_ids defaults are unrelated model-training issues." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different configs and different defects: default multimodal sub-config initialization vs missing `pad_token_id` attribute." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "One is inconsistent serialization of tied weights by device; the other is embedding resize not propagating to outputs. Related theme, but not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Model loading failures, but one is Qwen3VL MoE breakage and the other is a GLM-4.7-Flash unit-test load issue; too different to dedupe." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Both mention model/pipeline regressions, but one is processor selection for video classification and the other is Gemma4 PLE device mismatch in forward." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBird tokenizer special-token registration and D-FINE auxiliary-loss logic are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and TensorFlow backend detection when only tensorboard is installed are completely separate failures." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A placeholder 'ADD THE DATA' issue is not comparable to an FP8 inference failure on B200." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and `init_empty_weights` TypeError due to `_is_hf_initialized` are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring repository tokenizer.json and `_patch_mistral_regex` crashing on backend_tokenizer are different tokenizer-loading bugs." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError on tasks versus D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral and OCR index errors in Kosmos2.5 are different model-specific bugs." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring future-annotations crash and Gemma 4 processor loading import error are separate utilities/code-path issues." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized save_pretrained failure and dequantized model loading with device_map=auto/offload are different quantization-related paths." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer behavior, but one is OOM with Adafactor and the other is optimizer.step being invoked twice; not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and list_repo_files missing `revision` forwarding are unrelated." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Broken auto_mappings references to removed configs and leftover dummy classes in `dummy_pt_objects.py` are distinct repository-maintenance issues." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "processor.save_pretrained missing files and a Chinese report about post-upgrade filtering slowdown do not describe the same defect." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "MLA layernorm epsilon handling and GlmMoeDsaIndexer split return values are different GLM-related bugs." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow backend missing under `pip install '.[torch]'` and Python 3.9/3.10 compatibility in Transformers 5.1.0 are separate packaging/runtime issues." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM regression and Deepseek tokenizer regression are both tokenizer/model-output problems, but on different models and code paths." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing files in `processor.save_pretrained(...)` and Gemma-4 ZeRO3 `from_pretrained` are unrelated save/load 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": 23, + "review_unit_index": 40, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:41628", + "issue:42491", + "issue:43299", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44683", + "issue:44871", + "issue:45003", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45800", + "issue:45823", + "issue:46291", + "issue:46399", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752" + ], + "soft_pairs": [ + "issue:43901|issue:44246", + "issue:43441|issue:44683", + "issue:43723|issue:44162", + "issue:45542|issue:45800", + "issue:43673|issue:43761", + "issue:43824|issue:43976", + "issue:43525|issue:43881", + "issue:44016|issue:45823", + "issue:46291|issue:46399", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:44188|issue:44336", + "issue:46655|issue:46726", + "issue:44336|issue:44373", + "issue:41628|issue:43976", + "issue:44246|issue:44496", + "issue:43784|issue:45542", + "issue:44297|issue:45397", + "issue:45561|issue:45563", + "issue:46614|issue:46665", + "issue:45103|issue:46399", + "issue:43526|issue:45003", + "issue:44242|issue:45593", + "issue:42491|issue:43299", + "issue:43531|issue:45362", + "issue:43540|issue:46752", + "issue:44246|issue:44871", + "issue:44295|issue:45397", + "issue:44336|issue:44485" + ], + "prepared_review_unit_hash": "e59b6b5580b7e1ee5d60f28da575eca1c412ac4100002acbb9e486f3bb349c24", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36284, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 + }, + "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 regressions and model-specific bugs. I found one plausible duplicate pair around `trust_remote_code=True` / missing config fields; the rest look distinct and should stay separate.", + "confidence": 0.49, + "canonical_issue_reason": "issue:43643 is the broadest/root report: it describes the generic `AutoConfig.from_pretrained(..., trust_remote_code=True)` missing-fields regression, which can subsume the more specific `Llama4Config.pad_token_id` failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43643 is the best representative because it states the underlying API regression in a general way and is more reusable for triage than the model-specific symptom in issue:43525.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs/behavior mismatch for text classification is unrelated to intermittent import slowness." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both mention attention kernels, but they are different failures with different triggers: Ministral FlashAttention vs compiled flex_attention on newer torch." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Different APIs and symptoms: tokenizer loading regression vs ESM2 model breakage." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "One is a TensorBoard/TF backend issue; the other is a torch/transformers version incompatibility." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Chunked-prefill cache regression and CLIP hidden-states handling are separate code paths." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Specific model import error vs Python-version compatibility problem; not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Both are model loading failures, but they involve different models and different failure modes." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 device placement during forward." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both touch kernels, but one is a pipelines import dependency issue and the other is a Qwen3.5 registration crash." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": true, + "reason": "Same underlying config-field regression: `trust_remote_code` returns an object missing expected fields, and `pad_token_id` on Llama4Config is a concrete manifestation of that bug." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to a Qwen3.5 chat crash." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence and ANSI escape output are unrelated." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Different vision-processing failures: padding math vs missing vision backend/image-processor recognition." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal coloring bug and docstring issue are not the same underlying problem." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for AutoImageProcessor is unrelated to the Python version regression." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import latency and unrecognized-model loading failure are separate issues." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Different undefined-backend/import problems in different packages." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config serialization mismatch is unrelated to Gemma-4 zero3 loading." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race is unrelated to a stale generation warning." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer language caching and from_pretrained behavior inside Python classes are different bugs." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring annotation parsing crash is unrelated to the Qwen3.5 kernels registration failure." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and sys.modules access in modeling_utils do not share the same bug." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both are missing-loss complaints, but they affect different models and different loss mechanisms." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE models on v5, but one is LoRA compatibility and the other is base model loading; not enough evidence for the same concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Sliding-window handling and Qwen3.5 chat crashes are separate failures." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to empty-list chat template handling." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowness and eos_token_id configuration inconsistency are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access and Gemma-4 zero3 loading are different issues." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output cleanup and GLM-5 RoPE implementation are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The lone accepted pair, issue:43525 vs issue:43643, is a reasonable plausible duplicate based on the titles (specific missing `pad_token_id` symptom vs generic `trust_remote_code=True` missing-fields regression). The rest of the soft-edge rejections are appropriately cautious and not overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 41, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44496", + "issue:44561", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44877", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45561", + "issue:45584", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46132", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46655", + "issue:46752" + ], + "soft_pairs": [ + "issue:44451|issue:46752", + "issue:44336|issue:46424", + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:44779|issue:45292", + "issue:41950|issue:44220", + "issue:36246|issue:42757", + "issue:43901|issue:45003", + "issue:36246|issue:44351", + "issue:43257|issue:45137", + "issue:45003|issue:45561", + "issue:44734|issue:46424", + "issue:44496|issue:45003", + "issue:43540|issue:46655", + "issue:43673|issue:44561", + "issue:44162|issue:45200", + "issue:44242|issue:44857", + "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:45859|issue:46399", + "issue:44479|issue:46655", + "issue:43475|issue:46369", + "issue:44295|issue:44749", + "issue:36246|issue:43596", + "issue:45137|issue:45600", + "issue:44877|issue:45375", + "issue:45292|issue:45584", + "issue:43295|issue:45292", + "issue:44561|issue:46399", + "issue:44466|issue:45335" + ], + "prepared_review_unit_hash": "b1cc90b7d59c5edcfee4157678064b3d729b3e817b6d6c02ad95f0f7dbeb46e1", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36740, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated bugs/regressions. A few loose multimodal/video and import/export themes appear, but the soft pairs do not look like true duplicates under a strict triage standard.", + "confidence": 0.66, + "canonical_issue_reason": "issue:44479 is the clearest broad regression report in the set: it names a concrete version break, a concrete subsystem (video input processing), and multiple affected Qwen variants, making it the best representative issue among otherwise scattered reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the most actionable and representative issue here; it is specific enough to anchor a cluster around video-input regressions, even though the rest of the items do not collapse cleanly into the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Different failure modes: model loading for ScandiBERT versus apply_chat_template on an empty list." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "ANSI/output formatting in loading_report is unrelated to cache max-length behavior." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface registration semantics are separate problems." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile/SDPA crash in Bamba is unrelated to CPU-vs-CUDA result drift in PPDocLayoutV3." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer regression and resize_token_embeddings propagation bug are different code paths." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "video-classification processor lookup and fbank feature extraction are distinct pipeline bugs." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor import and missing is_offline_mode import are unrelated import errors." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores does not match unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols in different areas of transformers; not the same underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion and DeepSpeed ZeRO3 deque/index errors are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and pytest-xdist file race are separate issues." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "KV-cache continuation tensor indexing and max_cache_length semantics are different cache bugs." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config loading and sys.modules access are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video input, but the affected models and failure mechanisms differ too much to treat as one bug." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache behavior and removal of is_torch_fx_available are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are separate model-specific bugs." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Router-logit loss omission and AMP/CUDA crash in LwDetrImageLoss are different issues." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default and import-time slowness are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen multimodal config handling, but one is a missing field and the other is text_config unwrapping; not the same bug." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU offload incompatibility and missing-decorator registration failure are separate Qwen3.5 issues." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video regressions, but the titles point to different model families and different concrete defects; not safe to merge." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3VisionEncoderOutput attribute absence and sam3-litetext memory overflow are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access error and a broad slowdown report after upgrade are not the same bug." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty-transcription failure after align_special_tokens are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "processor.tokenizer/image-handling regression is different from resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Removal of is_torch_fx_available and apply_rotary_pos_emb registration issues are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Device-dependent lm_head serialization and decoder.embed_tokens resize propagation are separate bugs." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict granite_speech config loading and missing deepstack_visual_indexes in Qwen config are unrelated config issues." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque errors and auto_mappings references to removed Sam3LiteText configs do not match." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2_5_VL import error and DeepSpeed/BertModel index error are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access error and upgrade slowdown report are not the same underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 42, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:42886", + "issue:43065", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45200", + "issue:45229", + "issue:45250", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46506", + "issue:46710", + "issue:46726" + ], + "soft_pairs": [ + "issue:44623|issue:46726", + "issue:44038|issue:46506", + "issue:29870|issue:30333", + "issue:44479|issue:46170", + "issue:44987|issue:45459", + "issue:43352|issue:45250", + "issue:45412|issue:46123", + "issue:44060|issue:44077", + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:44877|issue:46170", + "issue:44995|issue:45200", + "issue:43475|issue:43540", + "issue:42886|issue:45229", + "issue:45397|issue:45656", + "issue:43065|issue:43408", + "issue:43931|issue:44368", + "issue:44995|issue:45588", + "issue:44368|issue:45563", + "issue:43723|issue:46710", + "issue:45987|issue:46082", + "issue:44188|issue:46202", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:45685|issue:46431", + "issue:44188|issue:46421", + "issue:45584|issue:46170", + "issue:43065|issue:46123", + "issue:44361|issue:44749" + ], + "prepared_review_unit_hash": "d9e0f4512806a10d6d5e70ad7699a8197804e8e5a7d6850a7a17656ad8de32a1", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36378, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft-paired items are mostly unrelated regressions across different models/subsystems, so there are no clear duplicate merges here. I\u2019d use a broad, well-scoped regression report as the issue representative, but none of the pairs should be accepted.", + "confidence": 0.38, + "canonical_issue_reason": "Issue 44479 is the strongest standalone report here: it describes a concrete version-specific video regression, has broad impact across multiple Qwen model variants, and is more actionable than the narrower or unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the best issue candidate because it is specific, reproducible, and clearly tied to a user-visible regression with multiple affected models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Different failures: missing saved processor files vs missing vision backend / unrecognized image processor. Not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Different model-specific bug vs CPU/CUDA output divergence. Same broad area, but not the same underlying defect." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Completely unrelated: BART generate() error vs MLflow job-status reporting." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen models vs Windows/ROCm import dependency failure. Distinct code paths and symptoms." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Tokenizer load failure for a model/package vs protobuf-related error masking. Different root causes." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is a specific model not supporting Flash Attention 2.0; the other is a general Flash Attention issue, not the same bug." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory leak and MaskGenerationPipeline batch-finalization bug are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Tied-weights warning in Qwen3-Next vs patchtsmixer post_init policy; no shared defect." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Weight-tying warning during fine-tuning vs flash-attention generation failure. Same model family, different problems." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug vs ESM2 breakage; different components and failures." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading vs Windows/ROCm torch.distributed import issue. Not the same underlying issue." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Second-forward-pass cache/indexer crash vs Gemma4 mm_token_type_ids requirement. Different failure modes." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM 3 Video missing attribute vs Qwen3OmniMoe video-input ValueError. Different models and error causes." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading vs multi-GPU CUDA OOM. Not duplicates." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 zero3 from_pretrained loading issue vs Deepspeed double optimizer-step bug. Distinct problems." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs model-type mismatch warning for sam3_video/sam3_tracker. Related naming, but not same bug." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 tie_word_embeddings warning. Unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Indexer-cache crash vs flash_attention.py s_aux=None AttributeError. Different code paths." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Embedding-tying warning vs stale num_return_sequences warning in paged generate. Not the same defect." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading issue in v5 vs model accuracy regression after upgrade. Different symptoms and likely causes." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Cache sequence-length return type bug vs LlamaConfig head_dim validation. Distinct issues." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile vs Gemma pipeline roundtrip failure on \u2581. No shared code-path bug." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat-completions API request rejection vs Gemma pipeline roundtrip failure. Different surfaces." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Isolated reproduction of another issue vs Gemma roundtrip bug; not enough to treat as the same underlying problem." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram op failure vs missing chat template error. Unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs chunked-prefill recompilation regression. Different mechanisms." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription failure vs Windows/ROCm import dependency issue. Different subsystems." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel-decoder placeholder conv vs MaskGenerationPipeline batch handling. Unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLLukeTokenizer AttributeError vs slowdown after upgrading Transformers. Different bug classes, 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": 1, + "component_count": 23, + "review_unit_index": 43, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43441", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43784", + "issue:43873", + "issue:43986", + "issue:43994", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45092", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45656", + "issue:46132", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46726", + "issue:46752" + ], + "soft_pairs": [ + "issue:44297|issue:44623", + "issue:43994|issue:46726", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:44871|issue:46132", + "issue:43701|issue:44749", + "issue:42994|issue:43482", + "issue:44623|issue:45656", + "issue:43441|issue:46752", + "issue:43232|issue:43673", + "issue:43475|issue:43643", + "issue:45375|issue:45478", + "issue:28282|issue:30990", + "issue:44964|issue:45137", + "issue:41628|issue:44933", + "issue:43986|issue:46726", + "issue:45310|issue:45375", + "issue:44869|issue:45356", + "issue:42994|issue:43525", + "issue:44038|issue:44623", + "issue:39692|issue:46726", + "issue:45230|issue:45397", + "issue:43723|issue:46326", + "issue:43475|issue:45381", + "issue:42371|issue:45092", + "issue:43784|issue:46399", + "issue:43232|issue:44188", + "issue:43873|issue:44945", + "issue:45406|issue:46202" + ], + "prepared_review_unit_hash": "1093cf511b4b70c6a3e60ba16f047806e3a22c1ccbf3eb4f4bb3a6fbbff81315", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36167, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are adjacent but not duplicates: they share a subsystem or API surface, yet the concrete failure differs. The only strong mergeable match is the Qwen3.5-MoE loading/config pair, where the specific missing config field plausibly explains the generic from_pretrained failure.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45310 is the broadest, clearest user-facing report of the Qwen3.5-MoE loading failure, so it works best as the canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue for the accepted duplicate pair because it describes the end-user from_pretrained failure that the more specific config-field report appears to cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both concern save_pretrained behavior, but one is tokenizer_class metadata mismatch and the other is missing processor files; different bugs." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Both involve Auto* vision loading, but one reports bad outputs from SigLIP2 and the other is a missing-backend error path." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Generic custom/remote-code loading problems, but the concrete failures differ: missing fields in AutoConfig vs broken ESM2 behavior." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Different regressions: a performance slowdown after upgrade versus optimizer.step being called twice under deepspeed." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Both touch config/behavior, but Gemma eos_token_id mismatch is unrelated to AttentionInterface.register semantics." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch is not the same bug as a tokenizer/data throughput slowdown." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Saving a quantized model and loading Qwen2.5-GGUF are different code paths and different failures." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file generation is unrelated to deepspeed optimizer stepping." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "Different areas entirely: FlashAttention failure for Ministral-3 versus empty-list chat template handling." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related v5 issues, but one is sync_gpus/_update_model_kwargs and the other is chunked_prefill cache handling." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 video output attribute error is unrelated to AutoConfig missing fields under trust_remote_code." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a specific config field omission and the other is only a generic from_pretrained error report." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to Sentence Transformers getting stuck loading." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different failures: model load incompatibility versus DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but AutoImageProcessor missing from transformers is not the same as a bad import from image_utils." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both mention missing vision backends, but one is a video-model AutoProcessor crash and the other is an unrecognized image processor error." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 are not the same as runtime backend-missing processor errors." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": true, + "reason": "Same Qwen3.5-MoE loading/config path; the specific missing Qwen3_5MoeVisionConfig field plausibly causes the broader from_pretrained failure." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/decoder regressions, but they affect different models and different text-processing logic." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure is unrelated to Llama4Config missing pad_token_id." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe upgrade bug and processor save_pretrained missing files are different issues." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "A broken documentation example is not the same underlying bug as missing-vision-backend handling in AutoProcessor." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report provides no concrete overlap with gemma-4 ZeRO3 from_pretrained failure." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and continue_final_message for mistral_common tokenizers are different behaviors and code paths." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different video-model bugs: missing fpn_position_embeddings versus wrong vision_position_ids." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings and InternVL2 meta-initialization incompatibility are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Import-time NameError in sentence-transformers is unrelated to the Qwen3.5 kernel registration failure." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Both involve generation/attention internals, but one is a generation kwargs update issue and the other is a torch.compile attention-kernel divergence." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading and incorrect pipeline-parallel outputs are separate problems." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer during serve is not the same as Gemma pipeline roundtrip failure on \u2581." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and the soft-edge verdicts are appropriately cautious. The only accepted duplicate pair, issue:45310 and issue:45375, is plausibly the same Qwen3.5-MoE loading/config bug, and the canonical choice is conservative. No soft-edge rejection appears overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 44, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43704", + "issue:43723", + "issue:43824", + "issue:43976", + "issue:44016", + "issue:44038", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45753", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46231", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:44945|issue:45753", + "issue:41628|issue:44351", + "issue:42994|issue:43824", + "issue:45081|issue:45103", + "issue:42673|issue:43704", + "issue:43278|issue:45137", + "issue:46202|issue:46701", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:44222|issue:45310", + "issue:42831|issue:44222", + "issue:43232|issue:44792", + "issue:30333|issue:33290", + "issue:43504|issue:45561", + "issue:42175|issue:44933", + "issue:44496|issue:45561", + "issue:45561|issue:45600", + "issue:43976|issue:44933", + "issue:42175|issue:45712", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:43377|issue:44242", + "issue:46077|issue:46123", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:42673|issue:46693", + "issue:44016|issue:46231", + "issue:42898|issue:45812", + "issue:43723|issue:44568" + ], + "prepared_review_unit_hash": "b24fc0f89bcccb4f3ea6dd1bd1a73021565293c15321fb2bbf14a5dcfe595f69", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35746, + "estimated_input_tokens": 8937, + "estimated_eval_tokens": 18130 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated transformers issues with one clear duplicate pair: the repeated Qwen3ForCausalLM VRAM leak report. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the stronger canonical issue: it has the fuller report, much more discussion, and issue:43704 is effectively the same VRAM-leak bug with the same title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best representative issue in this set because it is the clearest true duplicate target and provides the most complete description of the concrete bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Different failures: pipeline-parallelism output corruption vs a Qwen3_5 image-specific infinite loop." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different fixes; not the same underlying bug." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure and a missing Qwen2_5_VLForConditionalGeneration import are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex crash and auto_docstring annotation handling are unrelated code paths." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same title, same Qwen3ForCausalLM multithreaded dataloader VRAM leak, clearly the same bug." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift during evaluate and DeepSpeed ZeRO3 deque underflow are different bugs." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both mention Gemma, but one is a token roundtrip failure and the other is an image-text pipeline failure." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen MoE models, but they describe different model/version loading problems." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Separate missing-import regressions for different public APIs; not one concrete bug." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Saving FP8 MoE models and loading Qwen3.5 MoE from_pretrained are different operations and failure modes." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Accuracy regression in FineGrainedFP8 is not the same as FP8 save_pretrained failure." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs handling and a janus image-generation test failure are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs and DeepSpeed OOM with Adafactor are unrelated issues." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy config loading for Beit segmentation is unrelated to an xdist file-race in testing utilities." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend-dependency packaging and an image_utils import error are different problems." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config recognition failure and a captured_info.txt race are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Both touch testing/CI, but one is a file race and the other is stale auto_mappings references." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and an image_utils import problem are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Optional-backend packaging and dummy class cleanup are different maintenance issues." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading stall and embedding reinitialization in post_init are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors and tokenizers." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder is unrelated to router-logits loss computation." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Attention-mask construction and partial-batch pipeline bookkeeping are different bugs." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files and Qwen3.5 MoE loading error are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config default initialization and Whisper timestamp decode crash are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in threaded dataloaders and FA2 long-context performance regression are different issues." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and a docs parameter-name mismatch are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and symptoms." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related v5 reports, but one is a general AutoTokenizer loading issue and the other is a specific add_special_tokens regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary matches the packet: all items are issues, and issue:42673 vs issue:43704 is a clear duplicate pair with identical titles and stronger discussion on 42673. The other soft-edge verdicts stay on the cautious side and do not overclaim equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 45, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:41628", + "issue:42222", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44448", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44933", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46082", + "issue:46132", + "issue:46231", + "issue:46665", + "issue:46762" + ], + "soft_pairs": [ + "issue:42222|issue:45200", + "issue:43479|issue:44079", + "issue:42898|issue:44779", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:43874|issue:45092", + "issue:42898|issue:43295", + "issue:42898|issue:45356", + "issue:44060|issue:45125", + "issue:43116|issue:44190", + "issue:44295|issue:45656", + "issue:45405|issue:45712", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:44933|issue:45712", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:44360|issue:46762", + "issue:44448|issue:46132", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:42796|issue:43723", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:45245|issue:46132", + "issue:43479|issue:46665", + "issue:41628|issue:42757", + "issue:45071|issue:46082" + ], + "prepared_review_unit_hash": "84e4f6bae9b0a8cadea50c3300172483ce9eff989592bd36fbe0b288c3bfb382", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36675, + "estimated_input_tokens": 9169, + "estimated_eval_tokens": 18594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers issues spanning import errors, tokenizer regressions, model/config bugs, and training/runtime problems. None of the soft-edge pairs look like true duplicates of the same underlying bug or change, so all are rejected.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44779 is the clearest representative of the tokenizer-regression subset: it describes a concrete v4-to-v5 behavior change, has inbound references, and is specific enough to stand in for the most coherent theme in this otherwise heterogeneous set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the strongest standalone issue here because it has a clear regression description, reproducibility context, and broader relevance than the more niche or vague reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different model families and failures: vitpose model breakage vs Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Different bug classes: multimodal config initialization vs ModelOutput key assignment logic." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related regressions, but they describe different models and different symptoms." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures from different causes: missing nn in sentence-transformers vs missing Qwen2_5_VL export." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Different code paths: serve/KV-cache tensor indexing vs auto_docstring annotation handling." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to MLflow job reporting on training failure." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Unrelated failures: MLflow status reporting vs model loading regression for Llama 3.2 vision." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different multimodal problems: missing image patch method vs remote-code meta-init incompatibility." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both touch v5 behavior, but one is cleanup-tokenization semantics and the other is processor/tokenizer image passing regression." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and failure modes." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Tied-weights warning bug is unrelated to missing _tp_plan tensor-parallel support." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example-script multilabel output bug is unrelated to local dataset loading in a different script." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Registering position_ids as a buffer is unrelated to optimizer step being called twice with deepspeed." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning issue is unrelated to leftover dummy classes leaking into dir(transformers)." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow failure reporting and token embedding reinitialization are unrelated training/model bugs." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch in the environment." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Nonexistent image_utils import is a separate packaging/API issue from dummy PT object cleanup." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained moe bug is unrelated to tokenizer_class metadata mismatch on save_pretrained." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD optimizer args not used is unrelated to a documentation parameter-name typo." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "A discussion about a missing ReLU in DSA indexer is unrelated to Minimax numerical differences." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output differences are unrelated to AttentionInterface.register changing registered function behavior." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues are unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to deepspeed double optimizer stepping." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both involve tokenizers, but one is BPE marker handling and the other is AutoTokenizer loading in v5." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Different config bugs: default vision/audio config initialization vs non-persistent buffers filled with junk." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 moe save_pretrained bug is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime error is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:43479", + "right": "issue:46665", + "accept": false, + "reason": "Multimodal config defaults are unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but one is missing AutoImageProcessor export and the other is missing is_offline_mode from huggingface_hub." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking regression is unrelated to LlamaConfig head_dim 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": 23, + "review_unit_index": 46, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:30990", + "issue:38175", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43644", + "issue:43723", + "issue:44038", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44829", + "issue:44977", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46421", + "issue:46424", + "issue:46431", + "issue:46655", + "issue:46710" + ], + "soft_pairs": [ + "issue:44373|issue:44485", + "issue:46132|issue:46710", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:44190|issue:46082", + "issue:43232|issue:46424", + "issue:44206|issue:45103", + "issue:43122|issue:46209", + "issue:43232|issue:45834", + "issue:44263|issue:45092", + "issue:43475|issue:46305", + "issue:44734|issue:46421", + "issue:46209|issue:46431", + "issue:46305|issue:46655", + "issue:44295|issue:44623", + "issue:44263|issue:44360", + "issue:30990|issue:38175", + "issue:44263|issue:44373", + "issue:45381|issue:46305", + "issue:43644|issue:46305", + "issue:42907|issue:46050", + "issue:42831|issue:45310", + "issue:44279|issue:46328", + "issue:44829|issue:46002", + "issue:45092|issue:45357", + "issue:22355|issue:27957", + "issue:44483|issue:45406", + "issue:44261|issue:45092", + "issue:42831|issue:44038" + ], + "prepared_review_unit_hash": "6183f093c18115a7af3ea7c70b57ae2774359dec93707ddecf57104a2daca231", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36357, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the issue titles span unrelated bugs in serialization, generation, attention, processors, and model-specific regressions. None of the soft pairs look like the same underlying bug/change closely enough to merge as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45092 is the clearest self-contained regression report in the set, with a specific incompatibility, version boundary, and affected checkpoint family. The remaining items are mostly unrelated niche bugs or adjacent but distinct failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45092 is the strongest representative issue because it is concrete, reproducible, and narrowly scoped, making it the best single anchor if one issue must stand in for the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring wording vs RoPE implementation; different code paths and symptoms." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "Attention registration behavior change is not the same as a DeepSeek accuracy regression." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer class metadata mismatch and Qwen3.5 from_pretrained failure are distinct save/load bugs." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 is unrelated to flash-attention generation correctness." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained on MoE is unrelated to the default 50GB shard-size question." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Dataset loading script issue and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is not the same as cache max_length handling." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor center-arg crash and auto_docstring annotation crash are different failures." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer behavior change and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs bug and long OCR index error are different code paths." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer split behavior is unrelated to remote-code meta-initialization incompatibility." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Missing encoder attribute in SAM3 video is unrelated to MoonshineStreaming mask off-by-one." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "KV-cache continuation crash and chunked-prefill recompilation are different cache issues." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template on processor are unrelated." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Moonshine streaming mask bug and SmolVLM video padding bug affect different processors." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer access error and missing processor save files are unrelated save/load bugs." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Lack of ReLU in the DSA indexer is not the same as torch.split return-value handling." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and SigLIP2 zero-probability issue are different model behaviors." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexer split semantics and a wrong docstring are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids and Moonshine sliding-window mask are different video-processing bugs." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer initialization junk and streaming mask off-by-one are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized model save failure and sinq save/load breakage are different quantization workflows." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and Qwen3.5 MoE from_pretrained failure do not share the same bug." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Dependency issue and SequenceFeatureExtractor.pad performance issue are not duplicates." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash Attention 3 training degeneration and NaNs after checkout/init are different failure modes." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-init incompatibility in remote code is unrelated to incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "ONNX import error and XLMRoberta flash-attention support are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection and Gemma4Processor missing _tokenizer are different serve-path bugs." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA rms_norm_eps precision issue and remote-code meta-init incompatibility are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy regression and Qwen3-VL-Moe bug are different model-specific 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": 23, + "review_unit_index": 47, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "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:43408", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44488", + "issue:44568", + "issue:44704", + "issue:44945", + "issue:44964", + "issue:45278", + "issue:45593", + 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None of the soft pairs look like the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a safe canonical duplicate anchor because the items span many distinct failure modes and subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the closest broad umbrella for the import-regression subset, but the cluster is still too mixed to treat it as a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different code paths." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Both mention Sam3, but one is a model-type warning and the other is a weight-loading bug." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing transformers.onnx and tokenizer spacing after added tokens are unrelated issues." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and Qwen3_5 image infinite loop are different bugs." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer issues, but offset_mapping and BOS/EOS insertion are distinct behaviors." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a sentence-transformers loading hang." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading and wrong tokenizer decoder type are separate tokenizer failures." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A missing is_offline_mode import is not the same concrete bug as broad import 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"Custom model initialization breakage and NaNs after checkout+init are distinct problems." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer BPE-marker handling for one model is not the same as version-to-version tokenization drift." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized-model saving failure and pipeline-parallel output corruption are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang for sentence-transformers and a MacOS bus error on CLIP are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "The env CLI regression and the sentence-transformers import NameError are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset_mapping and inability to load cjvt/sleng-bert are different 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"accept": false, + "reason": "A None in TOKENIZER_MAPPING_NAMES and cached_file kwargs forwarding are different loader internals." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "DeepSeek-v4 tensor transpose behavior and Minimax attention numerical drift are not the same underlying issue." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError for sentence-transformers and removed Sam3LiteText auto-mappings are unrelated import failures." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Quantized model saving and invalid GenerationConfig validation are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Missing AutoImageProcessor and broad import errors after upgrade are related only at a very high level, not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 48, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42757", + "issue:42898", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43611", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46326", + "issue:46328", + "issue:46614" + ], + "soft_pairs": [ + "issue:44625|issue:44829", + "issue:44704|issue:45290", + "issue:39401|issue:44521", + "issue:44360|issue:44485", + "issue:43408|issue:43475", + "issue:43122|issue:44521", + "issue:43122|issue:46326", + "issue:44038|issue:44297", + "issue:42907|issue:43452", + "issue:22355|issue:29159", + "issue:43116|issue:45200", + "issue:45216|issue:45478", + "issue:39401|issue:46614", + "issue:44038|issue:44222", + "issue:44038|issue:44295", + "issue:43824|issue:44351", + "issue:43122|issue:44779", + "issue:43278|issue:44945", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:42898|issue:46614", 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The soft links are thematically similar but not the same underlying defect, so I would not merge any pair.", + "confidence": 0.84, + "canonical_issue_reason": "If forced to pick one representative, issue:43122 is the broadest tokenizer-regression report in the set, but the overall cluster is too heterogeneous to treat as a single duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best umbrella representative of the dominant tokenizer-regression subtheme, though it does not cover the unrelated import/model-specific issues in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Both are Qwen3.5/v5-era regressions, but one is a num_labels propagation bug and the other is a flash-attention training issue; different code paths and symptoms." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "One is about AutoProcessor kwargs not reaching cached_file, the other is apply_chat_template crashing on tool-call assistant messages; unrelated bugs." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenizer output, but one is wrong offset_mapping and the other is all-zero assistant masks for multimodal chat templates." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "The titles point to entirely different topics (DSA/ReLU discussion vs GLM-5 RoPE implementation), with no shared failure mode." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM 3 Video related, but one is a model-type warning and the other is a missing attribute on Sam3VisionEncoderOutput; not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both mention tokenization, but one is a generic v4-to-v5 tokenizer behavior change 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"accept": false, + "reason": "One is an example script returning empty multi-label results, the other is Gemma 4 mm_token_type_ids defaulting; different models and logic." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 and 5.4+, but one is save_pretrained producing a bad checkpoint while the other is a from_pretrained error; related family, not the same concrete bug." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Both are tokenizer-related, but wrong offset_mapping and stale phonemizer backend state are distinct failures in different components." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe versus FP8 save_pretrained on moe: same broad area only, no shared bug evidence." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "A Qwen3-VL-Moe regression and a position_ids buffer read 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training bug and empty multi-label classification results are unrelated failures." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "No module named transformers.onnx and a LayoutLMv3 error-message clarity issue do not describe the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Tensorflow backend packaging and Python 3.14 load failures are separate environment/dependency issues." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite loop on one image are different model-specific bugs." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "A torch.compile attention-kernel divergence and SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "clean_up_tokenization_spaces behavior change and stale phonemizer backend state are different tokenizer subsystems with different bugs." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 generation config validation and GLM-5 RoPE implementation are different parts of the model stack." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression and NaNs in classification heads upon checkout/init are unrelated issues." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import failures, but the missing symbols differ and the latter is a broad upgrade report rather than the same root cause." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and Deepseek tokenizer incorrect results are both tokenizer regressions, but not the same specific defect." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a documentation parameter-name mismatch are clearly 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": 23, + "review_unit_index": 49, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43493", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44625", + "issue:44704", + "issue:44936", + "issue:44995", + "issue:45071", + "issue:45072", + "issue:45083", + "issue:45092", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:46002", + "issue:46077", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46655", + "issue:46697", + "issue:46710", + "issue:46752", + "issue:46762" + ], + "soft_pairs": [ + "issue:43976|issue:45446", + "issue:43116|issue:43493", + "issue:42673|issue:45072", + "issue:44038|issue:45478", + "issue:44625|issue:46002", + "issue:45083|issue:45446", + "issue:45357|issue:45478", + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:42222|issue:43441", + "issue:43116|issue:43825", + "issue:43992|issue:44704", + "issue:44995|issue:46697", + "issue:43066|issue:46710", + "issue:28348|issue:46640", + "issue:46614|issue:46752", + "issue:44263|issue:46762", + "issue:43827|issue:45446", + "issue:45092|issue:46762", + "issue:43064|issue:43673", + "issue:42673|issue:42796", + "issue:43937|issue:45563", + "issue:33453|issue:39401", + "issue:44380|issue:46077", + "issue:45356|issue:46614", + "issue:42673|issue:46655", + "issue:43673|issue:46328", + "issue:42222|issue:46752", + "issue:45405|issue:45446", + "issue:44291|issue:45071" + ], + "prepared_review_unit_hash": "ab7a6030494c5ce37291a893d4d1bb6dbe48d8ec56bc5a82b48e94db9add1d4f", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36461, + "estimated_input_tokens": 9116, + "estimated_eval_tokens": 18488 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft edges are mostly broad topical similarities (tokenizers, v5 regressions, FlashAttention, trainer/model bugs) rather than the same underlying defect. I would not merge any of the candidate pairs.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical duplicate: the issues span unrelated code paths and product areas, so a single issue should not represent the cluster as a duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the clearest standalone report in the set, with a specific repro and concrete failure mode (VRAM leak in Qwen3ForCausalLM), so it is the best representative issue only in a reporting-quality sense.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Different problems: a Python/version compatibility report vs an incorrect PyTorch version check in flex_attention." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label classification script output bug vs SigLIP2 implementation mismatch; unrelated code paths." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in threaded dataloader usage vs dtype mismatch in bfloat16 inference; not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5/Qwen3 family, but one is a Qwen3-VL-Moe bug and the other is a from_pretrained error; distinct failures." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation issue vs NaNs in classification heads; different symptoms and likely different fixes." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Helper-function behavior in qwen3_omni_moe vs flex_attention import/version gating; no shared underlying defect." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained key persistence bug vs from_pretrained loading error; related model family, but not the same code-path issue." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API/settings warning vs missing image-patch method in GLM46V image processor; unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer SGD arguments ignored vs trainer.evaluate failing after train; different trainer behaviors." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose model breakage vs FlashAttention failure in Ministral-3; unrelated model families and failures." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label bug vs pipeline translation error-message mismatch; not the same bug." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder vs AutoProcessor not forwarding kwargs to cached_file; different components." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache crash vs Swin2SR over-padding; unrelated implementations." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 vs accuracy regression in DeepSeek-R1-Distill-Llama; no shared code-path." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "GPT2 FlashAttention 2 support request vs a generic Flash Attention issue; too little evidence they are the same bug." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Stale phonemizer language state vs apply_chat_template crash on empty list; completely different failures." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "GlmMoeDsa torch.split indexing issue vs Minimax attention numerical differences; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() vs incorrect PyTorch version check; documentation cleanup is not the same as runtime gating." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "InternVL2 meta-init incompatibility vs Minimax attention numerical drift; distinct model/code paths." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state bug vs GenerationMixin cache missing in chunked prefill; unrelated training vs generation issues." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "Qwen3 VRAM leak under multi-threaded dataloaders vs tokenizer BPE marker handling; different subsystems." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig vs stale warning for num_return_sequences; not the same defect." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression vs Qwen3 offset_mapping bug; both tokenizer-related but clearly different problems." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention vs Gemma4 bidirectional mask construction; different attention semantics." + }, + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "Kimi tokenizer codec/regex regression vs phonemizer backend stale-language bug; unrelated tokenization vs phonemization issues." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Dependency version bump in constants vs flex_attention import check; not a duplicate bug." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized arg during meta init vs PretrainedConfig type checking; separate compatibility issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 50, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44485", + "issue:44496", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:45656", + "issue:46002", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46617", + "issue:46762" + ], + "soft_pairs": [ + "issue:44117|issue:45588", + "issue:44466|issue:46002", + "issue:44410|issue:45310", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:45071|issue:46512", + "issue:45341|issue:45561", + "issue:44829|issue:45216", + "issue:45341|issue:46328", + "issue:43450|issue:43986", + "issue:44117|issue:45081", + "issue:42617|issue:45341", + "issue:38617|issue:41628", + "issue:43408|issue:43742", + "issue:45362|issue:46328", + "issue:43122|issue:46298", + "issue:42222|issue:46178", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:42371|issue:44261", + "issue:39401|issue:46209", + "issue:43937|issue:44496", + "issue:44410|issue:45478", + "issue:42371|issue:46617", + "issue:38617|issue:44220", + "issue:44261|issue:46762", + "issue:44075|issue:45656", + "issue:44933|issue:45278", + "issue:44263|issue:44485", + "issue:43066|issue:43122" + ], + "prepared_review_unit_hash": "e0b4e3914b1a03e7cfc52bb873e6b5ef81574369d0e2f26a876c594d9e47b9b8", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36324, + "estimated_input_tokens": 9081, + "estimated_eval_tokens": 18418 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft edges mostly connect superficially similar Transformers issues, but the underlying bugs differ by model, API, or subsystem. I would not merge any of these pairs as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue is clearly canonical across the set; the items span unrelated bugs in tokenization, model loading, config handling, optimizers, testing utilities, and vision/video code.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45561 is the strongest standalone issue: it has a clear regression title, concrete failure mode, and active discussion around a reproducible test-environment race.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Both involve runtime failures, but one is a tokenizer mapping bug and the other is a flash-attention crash on sink-less models." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights and NaNs in classification heads are different code paths and different failure modes." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "These are model-specific Qwen bugs: missing projections in qwen3next versus from_pretrained errors in Qwen3.5 MoE." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer complaints, but they target different models and different tokenization defects (offset mapping vs overall incorrect output)." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 is unrelated to Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Both touch config objects, but one is type-checking in PretrainedConfig and the other is stale dtype state after from_config()." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "They both mention testing utils, but one is a generic small bug and the other is a specific xdist worker race on captured_info.txt." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "One is training degeneration with flash_attention_3, the other is bad checkpoint saving for Qwen3.5; different failures and code paths." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing-utils bug and a SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video processor shapes and an AutoProcessor torchvision crash are both video-related but not the same bug." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None handling and Mistral regex patching are different tokenizer-loading problems." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A 3d_parallel.py execution failure is unrelated to a small testing_utils bug." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different exports regressions." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type warning for sam3_video/sam3_tracker is not the same as a KeyError loading MobileLLM." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crashing and a pad inefficiency in feature extraction are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenization regression and noisy logging are different concerns with no shared underlying bug." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Broken vitpose models and an undefined backend error are separate loading failures." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech and a docs parameter-name mismatch are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A question about max_shard_size is not the same as a Qwen3.5 from_pretrained regression." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API/settings guidance and a missing rms_norm_eps bug in MLA are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping and FP8 inference on B200 concern completely different parts of the stack." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig and unrecognized model/config model_type are different loading/validation failures." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "These are both Qwen-family reports, but one is missing projections in qwen3next and the other is a from_pretrained error in Qwen3.5 MoE." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 behavior control and trust_remote_code cache file lookup are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "A missing configuration_utils import and a fbank feature extraction issue do not share the same bug." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both mention numerics in attention-like code, but they are different models and different concrete bugs." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD arguments being ignored is not the same as optimizer.step being called twice under deepspeed." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import from image_utils and a broad import-error regression are too different to merge as duplicates." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split return-value bug in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation correctness." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer-related v5 regressions, but one is decoder type validation and the other is changed tokenization output." + } + ] + }, + "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": 23, + "review_unit_index": 51, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42222", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46369" + ], + "soft_pairs": [ + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:42222|issue:45542", + "issue:43931|issue:44410", + "issue:45071|issue:45542", + "issue:44484|issue:45478", + "issue:43012|issue:43577", + "issue:44483|issue:45464", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43874|issue:44261", + "issue:43931|issue:44038", + "issue:27957|issue:43352", + "issue:43441|issue:44829", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44261|issue:44485", + "issue:44933|issue:46231", + "issue:45753|issue:46369", + "issue:44117|issue:44987", + "issue:43531|issue:45341", + "issue:43673|issue:46123", + "issue:43874|issue:44263", + "issue:45440|issue:46172", + "issue:43097|issue:45588", + "issue:43986|issue:45372", + "issue:44410|issue:45375", + "issue:43064|issue:44315", + "issue:43097|issue:46050", + "issue:38617|issue:42757", + "issue:44038|issue:44410", + "issue:43986|issue:44484" + ], + "prepared_review_unit_hash": "e5d34aa388ea477633426860995a5c44e8ad412679fd293567c1f34786c52b78", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37107, + "estimated_input_tokens": 9277, + "estimated_eval_tokens": 18810 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated bugs/features that only share surface-level Transformers/model terminology. I do not see any soft pair that describes the same underlying defect closely enough to merge.", + "confidence": 0.96, + "canonical_issue_reason": "No true canonical duplicate exists; if forced, issue 43097 is the most central/high-signal report among otherwise heterogeneous issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43097 is the broadest and most cited regression here, so it is the best representative issue even though the cluster is not a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "API removal in 5.0 vs unexpected position-id key warnings; different bugs and code paths." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Chunked prefill cache regression vs a testing utility bug; unrelated subsystems." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure vs PreTrainedConfig type-checking regression; not the same issue." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Vitpose model breakage vs TensorFlow-backend detection when only tensorboard is installed; different root causes." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3next missing projections in layer 0; separate model-loading vs architecture bugs." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type checking regression in config classes vs undefined tf backend error; unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained failure; not the same defect." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Bfloat16 compilation warning vs BLIP2 dtype staying float32; similar theme but different symptoms and fixes." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Chat/completions request rejection vs streaming inference failure on a specific model; not the same code-path problem." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer split return values vs deepseek-v4 transpose bug; different internals." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Missing ReLU in the DSA indexer vs a dtype/transpose issue; unrelated bugs." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing get_number_of_image_patches vs missing rms_norm_eps precision issue; different components." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Qwen3-VL weight mismatch vs Qwen3-VL-Moe bug; related family, but not the same failure." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Flash Attention 2 support request for XLMRoberta vs NemotronHForCausalLM; different model-specific support gaps." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention support failure vs degenerate training with flash_attention_3; different problems." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie_embeddings API vs gguf_file loading breakage; unrelated loading/config issues." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access vs a small testing_utils bug; no shared root cause." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor crash without torchvision vs testing_utils bug; different subsystems." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "RMS norm epsilon precision error vs GLM-5 RoPE implementation issue; not the same bug." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Missing image_utils import vs documentation parameter mismatch; unrelated." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Infinite loop on a specific image vs memory overflow in sam3-litetext; different failures." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling vs loading failure for physical-intelligence/fast; separate loader bugs." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs testing_utils bug; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache missing during chunked prefill vs final partial batch dropping results; different pipeline bugs." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Image patch counting vs torch.split return values; different model utilities." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeekV3MoE divergence vs deepseek-v4 comb transpose issue; different model versions and code paths." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "API removal issue vs flash_attention.py crash on sink-less models; unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "AutoProcessor/video torchvision crash vs ReasoningEffort import error from mistral_common; unrelated import failures." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing qkv/gate projections vs missing deepstack_visual_indexes field; different configuration bugs." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Wrong optimizer states under FSDP2/PEFT vs Liger kernel not applied with model_init; different training issues." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "5.0 API removal vs quantized model save/load regression; unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different libraries/symbols; same symptom class, not same bug." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs qwen3next missing projections; distinct model families and failures." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Torchvision-dependent processor crash vs shard-size question; no common underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 52, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43582", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44484", + "issue:44655", + "issue:44704", + "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:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752" + ], + "soft_pairs": [ + "issue:46655|issue:46664", + "issue:46298|issue:46752", + "issue:42890|issue:46298", + "issue:46172|issue:46710", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:44062|issue:44117", + "issue:44117|issue:46701", + "issue:44936|issue:46365", + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:43986|issue:44117", + "issue:44938|issue:46178", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43208|issue:43550", + "issue:43825|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43066|issue:43906", + "issue:43352|issue:43976", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "issue:44162|issue:46172", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:45584|issue:46365", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:44380|issue:45479" + ], + "prepared_review_unit_hash": "c24a3579f67fd36e449ef6663efa826ae6ac8342ef5679f6d6c73b74ab28dcc2", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37395, + "estimated_input_tokens": 9349, + "estimated_eval_tokens": 18954 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: it spans unrelated import errors, model-specific regressions, save/load issues, compiler/runtime warnings, and pipeline/tokenizer bugs. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 43873 is the most substantial/high-signal report in the set by discussion and inbound references, but the cluster does not actually form a duplicate group; it is only the closest thing to a representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 has the richest reproduction context and broad runtime impact, so it is the best representative candidate among otherwise unrelated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor reports, but one is a padding bug and the other is a semantic inconsistency in num_frames." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "A noisy logging message and an empty-list apply_chat_template IndexError are unrelated failures." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Missing set_seed in SamHQ tests is unrelated to a logging issue." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "DeepSeek-v4 transpose/dtype bug and an accuracy regression after upgrade are different problem types and code paths." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder and quantization offloading are separate configuration/runtime issues." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken keyword collision and TOKENIZER_MAPPING_NAMES returning None are distinct tokenizer initialization bugs." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping None handling and DiffusionGemma pipeline failure are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer evaluation failure after train is not the same as importing Trainer only after uninstalling datasets." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leakage and a missing embed_tokens.weight in UMT5Encoder are different loading bugs." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor cached_file kwarg forwarding and auto_docstring annotation parsing are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling being ignored and cache lazy initialization causing recompilation are different runtime behaviors." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Missing torchvision crash in AutoProcessor is not the same as tokenizer mapping None handling." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure and tensorflow_text backend mapping error are different compatibility/import problems." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and saving Pipeline objects are different save_pretrained failures." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "A dequantized-save bug and a Qwen3_5 infinite-loop bug are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba torch.compile SDPA failure are different model/runtime issues." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "pipeline() task-support messaging and pipeline object serialization are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 compilation warning and a Bamba SDPA compile failure are not the same bug." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes and a noisy logging message are separate repo hygiene issues." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "PyTorch precision warning and tie_word_embeddings warning are different warnings with different causes." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight and max_shard_size default behavior are unrelated save/load concerns." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer decoder type bug and a reproduction of another issue are not the same concrete defect." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention 2.0 support missing and Python version compatibility are different issues." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "NemotronH Flash Attention support and GPT2 attention scaling are separate model-specific problems." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed config flag and a noisy logging message do not share the same underlying bug." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and DeepSeek transpose/runtime issue are unrelated model bugs." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling and AttentionInterface.register behavior change are different attention-system issues." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init validation and Trainer import failure via datasets are unrelated." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty transcription failure and Trainer import conflict are separate bugs." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained failure and Qwen3.5 MoE from_pretrained error are distinct model serialization/loading issues." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon warmup TypeError are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling ignored in GPT2 and degenerate zero-loss classification are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 53, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:29870", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "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:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45310", + "issue:46077", + "issue:46082", + "issue:46365", + "issue:46369" + ], + "soft_pairs": [ + "issue:42175|issue:46365", + "issue:43064|issue:44380", + "issue:42757|issue:43824", + "issue:42490|issue:43012", + "issue:43012|issue:44683", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:44038|issue:44230", + "issue:43618|issue:43761", + "issue:43618|issue:44380", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:42994|issue:44655", + "issue:43299|issue:43867", + "issue:44625|issue:46365", + "issue:45276|issue:46077", + "issue:36683|issue:43475", + "issue:36010|issue:42757", + "issue:43352|issue:43937", + "issue:44483|issue:46369", + "issue:43611|issue:44655", + "issue:43901|issue:44655", + "issue:36683|issue:44077", + "issue:44625|issue:46077", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:43992|issue:45310", + "issue:43064|issue:44492" + ], + "prepared_review_unit_hash": "12f27ed1af5f96bccb157f234057ae60162e85e1b53c6fa6e5fa627700a62fb6", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36677, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No strong duplicate cluster emerges from the soft pairs; they are mostly loose topical matches (imports, save/load, config regressions) rather than the same underlying bug. I\u2019d use the CLIPVisionModel hidden-states regression as the most representative issue in this set.", + "confidence": 0.19, + "canonical_issue_reason": "issue:43618 is the cleanest, most concrete regression report in the set: a single, reproducible v5 behavior change with a clear symptom and target area (CLIP vision outputs).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43618 is the best issue to anchor this cluster because it is specific, user-facing, and easier to triage than the broader or more ambiguous reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Different failures: packaging/backend dependency gap vs Trainer import resolution problem. Same ecosystem, not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Unrelated code paths: distributed optimizer state corruption vs attention-scaling being ignored in specific backends." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different packages and likely different fixes." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Different warning types and triggers: local path parsing vs bfloat16 compilation precision warning." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A warning about precision is not the same as a torch>=2.9 flex_attention compile failure." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Different models and subsystems: xLSTM training blockers vs BEiT image processor label reduction bug." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Different surfaces and root causes: chat completions API request validation vs processor chat-template batching crash." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same broad model family, but one is a loading regression and the other is fp8 inference support; not the same concrete bug." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is missing attentions and the other is missing hidden_states; separate outputs and fixes." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Completely different problem areas: CLIP output fields vs GPT2 attention-scaling behavior." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for a utility symbol vs unexpected network calls despite local_files_only=True; unrelated defects." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they involve different models and different implementation problems." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Save-related issues, but one is quantized model serialization and the other is Pipeline.save_pretrained behavior." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both affect model loading, but one is a base_model_prefix regression and the other is a state_dict sorting/load error." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Different domains: config propagation for Qwen3.5 vs a Trainer import conflict caused by datasets." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same model family, but different features: embedding resizing vs bidirectional attention mask construction." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different models and failures: Gemma3 config missing vocab_size vs SAM3 output missing fpn_position_embeddings." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different missing names from different modules with no shared code path." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Different models and distinct validation failures: Flash Attention 2 support vs invalid GenerationConfig." + }, + { + "left": "issue:44483", + "right": "issue:46369", + "accept": false, + "reason": "Unrelated issues: chat completions API rejection vs inability to import Trainer due to datasets." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Loading-model regression vs saving-Pipeline regression; opposite operations and different fixes." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs/behavior mismatch for a pipeline option is not the same as Pipeline.save_pretrained failing." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different models and unrelated config constraints: Gemma3 vocab_size vs patchtsmixer post_init policy." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma4/Qwen3.5 configuration bugs; no shared underlying defect." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but they target different version ranges and likely distinct breakages." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Different lifecycle stages and symptoms: loading a sorted state_dict vs saving an incorrect checkpoint." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Same broad config area, but one is attention-mask behavior and the other is head_dim validation; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Different models and operations: CLIP output regression vs Qwen3.5 checkpoint-saving regression." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different models and different missing config attributes; not duplicates." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Gemma3 config bug vs Qwen3.5 num_labels propagation bug; unrelated." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate mask assignment error vs tensor-parallel training bug are unrelated failures." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are from_pretrained issues, but on different models and with different failure modes (missing weight vs loading error)." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed training optimizer bug is unrelated to a typo in cache-strategy 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": 23, + "review_unit_index": 54, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:29870|issue:33453", + "issue:44355|issue:44855", + "issue:44938|issue:45071", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:41669|issue:44246", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:42898|issue:46664", + "issue:43502|issue:44062", + "issue:44734|issue:46617", + "issue:44222|issue:45125", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:43824|issue:46617" + ], + "prepared_review_unit_hash": "c46dd4928260db9a8d7e4d8bbbe7f0990b06fd5983580fa04b9a75c46610f563", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36376, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of superficially similar but distinct issue reports across import/loading regressions, tokenizer/config bugs, training/TP issues, and flaky tests. I do not see any pair that looks like the same underlying bug or change, so there is no sensible canonical duplicate target here.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the items span unrelated problems across loading, config, tokenization, training, serving, and test flakiness.", + "canonical_pr_reason": "No PRs in this cluster.", + "best_issue_reason": "No single issue is a good global duplicate target; the overlap is mostly broad wording like \"load\" or \"import\" rather than the same concrete failure.", + "best_pr_reason": "No PRs in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache/Layer update decoration bug vs broad import regressions after upgrade; different code paths and symptoms." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD args being ignored is a training optimizer issue; Trainer import failure tied to datasets is an import/dependency conflict." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "BART generate decoder mask bug vs tokenizer loading regression; unrelated model execution paths." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file loading errors vs Python 3.13 DebertaV2 import/parsing failure; not the same bug." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failures and PretrainedConfig type-checking regression are different compatibility problems." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State-dict sorting load error vs Gemma pipeline roundtrip on \u2581; unrelated model I/O issues." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Missing Gemma3Config vocab_size vs wrong optimizer states under FSDP2+PEFT; distinct bugs." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Load failure on sorted state_dict vs missing Qwen3_5MoeVisionConfig field; different failure modes." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test flakiness, but one is missing set_seed in SamHQ tests and the other is an xdist race on captured_info.txt." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import * slowdown in models and intermittent import-transformers slowness are both performance-related, but not the same concrete cause." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific no_grad decoration bug is not the same as the broad claim that v5 breaks too many models." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug vs OOM when loading a specific TP model; similar area, different underlying problem." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "No_grad cache update bug is unrelated to Python version compatibility for Transformers 5.1.0." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Missing CLIP attentions field vs patchtsmixer post_init policy; different models and fixes." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight vs Qwen3.5 MoE from_pretrained error; both loading-related, but not the same bug." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Load error when state_dict is sorted vs incorrect visual encoder keys on save_pretrained; save-side and load-side bugs differ." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-missing ImportError vs tokenizer loading regression; unrelated failures." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both mention CLIP, but one is missing attentions assignment and the other is an inconsistent class structure in v5.6." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP attentions regression and LwDetr AMP crash are unrelated issues." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion vs DeepseekV3MoE divergence from remote implementation; not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Seed-related test flakiness is unrelated to loading Phi-4 multimodal with latest transformers." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Missing set_seed in SamHQ tests vs GraniteSpeech stale device override test race; both CI issues, different causes." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "SamHQ seeding flake vs auto_mappings referencing removed configs; different files and failures." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization_spaces behavior change vs SmolVLM num_frames meaning mismatch; both API semantics, but not the same change." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only still causing API requests is a network/privacy bug; AddedToken keyword collision is a tokenizer construction bug." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation tensor indexing crash vs FileNotFoundError loading trust_remote_code model from cache; different subsystems." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained for MoE vs missing _tp_plan for tensor parallelism; unrelated model support gaps." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer.from_pretrained regression in v5 vs checkpoint reload incompatibility after upgrading from v4.57; both loading-related but not the same defect." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization OOM from reserved memory growth vs checkpoint reload failure after upgrade; different symptoms and fixes." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration import vs cache FileNotFoundError for trust_remote_code; unrelated import vs filesystem 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": 23, + "review_unit_index": 55, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "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:43065", + "issue:43232", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:43010|issue:43065", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:46664|issue:46726", + "issue:30990|issue:31795", + "issue:43502|issue:44961", + "issue:43502|issue:44222", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43299|issue:44556", + "issue:44355|issue:45071", + "issue:33453|issue:34689", + "issue:44355|issue:44655", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:44315|issue:44360", + "issue:31795|issue:38617", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:44351|issue:46617", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:44908|issue:44961", + "issue:43576|issue:44938", + "issue:46143|issue:46144", + "issue:43475|issue:46617", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:44485|issue:46664" + ], + "prepared_review_unit_hash": "b4b79f1d061beff8b89df50920acab1de5f3c5da4c6db6316e3d1eefe4c01f97", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 38, + "serialized_chars": 37958, + "estimated_input_tokens": 9490, + "estimated_eval_tokens": 19236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated issues with only loose topical similarity. None of the soft pairs are close enough to treat as the same underlying bug/change, and there are no PRs to evaluate.", + "confidence": 0.89, + "canonical_issue_reason": "issue:46144 is the most concrete and actionable item among the set, with a clearly scoped RoFormer attention-interface problem and an open report that could anchor related investigation.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46144 is the best standalone issue because it is specific, implementation-facing, and easy to triage compared with broader or more ambiguous reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Different subsystems and bugs: cache/layer update no_grad vs SAM3 pixel decoder dummy Conv2d." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated problems: local_files_only network leakage vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Both involve loading, but one is a missing image-processor method and the other is a cache file-not-found import path issue." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env command is unrelated to AttentionInterface.register behavior change." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is missing _tp_plan and the other is a broader from_pretrained regression; not the same concrete defect." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow failure reporting and tokenizer loading regression are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file errors are unrelated to the performance regression after upgrade." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and different causes." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen3.5 config issues: tensor-parallel plan vs dropped config field." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Generation internals are related, but no clear same bug: no_grad decoration vs sync_gpus update ordering." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Both are processor/vision related, but one is num_frames semantics and the other is missing backend handling." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading stall in Sentence Transformers is unrelated to model.forward documentation confusion." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No shared bug: local_files_only network requests vs an unrelated issue named racoon." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Different features: offline loading bug vs FP8 save_pretrained for moe." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing pipeline() after removals is unrelated to racoon." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting failure and tensor-parallel training bug are different issues." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "BART generate() UnboundLocalError is unrelated to documentation confusion in model.forward." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version/loading regressions, but for different model families and failure modes." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python load errors are unrelated to PreTrainedConfig type-checking changes." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 Vision model-loading breakage are not the same bug." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-file execution errors are unrelated to saving Pipeline objects." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Importing is_offline_mode from huggingface_hub is unrelated to the v5 env command regression." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command and PretrainedConfig type checking are unrelated changes." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application and DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion does not match the layer_type_validation import error." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "The env CLI breakage is unrelated to the Qwen2.5-VL import error." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated issues: racoon vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Both mention import/loading, but HybridCache import failure and cache FileNotFoundError are different causes." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation is unrelated to racoon." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug and text-classification docs mismatch are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug is unrelated to racoon." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command and Python 3.14 load failure are different problems." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Related RoFormer area, but one is kwargs propagation and the other is attention-interface integration; not the same concrete defect." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM3 vision encoder attribute error is unrelated to trust_remote_code cache loading." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both are FP8-related, but one is save_pretrained support and the other is inference support." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different import errors for different symbols: AutoImageProcessor vs PreTrainedModel." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Both mention model/runtime behavior, but one is Liger Kernel application and the other is FP8 inference on B200." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics 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": 23, + "review_unit_index": 56, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "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:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46664" + ], + "soft_pairs": [ + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44360|issue:46664", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:43572|issue:45850", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:44230|issue:46095", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44704|issue:44908", + "issue:44908|issue:45071", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:44360|issue:45468" + ], + "prepared_review_unit_hash": "d78c02605579be828451d5ff015b1d1623f26beb9dba3c936c74050b07244c1e", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39407, + "estimated_input_tokens": 9852, + "estimated_eval_tokens": 19960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of unrelated Transformers issues, many of them broad v5-era regressions. None of the soft pairs look like true duplicates of the same concrete bug/change, so all soft edges should be rejected. The most representative umbrella issue is the broad \"v5 breaks too many models\" report.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set and best represents the recurring v5 regression theme across multiple model breakages.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best single issue to keep as the cluster representative because it captures the widest shared symptom pattern, even though it is vague.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 chat crash vs a vague general v5 breakage complaint; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache/chunked prefill bug and cache-strategy typo are different problems." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy-loading/import behavior is unrelated to the TensorFlow backend error." + }, + { + "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:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to SmolVLM num_frames semantics." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both touch Qwen3 Moe, but one is a model support bug and the other is missing tensor-parallel metadata." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading/import slowness is not the same as unsafe sys.modules access." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox/output issues are unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Different Qwen3-VL symptoms on different inputs; no clear shared concrete defect." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken transformers env command and checkpoint reload failure are different regressions." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-* cleanup/import cost issue is unrelated to missing generation cache during chunked prefill." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is a specific config regression, not the broad model-breakage umbrella." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is specific and not the same as the generic v5 breakage report." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern loading old checkpoints after v5, but one is a broad reload regression and the other is a specific InternVL2/meta-init incompatibility." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is not the same underlying bug as broad model breakage." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Many import errors after upgrade is a broad symptom report, but not the same concrete issue as the general v5 model-breakage complaint." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 behavior settings and a cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-time package bloat/cleanup is not the same as failing to import Qwen3_5ForCausalLM." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen3-VL/Moe and a DeepSeek weight-conversion question are different topics." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3 tracker/model-type warning and Liger Kernel application under model_init are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Slow imports and broken lazy loading overlap thematically, but the reports do not describe the same concrete defect." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and scheduler kwargs bug are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support limitation for Nemotron and Qwen3-VL bbox errors are different model bugs." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility problem and Qwen3-VL output bug are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs handling are different code paths." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs are unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is not a generic bug report duplicate." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error is unrelated to the generic bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-* cleanup/performance and HybridCache import failure are different issues." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache strategy typo and SequenceFeatureExtractor.pad performance bug are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import cleanup/performance is unrelated to a testing_utils bug." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python compatibility breakage is not the same as broad model regressions." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3 model families and different failure modes; not one concrete bug." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version incompatibility and import failure for a model module are not duplicates." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and tied-weights key AttributeError are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Documentation still mentioning pipeline() and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion in model.forward is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading regression are different issues." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied with model_init and degenerate flash_attention_3 training are different code-path problems." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer discussion is unrelated to Gemma4AudioRelPositionalEncoding." + } + ] + }, + "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": 23, + "review_unit_index": 57, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "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:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "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" + ], + "soft_pairs": [ + "issue:43519|issue:46655", + "issue:44273|issue:44908", + "issue:44655|issue:44861", + "issue:43576|issue:46218", + "issue:45230|issue:45310", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:46018|issue:46172", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:43502|issue:43519", + "issue:45850|issue:46218", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144" + ], + "prepared_review_unit_hash": "6d87cb441e9e97e35e8040de6e3ada4ac334b37604be754504f09d3570660292", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 43, + "serialized_chars": 39682, + "estimated_input_tokens": 9921, + "estimated_eval_tokens": 20098 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous and does not contain a safe duplicate set. A few soft pairs share broad themes (tokenizer v5 regressions, loading/import issues, processor bugs), but they point to different code paths and should not be merged. Issue 43519 is the most central representative among the issue candidates, but still not an exact duplicate anchor.", + "confidence": 0.22, + "canonical_issue_reason": "issue:43519 is the most connected and concrete issue in this cluster, with the largest number of soft-similarity links; it is a specific, actionable bug report rather than a vague or off-topic item.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43519 best represents the cluster\u2019s limited overlap because it is specific and central, but the surrounding issues are too diverse for it to serve as a true duplicate canonical with high confidence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both are processor-related bugs, but one is a timestamp calculation problem and the other is a video padding calculation issue; different code paths." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure and inverse_sqrt scheduler kwargs are unrelated subsystems." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure is not the same bug as _get_tied_weight_keys crashing on list-valued metadata." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Both mention v5 import/load issues, but one is an env command regression and the other is a specific module import error for Qwen3_5; not the same defect." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report is too broad to equate with a specific Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Processor timestamp math and GLM-5 RoPE implementation are different model components and bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp handling and scheduler keyword propagation are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup and a VRAM leak under dataloader threads are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about forward args is not the same as a model-loading breakage." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both touch DeepSeek-V4, but shared expert gating and a comb.to(dtype).transpose bug are different concrete problems." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and GLM-5 RoPE implementation do not share the same code path." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model families and different positional-encoding implementations." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network leakage and processor timestamp calculation are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad complaint that 5.0 breaks many models is not the same bug as a specific Qwen3_5 import failure." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration guidance and a VRAM leak are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Both involve processor code, but timestamp calculation and missing save_pretrained files are distinct failures." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm precision/config issue and Gemma-4 audio encoding are different bugs." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching support for audio models and a DeepSeek-V4 weight-conversion question are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp logic and multi-thread VRAM leakage are not the same defect." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Missing HybridCache import and missing Qwen3_5ForCausalLM import are both import errors, but for different symbols and likely different root causes." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support gap for NemotronH is unrelated to a Qwen3_5 import error." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer v5 complaints, but one is a broad behavior difference and the other is a specific decoder-type mismatch; not clearly the same bug." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is GPT2-specific support and the other is too generic to assume the same change request." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and the unrelated 'Unemployment' issue are not related." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and the unrelated 'Unemployment' issue are not duplicates." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression and the unrelated 'Unemployment' issue are not duplicates." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "An off-topic issue title is not the same as a broad 5.0 compatibility complaint." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure and the unrelated 'Unemployment' issue are not duplicates." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key crash and chat-template tool-call crash are different failures." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained loading and an ImportError for layer_type_validation are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight key handling." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to tied-weight key handling." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both involve Flash Attention 2.0, but they target different models and different support gaps." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() decoder mask bug and slow checkpoint loading are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failure and slow from_pretrained loading are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow model loading and tensor-parallel training behavior are different problems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Load-speed issue and documentation confusion are not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are different issues." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and Qwen3-VL/Qwen3.5 FP8 support are unrelated features." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Init-weights usage in Mamba models and RoFormer attention-interface work 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": 23, + "review_unit_index": 58, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "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:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "c178d6b8e8f7a7484429b7069cc8d212b7d03c5fd32f62f827d9bd0c59ff20f4", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922407, + "estimated_input_tokens": 230602, + "estimated_eval_tokens": 461460 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7774, + "estimated_input_tokens": 1944, + "estimated_eval_tokens": 4144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are broadly unrelated model/config/tokenizer bugs, so the cluster does not look like a duplicate set and no soft edge should be merged.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No strong canonical issue stands out because the cluster is heterogeneous; if forced, issue:43240 has the most discussion/inbound references, but it is not a true representative of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value handling and DeepSeek-V4 expert gating are different models and different bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A type-hint mistake in ModernBERTConfig is unrelated to tokenizer regex warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "One is a missing use of ignore_value; the other is kwargs not being forwarded to a loss function\u2014different code paths." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-kwargs forwarding and RoFormer attention interface usage are unrelated implementation issues." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former loss masking and tokenizer regex warnings do not describe the same underlying bug." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "These target different subsystems: segmentation loss handling versus RoFormer attention implementation." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A missing ignore_value usage is not the same as a typo in a quantization attribute name." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Forwarding kwargs to loss calculation is unrelated to correcting a config type hint." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type annotation and attribute-name typo are separate fixes in different modules." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm/RMS norm question is unrelated to ModernBERTConfig norm_eps typing." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value behavior and ModernBERTConfig type hints are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 23, + "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": "184f22de8cc50aa6dcb7660c4b9638421f4deaada74048ad9a58a4f2e4a6da1b", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated closed feature requests: token truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets. They do not describe the same underlying bug or change, so this cluster should not be merged.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different feature areas and code paths: truncation strategy for tokenizers vs Wav2Vec2 word-level timestamps." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Completely unrelated requests: tokenizer truncation behavior vs learning-rate scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared underlying bug/change; one is about plateau scheduling, the other about audio model alignment/timestamps." + } + ] + }, + "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": 23, + "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": "8b0d357f4f9cbd2fed7feee4d5f8ae0947765a54955b85975e8bf7942c5d9f6b", + "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": "These issues do not look like duplicates: one is about Tapas tokenization parity with TensorFlow, one is about the error message when downloading a private model while logged out, and one is a general model-loading failure for bert-base-uncased. The only plausible overlap is between the last two as generic loading/auth problems, but the titles and problem contexts are still distinct.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 16618 is the broadest and has the most discussion, so it is the best representative issue if one must be chosen, but it is not actually the same bug as the other two.", + "canonical_pr_reason": null, + "best_issue_reason": "16618 is the most central/visible of the three, but the cluster is heterogeneous rather than a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization mismatch in Tapas vs TensorFlow is a different code path and symptom from a model loading failure." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both involve model loading, but one is specifically a bad auth/error message for private model downloads while the other is a generic inability to load bert-base-uncased; 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": 4, + "component_count": 23, + "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": "0c11564cb760bb23b026859a14b3e12f7c7e3086c926c80acbc75f7ded53b456", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community feature requests in different areas: Flash Attention 2 support vs GGUF support. They share a broad \u201cadding support for more architectures\u201d framing, but the underlying changes and code paths are unrelated, so this is not a duplicate cluster.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 26350 is the more active and earlier community-tracked request, but it is not the same underlying change as issue 33260; they should not be canonicalized as duplicates of each other.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 26350 has much higher discussion activity and is the more established request in this cluster, so it is the better representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Both are architecture-support feature requests, but one is for Flash Attention 2 and the other for GGUF. They target different subsystems and concrete implementations, so they are 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": "issue", + "component_index": 5, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "73dd86a6ff74709fc304d896a8922ae60a62d68b98b5c85f69f194db69fd294c", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13529, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13529, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly i18n issue-template noise. I would only merge the exact same-title duplicates within each mini-group; the language-specific translation requests are distinct and should stay separate. No pull requests are present.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43834 is the best canonical representative of the main i18n template cluster: it is the earliest of the near-verbatim placeholder issues and has the clearest generic title, with issue:44365 and issue:44370 looking like duplicates of it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the strongest global issue candidate because it is the most central/representative of the repeated translation-template reports. The other language-specific translation issues are not true duplicates, and issue:46222/issue:46226 form a separate exact-duplicate pair rather than replacing this one.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language request (Turkish vs generic placeholder); similar i18n boilerplate is not enough to call it the same issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language request; these read as separate translation tasks, not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish translation issue vs generic placeholder issue; too little evidence that they are the same report." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages (Turkish vs Romanian) and thus different issues." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish translation requests are distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request is not the same as the generic placeholder issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish vs placeholder/generic issue; likely related topic, but not the same underlying report." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different language targets (Spanish vs Romanian), so not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish translation request and generic placeholder issue are not clearly the same bug/change." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request is distinct from the generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation request is not the same as the generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian-specific translation issue vs generic placeholder; too broad to merge." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and likely different underlying reports; only boilerplate similarity is visible." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and no concrete evidence they describe the same issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Near-verbatim duplicate generic i18n template issue with the same title pattern and extremely high body similarity." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Looks like the same placeholder issue copied/reposted; title and body are effectively identical." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Titles differ completely and there is no clear evidence they are the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different title/content pattern; too risky to merge as duplicates." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "These look like exact duplicate reposts of the same generic i18n translation issue." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Not enough evidence of the same underlying issue; the titles point to different reports." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and no concrete code-path or task match." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Similarity is only from boilerplate; the reports themselves do not appear to be the same." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different underlying reports; the shared template text is insufficient." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Identical Thai title and perfect similarity make this look like a straight duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The duplicate calls among issue:43834, issue:44365, and issue:44370 are supported by identical titles and very high similarity scores, and issue:46222|issue:46226 is clearly an exact-duplicate pair. The analyst is also conservative in keeping the language-specific translation requests separate despite high template similarity. No pull-request pair assessment is needed because none are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-18", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:42738|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "6405593a636018824950714fc3134b9c43b3bf95abc7d56bebd28064f889c196", + "component_budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 40, + "serialized_chars": 24146, + "estimated_input_tokens": 6037, + "estimated_eval_tokens": 12330 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 40, + "serialized_chars": 24146, + "estimated_input_tokens": 6037, + "estimated_eval_tokens": 12330 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are only superficially similar: they are mostly separate model-addition requests across different models, architectures, and modalities, not duplicates of one underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 46133 is the most active and detailed representative of the general model-request pattern, but the set is too heterogeneous to treat it as a true duplicate umbrella.", + "canonical_pr_reason": null, + "best_issue_reason": "46133 is the strongest single representative if one issue must be chosen: open, detailed, and heavily discussed, with broad template-level similarity to several other requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support and DEIMv2 are unrelated model requests; only the generic \"add model\" wording matches." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support and Qwen3-TTS target different models and modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are different model additions with no shared code path indicated." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct model requests, not the same change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio 1.5B are different models and use different model families." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR object detection support is unrelated to a weight-sparse transformer request." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different model support requests, not duplicates." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS target different models and tasks." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and a circuit-sparsity model request do not describe the same change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio 1.5B are different model tracks." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate models with no sign of the same implementation work." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model requests despite both being BERT-like names." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR are different model requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and OpenAI weight-sparse transformer are not the same model or code path." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS are unrelated model support requests." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR do not target the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are separate model requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and generic BERT-like RoPE support are related only at a very high level, not the same request." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS are different model families and tasks." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "RoPE support for BERT-like models is unrelated to the Mirko Privitera issue." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related naming-wise but are distinct TTS vs ASR support requests." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different models; same modality is not enough to merge." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and the weight-sparse transformer request are different underlying changes." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are separate audio model requests, not the same model." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are both audio-related but request different models and support work." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model requests in different model families." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and circuit-sparsity support are unrelated changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model requests." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SWA+sink for Granite models are not the same underlying feature." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "OpenAI weight-sparse transformer and EUPE are distinct model requests with no shared implementation target." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are separate speech-model support requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different models and tasks." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are both vision-language requests, but they are different models and not the same code-path change." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and the Mirko Privitera issue are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and the Mirko Privitera issue do not appear to be related at all." + } + ] + }, + "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": 23, + "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": "092013f8cb1521bcffe978df3e097f44186b9b3d40d0d344cb00901546a11901", + "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": "These two issues are unrelated: one is a documentation request to add `pruna` as an optimization framework, while the other is a technical Vision RoPE refactor. No duplicate relationship is supported.", + "confidence": 0.97, + "canonical_issue_reason": "`issue:46443` is the more substantive technical issue; `issue:38740` is a docs-only feature/request and is not a good canonical representative for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:46443` is the best issue to represent the cluster because it is the only concrete code-level refactor, whereas `issue:38740` is a documentation addition request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subject matter and artifact type: a docs request about adding `pruna` versus a Vision RoPE refactor. They do not appear to 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": 8, + "component_count": 23, + "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": "12bcc691c6b5c1c82ff2e28b5e27f622a6a3e6e5ba60dc6f2a5b4eed4cb2bc9f", + "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": "These two issues are not duplicates: one is about block decoding, the other is a DeepSeek v3.2 compatibility/support request. They share only a very loose similarity.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43037 is the more concrete, user-facing feature request; Issue 41084 is a separate low-level decoding topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying problems: block decoding vs model/version support. The similarity 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": 9, + "component_count": 23, + "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": "57f1f742c7198fc23a3cf0c409e9483bb898b14dc63063cf22850017216a8128", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are about different model components and different requested changes: one is about exposing a TiledFusedLogitsLoss/FLCE flag in `from_pretrained()`, while the other asks for integrating TiledMLP to reduce memory footprint. They are not the same underlying bug or feature request.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #41306 is the better canonical representative only by activity/verbosity; it is more detailed and has more discussion, but the two issues are not duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #41306 is the best issue to keep as the representative of this small cluster because it has higher discussion activity and a more concrete, narrowly scoped request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different feature requests for different modules/code paths: FLCE flag wiring in `from_pretrained()` versus adding TiledMLP for memory reduction. 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": 10, + "component_count": 23, + "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": "066c0702e8cb001b51135e2450c159d7b379e3fe82b9c54573076c3235d4535a", + "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": "The two issues both mention Trainer customization, but they describe different underlying problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They should not be clustered as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No clear canonical issue for a duplicate cluster here; if one must be chosen, #43598 is the more general Trainer customization concern, but it does not subsume #43600.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different bugs: #43598 is about making `remove_unused_column` more customizable, while #43600 is about estimating FLOPS correctly for custom trainers. They share a subsystem but not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 23, + "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": "5c2ec383fb5104ebc18a311dffac23bf71a062289398a594e8dec7733cba3ed3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different feature requests: one for Qwen3-Omni auto-registration, the other for Qwen3.5 sequence-classification auto support. They share only a broad transformers-auto-model theme, not the same concrete change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the broader auto-model registration request, so it is the better representative of the cluster, but it is not a duplicate of 44405.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different auto classes/tasks: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 support for AutoModelForSequenceClassification. 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": "issue", + "component_index": 12, + "component_count": 23, + "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": "51676599c5154ee1144475e289b9855657c2f9b4cfbc367b12a84f532b5be487", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4260, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4260, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is dominated by three near-identical, very sparse \"huggingface\" issues, plus one unrelated \"Fett\" issue. With so little body detail, I would treat the Hugging Face reports as likely related but not confidently duplicate-mergable.", + "confidence": 0.36, + "canonical_issue_reason": "issue:43859 is the best anchor among the near-identical Hugging Face reports because it is the latest and has some discussion activity, while the others are equally sparse.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43859 is the strongest issue candidate in this cluster due to recency and activity, but the evidence is thin and the report text is too generic to be confident.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no shared body/detail evidence; nothing indicates the same underlying bug." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no shared code or issue-target evidence; too little to treat as the same report." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "\"Fett\" is unrelated to the generic Hugging Face reports, and there is no concrete overlap beyond weak similarity signals." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Same short title, but the bodies are not available and there is no concrete symptom or target evidence to confirm a duplicate." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Identical generic titles are not enough here; the reports are too sparse to verify they describe the same underlying bug." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Identical generic titles, but no body, target, or file evidence ties them to the same actionable issue." + } + ] + }, + "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": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "1bd871b883c75805484d686da921beb8b86df4d5eec083739382d9f2f2e56764", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are closed, low-information issues with spammy or generic titles and no meaningful body context. There is not enough evidence to treat any pair as the same underlying bug or change, so no soft-edge merges are justified.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 44371 is the earliest generic placeholder in the spam-like subset and is as representative as any other, but the cluster is too noisy to support a strong canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "44371 is the least risky global representative only because it matches the repeated placeholder-spam pattern; 44418 is more descriptive but does not appear to be the same topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are placeholder spam titles, but there is no evidence of a shared underlying bug/change to merge." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same placeholder spam pattern, but still no concrete duplicate issue or shared fix target." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Generic spam placeholder versus a documentation-suggestion title; too little evidence they refer to the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "The titles are unrelated spam-like text and do not point to the same underlying bug or change." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A docs-enhancement title is not the same thing as a spam placeholder, and there is no shared bug/change evidence." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No indication these describe the same concrete problem; only broad low-quality similarity." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Identical placeholder titles, but the items contain no substantive context showing a real duplicate bug report." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Both are spam-like, but the titles do not establish a common underlying issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No concrete shared bug/change is visible; the similarity is only superficial spam-like wording." + } + ] + }, + "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": 23, + "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": "3203e9f0253c2eb00c99a62e9ff078dd8d23083ff595b50c26e7b6d420d106f6", + "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": "#45145 is still the best canonical issue because it is earlier and has an inbound reference, but the evidence for a duplicate relationship is only moderate: the packet shows identical titles, similar body sizes, and a soft-similarity signal, without directly proving the bodies are the same.", + "confidence": 0.87, + "canonical_issue_reason": "#45145 is the earlier report and has an inbound reference, so it is the most suitable canonical issue among the two.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest representative because it appears first and has some reference activity, while #45151 looks like a likely later repeat of the same report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The match is suggestive but not conclusive: identical titles and similar body lengths plus soft-similarity do not by themselves establish that the issues are the same underlying report or that one is definitively a duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice is reasonable, but the duplicate verdict is overstated. The packet only shows identical titles, similar body lengths, and a soft-similarity signal; it does not directly establish that the bodies are the same or that one issue is definitively a duplicate of the other. The summary should stay more conservative about the evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 23, + "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": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "e401ea2af0428e238386ecb03093919038f2a463b8821b9e4e0152319e972504", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate 4-bit inference bugs in related areas, but they do not look like the same underlying problem. One is a Gemma4/audio-module uint8 weight path hitting a torch.finfo TypeError; the other is a BitsAndBytesConfig skip-module regression that removes the default lm_head exclusion and raises an AssertionError.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45674 is the more general and clearly described regression, with a configuration-level failure mode and broader potential impact than the Gemma4-specific uint8/audio-module crash.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45674 is the best representative issue here because it states the concrete failure in a reusable way and is less model-specific than issue:45672.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Same broad theme (4-bit inference) but different bugs: one is a Gemma4/audio uint8 torch.finfo TypeError, the other is a BitsAndBytesConfig lm_head exclusion/assertion regression. Different code paths and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 23, + "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": "f5bd274e460d9eb71e5e1467876798976a7d382ec0044e5cc4d70644e7ef7be0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues appear to be unrelated personal-name posts, not duplicate bug reports or the same underlying problem.", + "confidence": 0.97, + "canonical_issue_reason": "Neither issue has substantive technical content; the titles refer to different names and dates, so there is no clear canonical duplicate relationship.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue in this pair is a good canonical example of a real bug report; both look like unrelated/non-technical entries.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different subject names and dates with no shared problem statement or technical details; 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": 23, + "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": "f505f813e39cfd1fde010f7ba057375b2d181beb0e80195a56225389de4318a8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues appear to be unrelated standalone entries, each consisting only of a different person\u2019s name and date. There is no evidence of a shared bug, request, code path, or duplicate reporting.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative for a duplicate set because they do not describe the same problem or any actionable software defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles reference different people and different dates, with no shared technical content or underlying issue to unify them." + } + ] + }, + "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": 23, + "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": "7514aa1b270815fc0feb117fd5e62e0198d09ffa9624855dbeca614740291f48", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "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 not duplicates: one asks for a new Qwen3_5 token-classification/value-model head, while the other requests FP8 training support. They involve different features and code paths.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical duplicate issue: these are distinct feature requests rather than the same underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46295 is the broader platform feature request and is the better representative of the cluster; 45810 is a narrower model-specific API addition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests: model-specific token-classification/value-model support vs FP8 training support. No shared fix or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 23, + "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": "c9bee04be5e265777d1372b79b6fd64fbc598695a04aca6a6351564d7887ddd8", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The set contains two clear exact-duplicate issue pairs: 45870\u219445871 and 45872\u219445873. Issue 45869 is only loosely related by theme and should stay separate; it is not the same underlying request as the example or service issues.", + "confidence": 0.94, + "canonical_issue_reason": "No single global canonical: the items split into two separate exact-duplicate issue pairs (45870/45871 and 45872/45873), while 45869 is a different dataset request.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the strongest representative issue overall because it has an exact duplicate partner (45873) and is the most concrete standalone request in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Related financial/data context, but this is a dataset listing versus an example request; not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as 45869\u219445870: thematically similar, but different request type and different underlying artifact." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact same title and same body length; these appear to be duplicate submissions of the same example issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial time series/DataForge, but one is an example issue and the other is a scraping-service request; not the same change/request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different issue topic: example prediction workflow versus scraping-service request." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different underlying request despite shared domain terms; these would not be merged into one issue." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different underlying request; 45871 is the example issue, while 45873 is the scraping-service issue duplicate pair." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact same title and same body length; these look like duplicate submissions of the same DataForge scraping-service issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the two exact-title, same-body-length pairs are treated as duplicates, and 45869 is kept separate as a different dataset request. The soft-edge verdicts are conservative overall, especially on the cross-pair rejections where the analyst avoids merging different request types." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 23, + "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": "6107f7abc4041e75f3dd876e7496381a348c44ce55996a8bef1ddf185e4f979b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related to static-cache handling in linear-attention/Qwen3.5 paths, but they describe different failure modes: one is a `KeyError` for `linear_attention`, the other is shape corruption during `early_initialization` leading to a `RuntimeError`. They are close, but not clearly the same underlying bug.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader mechanism (`early_initialization` corrupting linear-attention layers) and the concrete downstream failure mode, which is more informative for triage and fixing than a model-specific crash report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best representative for the cluster because it captures the likely root-cause class in a way that could apply across models, whereas 46441 reads as a specific symptom on Qwen3.5.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Reject: both involve static cache and linear-attention, but the reported failures differ materially (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`). They may be related, but they do not clearly describe the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 23, + "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": "3b2e30f271a9f617cd3e6550a01102fb327a5724011e9e835d529974e68192ab", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues appear to describe the same Wav2Vec2CTCTokenizer v5 bug report: they have identical titles, identical body length, and maximal soft similarity. #46551 is the better dedup anchor because it is the earlier closed report, while #46552 is the later open report with matching content.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #46551 is the earlier closed instance and the best dedup anchor for this matching report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46551 is the strongest representative issue because it is earlier, already closed, and matches #46552 exactly in title/body content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "The titles and body length are identical, and the soft similarity is maximal, so they very likely describe the same underlying bug report." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate call is plausible, but the writeup is a bit too definitive for the evidence. The packet only supports that the two issues have identical titles/body length and maximal soft similarity; it does not prove that #46551 is the \u2018original\u2019 or that #46552 is definitively an \u2018open duplicate.\u2019 Please soften the canonical/original language to something like \u2018earlier issue\u2019 or \u2018best dedup anchor,\u2019 and avoid asserting duplicate status as certain unless there is an explicit linkage." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 23, + "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": "f15257405ee859629bfe59abe9f7f9b31e68b1b0f97b991a1eba7fbca8850ca2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related only at a broad training-for-object-detection level. One reports a tensor size mismatch during training; the other reports out-of-memory after several epochs in RT-DETR v2. They do not appear to describe the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #46657 is the more concrete bug report: it names a specific failure mode (tensor size mismatch) that is easier to diagnose and map to a single code-path problem.", + "canonical_pr_reason": null, + "best_issue_reason": "#46657 is the best representative issue because it describes a distinct, actionable runtime error rather than a general training resource exhaustion symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Reject: the reports point to different failure classes\u2014shape mismatch vs. memory exhaustion\u2014and do not look like the same defect or fixable by one 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": 1, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "c44a20ede68dc4f8ec38202a468d7a0a9f2a645a85d74d50acf885bb74bf9f14", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related VibeVoice PRs, but they are not duplicates: one implements the base VibeVoice model, while the other adds a realtime variant plus acoustic tokenizer and broader integration changes. They overlap heavily because the second builds on the first, but they are not the same underlying change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the better canonical PR because it is the foundational VibeVoice implementation and covers the core model, docs, auto-mapping, and pipeline integration that the later realtime work depends on.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the best representative of the cluster since it is the more general and complete core implementation; PR #42781 is a narrower follow-on extension for realtime support.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject duplicate merge: #42781 is an extension of VibeVoice rather than the same concrete change. It adds realtime-specific behavior and a new acoustic tokenizer, so it would not plausibly be merged into #40546 as one PR without losing distinct scope." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 38, + "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": "12b0397a95491fd87695079bb3a135230b95a92749d598f0f8ca7a6491b373ea", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one adds TimesFM covariate forecasting support, while the other adds DINOv3 image classification support. They touch different models, different code paths, and different user-facing features.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for deduplication here; the PRs address unrelated features in different model families, so neither should subsume the other.", + "best_issue_reason": null, + "best_pr_reason": "If forced to pick a single representative artifact, PR #41224 is more self-contained and narrowly scoped, but it is not a duplicate of #40755 and should not be merged with it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and changesets: TimesFM covariate regression/forecasting versus DINOv3 image classification. They do not fix the same bug or implement the same change, and are not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 38, + "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": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-14", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267", + "pull_request:46744" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46744", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45655", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "da559e6edc5247a7d71bdc2af9b98e008ce35ec47c4d34c12edd4464ce3edf94", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 36838, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 36838, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs with coincidental keyword overlap. The only clear duplicate-like pair is the two `fixed_cross_entropy` patches (#43251 and #43254), which both add `weight`/`label_smoothing` support to the same code path and target the same issue.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "#43251 is the strongest representative of the only true duplicate pair: it directly fixes issue #43240 and implements the `cross_entropy` kwarg passthrough in `loss_utils.py`; #43254 is essentially the same change with slightly less context.", + "best_issue_reason": null, + "best_pr_reason": "#43251 is the best single PR to represent the cluster because it is the clearest, most complete version of the only substantive duplicate change in the set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Both are model-related, but they target different models and different missing functionality; not the same underlying change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "One adds tokenizer methods, the other adds export tests; unrelated code paths and goals." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Both improve model loading, but they cover different multimodal model families and different fixes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Different domains: loss-function kwarg passthrough vs adding a new model package." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility change versus Mistral4 test/model work; no shared concrete bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Both are test-related, but they validate unrelated features in different areas." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch dynamic-shape export test is unrelated to MobileLLM model addition." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition and config-resolution fix are unrelated changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Different model implementations and different objectives; not mergeable as one fix." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill have no shared code-path bug or change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Different models and different issues; only broad output-interface similarity." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and `layrnorm` renaming are distinct bugs in different subsystems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test work and chat parsing overhaul are completely separate changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46744", + "accept": false, + "reason": "Model test fixes and Apple-silicon docs update are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests and TDT loss kernel integration are different features with no shared concrete bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Shared auto-modeling filename is incidental; one is a model fix and the other is a model-creation skill/documentation PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "A new model implementation and a model-creation skill are not the same underlying change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes do not overlap with the config-resolution ordering bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Different areas entirely: model tests versus chat response parsing/serve changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46744", + "accept": false, + "reason": "Unrelated: model test fixes versus docs for MPS/safetensors loading." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "No shared bug or code path; one is Mistral4 test cleanup, the other adds a new loss kernel." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "The overlap is only superficial via auto/modeling files; the change sets are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition and model-creation skill are different artifacts and not duplicates." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "No shared concrete issue; only both touch core modeling code." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs patch the same `fixed_cross_entropy` function to pass supported `cross_entropy` kwargs (`weight` and `label_smoothing`) and both point to issue #43240; they are the same underlying fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the only clearly supported duplicate-like pair is #43251/#43254, which share the same file and issue target and both patch `fixed_cross_entropy` to pass supported kwargs. The other pair verdicts are conservative and do not overclaim mergeability or shared bugfixes based on the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 38, + "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": "5c414ff86b340de097fef0978d43ff56886bfc3f841d946c21b92f3212fbae5b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two unrelated workflow-maintenance PRs: one upgrades several GitHub Actions for Node 24 compatibility, the other bumps docker/build-push-action to v6 in Docker image workflows. They overlap in some files but not in concrete change intent or code path.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: PR 42975 is a broad Actions-version refresh for Node 24 compatibility, while PR 42976 is specifically about upgrading docker/build-push-action in image build workflows.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other; if forced to pick a representative for the cluster, 42975 is the broader and more general workflow-upgrade PR, but the cluster should not be merged as duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Same general area (GitHub Actions workflows) and overlapping files, but the concrete changes differ: 42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while 42976 upgrades docker/build-push-action for Docker image builds. These are separate maintenance changes and would not plausibly be one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 38, + "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-42978-7", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46562", + "pull_request:46658", + "pull_request:46705" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:42978|pull_request:46705", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43448|pull_request:46705", + "pull_request:43451|pull_request:45490", + "pull_request:43451|pull_request:46705", + "pull_request:45490|pull_request:46562", + "pull_request:45490|pull_request:46705", + "pull_request:46562|pull_request:46658" + ], + "prepared_review_unit_hash": "93f41f95b990d9703bdf7d8f500984ad59e9c5d87ecbc45cf5cfb3209d144cf8", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 12, + "serialized_chars": 24618, + "estimated_input_tokens": 6155, + "estimated_eval_tokens": 12566 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 12, + "serialized_chars": 24618, + "estimated_input_tokens": 6155, + "estimated_eval_tokens": 12566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly unrelated model additions and one distributed-config infra change. The only superficially close pair is the Step3p7 Flash PRs, but they are not the same mergeable change: one is the actual library integration, the other is WIP demo/conversion scaffolding.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for a duplicate cluster: the items span different models/features. The closest candidate is 46562 because it is the substantive Step3p7 Flash integration, but it is still distinct from 46658.", + "best_issue_reason": null, + "best_pr_reason": "46562 is the strongest standalone PR in the set because it contains the real model implementation, docs, and tests; the nearby 46658 PR is mostly auxiliary WIP/build-demo machinery rather than the same code change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models (ViT NEPA vs Molmo). Shared docs/auto-registry edits are generic model-addition boilerplate, not the same bug or change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo2) with only generic registration/doc overlap." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Unrelated architectures and tasks: vision model addition vs time-series model addition." + }, + { + "left": "pull_request:42978", + "right": "pull_request:46705", + "accept": false, + "reason": "Model addition vs distributed-config infrastructure; no shared concrete code-path problem." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by name but are distinct model integrations with different files and behavior; not one mergeable duplicate." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families (Molmo vs CTSM), only broad repo boilerplate overlaps." + }, + { + "left": "pull_request:43448", + "right": "pull_request:46705", + "accept": false, + "reason": "Model integration vs distributed-config infra; no same underlying change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model additions (Molmo2 vs CTSM) and different code paths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46705", + "accept": false, + "reason": "Molmo2 model addition is unrelated to distributed configuration changes." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 Flash are different model additions; shared auto-registry/doc edits are not duplicate evidence." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46705", + "accept": false, + "reason": "CTSM model addition vs distributed-config infra; no duplicate relationship." + }, + { + "left": "pull_request:46562", + "right": "pull_request:46658", + "accept": false, + "reason": "Both reference Step3p7 Flash, but 46562 is the actual model integration while 46658 is WIP conversion/demo and mini-model scaffolding; they are not the same concrete change and would not 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": 7, + "component_count": 38, + "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-43291-8", + "nodes": [ + "pull_request:43291", + "pull_request:43498", + "pull_request:43665", + "pull_request:44815", + "pull_request:45114", + "pull_request:46380", + "pull_request:46539", + "pull_request:46579" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43498|pull_request:46579", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46579", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46579", + "pull_request:45114|pull_request:46579", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46579" + ], + "prepared_review_unit_hash": "030974bc26d78ec751b33967a4f00101f66612e913bd28675e5b19643be267e3", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23163, + "estimated_input_tokens": 5791, + "estimated_eval_tokens": 11838 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23163, + "estimated_input_tokens": 5791, + "estimated_eval_tokens": 11838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly unrelated despite superficial soft-similarity signals. They span Whisper tokenization/tests, deprecated API aliasing, vision model tests, FP8 dequant/loading, generation watermarking validation, CI/integration-test plumbing, and typo/doc cleanup.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a true duplicate canonical here; the similarities are broad labels or overlapping test/model files, not the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46579 is the broadest and most representative code-maintenance sweep in the set, but it still should not be treated as a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer/test fix vs CLIP/ViT test edits; different models and different failure modes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper timestamp decoding work vs FP8 dequant/model-loading changes; unrelated code paths." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper decoding changes vs generation watermarking validation fix; different subsystems and bugs." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46579", + "accept": false, + "reason": "Backward-compat alias for tie_weights is a specific API change, while 46579 is a broad typo cleanup sweep." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Placeholder test edits for CLIP/ViT vs Phimoe integration-test CI plumbing; not the same underlying issue." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Model test tweaks vs dequantization/loading fix; only superficial testing/modeling overlap." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Unrelated test-file edits vs generation config validation bugfix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46579", + "accept": false, + "reason": "Test-only placeholder changes are not the same as a repo-wide typo/documentation cleanup." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequant/model-loading logic vs Phimoe CI/test infrastructure; different bug categories." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 quantization/dequantization fix vs watermarking_config validation fix; unrelated paths." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46579", + "accept": false, + "reason": "Shared filenames do not make these the same change; one is FP8 correctness, the other is typo cleanup." + }, + { + "left": "pull_request:45114", + "right": "pull_request:46579", + "accept": false, + "reason": "Doctest/documentation adjustments vs typo cleanup across code; not the same underlying fix." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking validation fix vs Phimoe integration-test CI workaround; unrelated problems." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46579", + "accept": false, + "reason": "Generation config correctness fix vs code typo sweep; only broad repository overlap." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 38, + "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": "1d7d4a379ae9f2feaed9b112e7810082941b04b7fc186706414ea991cba36b6a", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are \"don't merge\" repository-test / workflow-demo changes, but they target different code paths and should not be clustered as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "No PR is a true duplicate canonical for the others; if one representative must be chosen, #43532 is the broadest test/demo change and touches the most files, but it is still not the same change as the other two.", + "best_issue_reason": null, + "best_pr_reason": "#43532 is the best representative of the cluster because it has the widest scope and clearest multi-file test/workflow demo intent, whereas #43488 and #46747 are narrower and unrelated changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Both are repo-test PRs, but #43488 changes packaging/version/dependency setup while #43532 changes CI workflows and testing utilities; they do not fix the same underlying bug or implement the same change." + }, + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "#43488 is about setup/version/dependency edits and a Vit test; #46747 is a security-gate workflow trigger change. Different concrete code paths and unrelated goals." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "#43532 is a broad CI/comment/diff-display test change, while #46747 only changes the PR security-gate workflow trigger. Similar repo area, but not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 38, + "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": "d3fa093c7bba168ea55642382bda5d15f934c7cc19cc9bb8b9c51bda372b0720", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but distinct PRs for two different segmentation pipelines; they share scaffolding and docs patterns, but they target different features and code paths.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43613 is the broader anchor: it adds the Promptable Visual Segmentation pipeline with more model integrations and test coverage, so it is the more representative PR for the shared segmentation-pipeline work.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the best representative PR in this cluster because it covers the wider visual-segmentation variant and includes the most complete integration surface; #43612 is a separate concept-segmentation feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Do not merge: despite similar scaffolding and overlapping docs/registration files, these implement different pipelines ('Promptable Concept Segmentation' vs 'Promptable Visual Segmentation') with different model backends and are not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 38, + "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": "d4aff849cfde022c8547f04e477b3f54f8c8c71a7e69315f1d42db5bfde6bea2", + "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": "Two open PRs touch `src/transformers/trainer.py`, but they address different trainer extension points: gradient-accumulation loss scaling vs. signature-column filtering for custom/PEFT models. Same subsystem, not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: PR #43651 changes how loss is scaled during training, while PR #43663 refactors how allowed input columns are derived from the model signature. They are distinct fixes/enhancements.", + "best_issue_reason": null, + "best_pr_reason": "If one PR must represent the cluster, #43651 is the more self-contained behavior change with a concrete training-path impact; #43663 is a separate refactor of data-column filtering.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Reject: both modify `trainer.py`, but one is about loss scaling in `training_step` and the other about signature-column inspection for filtering inputs. Different code paths and different intended fixes, so they are 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": 11, + "component_count": 38, + "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": "afd9de36568919b974a88e4fbfffd40184ad95bd63d00a344a91fa4228b56ae0", + "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 in the same CLI file address similar TypeAdapter-related errors, but they appear to fix different NameError paths and target different issues, so they should stay separate.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the more precise and minimal fix: it directly handles the pydantic/TypeAdapter import being absent at runtime while keeping typing support via TYPE_CHECKING.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the strongest representative of the cluster because its symptom, cause, and patch are tightly aligned and narrowly scoped.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Both touch src/transformers/cli/serve.py and mention TypeAdapter, but 43656 appears to address a broader annotation/NameError cleanup while 43842 specifically fixes the pydantic-not-installed path; they are not clearly the same concrete bug and would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 38, + "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": 38, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44722", + "pull_request:44068|pull_request:44116", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", + "pull_request:44059|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43997|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "7635f1e123083d012a7bf870b376c2fe23f6431c954e8cca9f47ba8c18f9686f", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84896, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75092, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of model-specific output-tracing refactors. The only strong duplicate subgroup is GPT-Neo (44018/44068) and GPTJ/CodeGen (44066/44722). PR 44085 shares the GPTJ file and #43979 target, but the packet does not establish it as the same change as 44066, so that edge should be rejected.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44722 is the clearest representative of the actual GPTJ/CodeGen duplicate subgroup: it targets the same #43979 refactor, touches the same GPTJ and CodeGen files, and appears to be the most complete/latest version of that concrete change.", + "best_issue_reason": null, + "best_pr_reason": "PR #44722 is the best overall representative of the accepted duplicate subgroup because it captures the full GPTJ/CodeGen standardized-output refactor and is the strongest anchor for triage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Same output-tracing theme, but different model/file scope and no evidence of the same patch." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model implementations; shared standardized-tracing theme only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": false, + "reason": "Same GPTJ file and #43979 target, but 44066 also changes CodeGen and the packet does not show 44085 as the same rewrite." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model files and code paths; only the general output-tracing refactor theme overlaps." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model files; same refactor theme only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model code paths; same output-tracing initiative, not the same change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model implementations; only the shared tracing refactor pattern overlaps." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model files and code paths; not the same concrete refactor." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model files; same broad decorator-based tracing theme only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo file and the same output-tracing rewrite; 44068 looks like the later direct rewrite of 44018." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "Different model files; both are output-tracing refactors, but not the same one." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different model families and files; same broad output-tracing pattern only." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model files and code paths; not the same underlying change." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model files; shared output-tracing theme only." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model files and code paths; same refactor motif only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "Different model implementations; only the output-capture refactor pattern is shared." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "Different models/files; same broad tracing refactor theme only." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo versus GPTJ/CodeGen; same framework change, different concrete code path." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "Different model files and code paths; not the same fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "Different model files; same output-tracing theme only." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model files and code paths; not a duplicate." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model implementations; only the decorator-style refactor theme matches." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model files and code paths; same broad refactor motif only." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "Different model implementations; same output-handling theme only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model files; same output-tracing initiative only." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and files; not the same concrete change." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Different model files and code paths; not the same refactor." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model files; same standardized-output theme only." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Different model files and code paths; only the general tracing refactor overlaps." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model implementations; not the same underlying change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "Different model files and code paths; same broad refactor theme only." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model files and code paths; not a duplicate." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "Different model implementations; same output-tracing pattern only." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "Different model files and code paths; not the same change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model files; same tracing-refactor theme only." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "Different model files and code paths; not the same fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "Different model files; shared issue-style refactor theme only." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "Different model implementations; only the standardized-refactor theme overlaps." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "Different model files and code paths; not a duplicate." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "Different model files and code paths; same broad output-handling theme only." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "Different model files; same refactor motif only." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model files and code paths; not the same change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "Different model files; same output-tracing theme only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "Different model files and code paths; not a duplicate." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "Different model implementations; only the standardized-refactor theme matches." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "Different model files and code paths; not the same underlying change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "Different model files and code paths; same broad output-capture theme only." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model implementations; not a duplicate." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "Different model files and code paths; same generic output-handling pattern only." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "Different model files and code paths; not the same fix." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "Different model implementations; only the output-tracing theme overlaps." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge verdict is too strong: treating PRs 44066 and 44085 as the same change is not supported by the packet. They share the GPT-J file and issue target, but 44066 also includes CodeGen and the packet does not establish that 44085 is a rebased/re-titled version of it. Also, some rejection reasons are a bit overstated (for example, 44066 vs 44085 are not different model families/files). Keep the duplicate claims more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 38, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "12160d94c66ba86430a6188d3427432c12ce0f33b4853c8e225c7e0b5963947d", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84896, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a set of model-specific PRs migrating different Transformers models to the new standardized output-capture / tracing machinery. They share a theme, but each changes a different model implementation, so they are not duplicates of one another.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44056 is a strong canonical representative because it clearly introduces the capture_outputs pattern plus the model\u2019s _can_record_outputs mapping, which is the common refactor pattern seen across the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 44056 is the best single representative of the cluster because it most clearly expresses the shared change class: migrating a model to standardized output tracing via capture_outputs and per-layer output recording hooks.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are the same broad refactor pattern, but they target different models (FocalNet vs ImageGPT) and different code paths, so they are not the same underlying change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are separate model implementations; these are parallel output-tracing refactors, not one mergeable bug fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both migrate output tracing, but MPNet and VisualBert have distinct model code and hooks, so they do not look like the same concrete change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are model-specific refactors for different architectures (MPNet vs TextNet), not the same underlying bug or code-path change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations; the PRs share only the generalized output-capture theme." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both touch output collection in different models, but SqueezeBert and SpeechT5 have different forward paths and fixes, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 38, + "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": "b2bc39db0f139378c858503ad0e91fc3db3d7c59a77ca640d24cc78ca1d2910b", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40169, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40169, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are model-specific output-tracing refactors across different architectures, not duplicate fixes. They share a common theme (adding can_return_tuple / output capture plumbing) but target distinct code paths and should not be merged together.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the most representative of the shared refactor pattern: it spans both mamba and falcon_mamba and introduces the output-capture plumbing centrally, rather than just adjusting one model wrapper.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 best captures the cluster\u2019s underlying change style and has the broadest concrete scope among the PRs shown, so it is the strongest representative PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but different model families and forward paths; not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are output-tracing refactors, but they touch different models and code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different architectures; this is only a similar can_return_tuple-style refactor." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and different concrete tracing logic; not mergeable as one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Same general refactor motif, but unrelated model implementations." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Distinct models with separate forward implementations; only the refactor pattern is shared." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Same output-tracing theme, but not the same bug or code path." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; these are parallel refactors, not duplicates." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "They both modernize outputs, but on unrelated encoder/decoder vs. MobileNet code paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model architectures; no shared concrete fix beyond the refactor pattern." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Unrelated models; same tracing refactor style but not the same underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different code paths and output contracts; not a duplicate fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and implementation details; too broad to be one PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Both are output-tracing refactors, but for different multimodal vs. depth models." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and forward semantics; only the refactor pattern matches." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Not the same concrete bug/change; they apply to different model stacks." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Similar tracing cleanup, but distinct model implementations and outputs." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures; shared output-tracing modernization only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate code paths in different model families; not a single fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Both are model refactors, but they target unrelated architectures and output shapes." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different models and different forward/caching logic; not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Same refactor family, but unrelated model code paths and outputs." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model implementations; the similarity is only the output-tracing cleanup." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Not the same bug or change; these are separate model-specific refactors." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different architectures and forward logic; only the refactor motif overlaps." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Different composite models; similar can_return_tuple migration but not one concrete change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Distinct encoder/decoder vs. depth models; not duplicates." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Separate model families with independent output-tracing adjustments." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and code paths; 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They share only broad Transformers plumbing files, not the same concrete feature or code path.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45401 is the better representative if one must be chosen: it has an explicit issue target and a narrower, well-scoped Voxtral TTS feature addition. PR 44662 is a separate PenguinVL model integration with no issue target.", + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the stronger standalone PR candidate for triage because it is tightly scoped to a single model family and links to a tracking issue; PR 44662 is a distinct model implementation and should not be merged with it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions for different code paths (PenguinVL vs Voxtral TTS). Shared auto/docs files are generic scaffolding, not evidence of the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 38, + "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": "cd0f1e4f8f62e7e543a32ba846f27d4ed71184eace186f65443137a000fd74be", + "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 two pull requests are related to model/module fusion, but they target different layers and different concrete changes: one adds a generic module fusion API, the other adds KernelConfig-driven n-to-1 kernel fusion integration. They are not duplicates of the same underlying fix/change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44979 is the broader, more foundational change: it introduces the generic Module Fusion API and tests, which is the clearest representative if this cluster is being anchored on fusion infrastructure.", + "best_issue_reason": null, + "best_pr_reason": "PR #44979 is the best single representative because it defines the reusable fusion API rather than one specific KernelConfig integration path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related theme, but not the same patch: #44979 adds a generic module fusion API, while #45363 implements n-to-1 kernel fusion via KernelConfig and touches different integration codepaths. They would not plausibly be merged as one PR without collapsing distinct design work." + } + ] + }, + "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": 38, + "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": "5e18eeb54801b51915127ba693f8366b6505cf34bcd49d07b9c9178ff066ebcb", + "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 PRs address the same Mistral regex patch AttributeError in the same file and target the same issue; 45317 is the more complete version because it adds tests.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45317 is the better canonical PR because it contains the same core fix as 45086 plus test coverage, making it the more complete and merge-ready change.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45317 is the strongest representative of this bugfix: same code-path fix, same issue target, and it includes tests, so it better captures the full resolution.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "These are the same underlying bugfix in _patch_mistral_regex: identical code-path change in tokenization_utils_tokenizers.py for the same issue target, with 45317 adding tests. They could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 38, + "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-45115-3", + "nodes": [ + "pull_request:45115", + "pull_request:45569", + "pull_request:46565" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569", + "pull_request:45569|pull_request:46565" + ], + "prepared_review_unit_hash": "09af72a156b8626f9f6f6684ba5e9eaab79eb48f68af26f36fbd27f008ee7cd6", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 9123, + "estimated_input_tokens": 2281, + "estimated_eval_tokens": 4818 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 9123, + "estimated_input_tokens": 2281, + "estimated_eval_tokens": 4818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a broad Nemotron naming/refactor level, but they are not the same concrete change. PR 45569 is the main NemotronH split/refactor, while 45115 is a narrower conversion-mapping update and 46565 is a separate Nemotron 3.5 ASR model add-on.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the best representative of the NemotronH work because it contains the core architectural split into nemotron_h_dense/nemotron_h_sparse plus the associated modeling, auto-mapping, docs, and tests changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the most central and comprehensive change in the cluster; the others are either a narrow preprocessing/mapping follow-up (45115) or a different model family entirely (46565).", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Both touch NemotronH code, but 45115 only adds checkpoint conversion key renames while 45569 performs the larger split/refactor into dense and sparse variants. They are related, not the same fix or mergeable duplicate PRs." + }, + { + "left": "pull_request:45569", + "right": "pull_request:46565", + "accept": false, + "reason": "These target different code paths and model families: NemotronH restructuring versus a new Nemotron 3.5 ASR streaming model. Shared repository areas are incidental, not evidence of the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 38, + "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": "61af55f65c4dbc4cbe34a6f4aaf1ab7039a5d9603950169a40f570c4984224b8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are open PRs for the same broader heterogeneous-model feature area, but they are not duplicates: one is config-layer support and the other extends that into model/cache/masking behavior. The larger PR is the better representative of the cluster.", + "confidence": 0.72, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue is present. PR 45332 is the best canonical PR because it is the broader umbrella change: it covers heterogeneous per-layer handling and also downstream modeling/cache integration, making it more representative than the config-only PR.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the strongest representative of the cluster because it subsumes the per-layer config work and adds the concrete model-path changes that make the feature usable end-to-end.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same underlying change: 45333 is per-layer config support only, while 45332 adds broader heterogeneous modeling/cache behavior. They could coexist in one roadmap, but they are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 38, + "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": "f0d5cde99280f34a251f583cd6a2759476e63b6ebff4c44834ccb8a0b28e6a43", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are typing-related pull requests, but they are not the same change: PR 45415 is a broad type-checking sweep across many transformers modules, while PR 45425 adds specific typing protocols/aliases and related fixes in a smaller set of files. Shared filenames are incidental, not evidence of a single concrete bug or patch.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45415 is the broader umbrella typing cleanup and is the better representative of the cluster\u2019s general direction.", + "best_issue_reason": null, + "best_pr_reason": "PR 45415 is the most representative single PR for the overall typing effort, but it should not be merged with 45425 as a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but they target different concrete changes: 45415 is a wide mypy/type-checking pass over many modules, while 45425 introduces new typing protocols and helper aliases. They are not the same underlying fix and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "d53d1f6845d1858f92fb90c064c0ccef1d979b5d6b0927790d074ddedd8c3f40", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4949, + "estimated_input_tokens": 1238, + "estimated_eval_tokens": 2732 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4949, + "estimated_input_tokens": 1238, + "estimated_eval_tokens": 2732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs address different cache/forward bugs in different model families: Qwen3.5/OLMo linear attention versus Mamba2 CUDA kernel cache handling. They are not duplicates or the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes fix unrelated code paths in different architectures, so neither can stand in for the other.", + "best_issue_reason": null, + "best_pr_reason": "PR 45513 is the better representative of the cluster only because it is the broader multi-model cache fix with more touched files and discussion, not because it matches PR 46084.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different bugs and code paths: 45513 fixes multi-token cached forward for Qwen3.5/OLMo linear attention, while 46084 fixes Mamba2 use_cache for seq_len > 1 in its CUDA kernels. They are not plausibly 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": 22, + "component_count": 38, + "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": "138904217af88ac98fa5d11c4028c7078a2b629b40e3645c157b06cda94efdca", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related Expert Parallelism fixes, but they target different bugs: one addresses loading/serialization with accelerate + ZeRO-3, the other fixes expert weights being overwritten during FSDP2-style broadcast. They should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR as a duplicate anchor: PR 45662 and PR 45548 fix different concrete EP loading paths. If a representative is needed, 45662 is the stronger choice because it targets the more explicit overwrite bug and has the broader code-path fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the better representative of the cluster because it fixes a specific, clearly described EP failure mode in the loading path and includes the more substantial code changes. PR 45548 is narrower and about a different loading/serialization issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both are EP-related, but 45548 fixes distributed_config serialization and accelerate/ZeRO-3 loading, while 45662 fixes rank-0 broadcast overwriting experts under FSDP2. Different underlying bugs and not plausibly one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 38, + "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": "900d667930ecf1e28991c633de1f23f2f5eb333c1ec33a8a1c70a40330c26846", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist collision problem for patched-testing debug logs/captured_info artifacts. PR 45645 appears to be the more complete fix, extending the code change to CI log collection as well as the testing utility changes.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe output handling plus the follow-up workflow changes needed to read multiple captured_info files in CI.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best representative of the cluster since it addresses the underlying captured_info/xdist artifact problem end-to-end, not just the file-writing side.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same underlying captured_info xdist-collision bug in the patched testing logs path. 45645 looks like the broader superset, but 45639 is still the same change family and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "baaca13968516f0af4f903a6ef8afe2b3f520dff7841c58520abc1e8107d4703", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7249, + "estimated_input_tokens": 1813, + "estimated_eval_tokens": 3882 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7249, + "estimated_input_tokens": 1813, + "estimated_eval_tokens": 3882 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two unrelated transformer linter PRs overlap on some of the same model files, but they fix different code paths: TRF003 adjusts forward/return_tuple behavior, while TRF018 changes weight initialization patterns.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46259 is the better representative for the cluster because it is the broader, more self-contained linter rule change and touches more files across the modeling init path.", + "best_issue_reason": null, + "best_pr_reason": "PR #46259 is the strongest standalone candidate because it addresses a concrete modeling initialization rule across multiple architectures, with a coherent scope and clear code-path impact.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Do not merge: these target different lint rules and different behaviors. #45720 changes forward signatures/tuple return handling, while #46259 modifies _init_weights initialization logic. Overlapping filenames alone is not enough to make them 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": 25, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "2a16ba26b33d95bdeb03805086a05fc5dcf1f28c932193db7c0cc7145867493e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are not duplicates: #45932 is a mixed implementation/CI tweak PR with model code and workflow changes, while #46100 is a test-migration PR focused on kernel/model tests. They do not appear to fix the same underlying bug or implement the same change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45932 is the better representative only because it contains the broader substantive code changes and touches the main implementation path; #46100 is mostly test migration and does not match its scope.", + "best_issue_reason": null, + "best_pr_reason": "#45932 is the most central PR in the cluster by impact and scope, but it should still not be treated as a duplicate of #46100.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Reject: #45932 updates model implementation/configs and CI secrets/workflow, while #46100 adds/relocates tests and DDP test config. Different underlying changes and code paths; not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 38, + "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": "4ce981eca199c781dfb64dafce24e9c4a06b91a98709e540bc89fe37588dcc2b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5524, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5524, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related in topic area, but they are not the same concrete change. PR #46126 is a focused EP + Trainer integration feature, while PR #46269 is a broad distributed-branch base touching many unrelated distributed subsystems; the overlapping files look incidental rather than evidence of a mergeable duplicate.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46126 is the more specific, self-contained change with a clear code-path target (EP routing + Trainer integration). #46269 is a broad base/integration branch spanning many areas, so it is a poorer canonical representative for a duplicate cluster.", + "best_issue_reason": null, + "best_pr_reason": "#46126 is the best standalone PR in this pair because it has the clearest single purpose and the most coherent change set. #46269 is too broad and multi-purpose to serve as the best representative of the underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Do not merge: the shared distributed filenames are not enough to show the same underlying bug or change. #46126 is a specific EP/trainer feature, while #46269 is a much larger distributed foundation branch that likely contains or precedes many of the same files but addresses a different scope." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46504|pull_request:46716" + ], + "prepared_review_unit_hash": "d797398db52ff14f90240bb3a2871ff9c828cc08a1d077533a0848163493144b", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25928, + "estimated_input_tokens": 6482, + "estimated_eval_tokens": 13220 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25928, + "estimated_input_tokens": 6482, + "estimated_eval_tokens": 13220 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is heterogeneous: most PRs are unrelated workflow chore edits, and the pr-ci-security-gate items are related only at a broad security-hardening level, not as duplicate fixes. I would not merge any of the soft-edge pairs as true duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46554 is the most substantive and central item in the only semi-related subgroup: it makes the PR CI security gate actually inspect the PR diff and reject workflow/CI-infra changes. The other PRs are smaller, separate workflow tweaks.", + "best_issue_reason": null, + "best_pr_reason": "#46554 is the best representative PR in the set because it is the clearest concrete behavior change and the closest thing to a hub among the security-gate edits. The remaining PRs are isolated maintenance changes in different workflows.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different fixes: stdin handling in self-comment CI vs security-gate logic in pr-ci-security-gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow changes; one adjusts stdin usage, the other changes PR CI gate permissions/flow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and different changes; no shared concrete bug or code path." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Self-comment CI message piping is unrelated to pr-ci-security-gate secrets handling." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and unrelated fixes; not the same underlying change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH-runner hardening and benchmark_v2 trigger changes are distinct workflow updates." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows with different fixes; no duplicate bug/change here." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH-runner environment cleanup vs assign-reviewers checkout ref change are unrelated." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different problems; one hardens SSH runner, the other changes PR CI gate behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "No shared concrete bug; SSH-runner token cleanup is unrelated to PR CI gate permissions." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and unrelated modifications; not the same change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Anti-slop permission cleanup is unrelated to assign-reviewers checkout ref correction." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and fixes; not a single underlying bug or patch." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Only broad GitHub Actions maintenance overlap; the concrete changes are unrelated." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers checkout ref and benchmark_v2 dispatch trigger are different workflow concerns." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different behavior changes; no duplicate fix." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "No shared concrete bug; one edits reviewer assignment checkout, the other PR CI security gating." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark dispatch trigger and build-ci Docker image message handling are unrelated." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and unrelated code paths; not mergeable as one fix." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Both touch GitHub Actions, but they fix different workflows and different issues." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Build-ci Docker message parsing is unrelated to PR CI security-gate permission changes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different concrete changes: diff-based security checks vs job permissions/approval gating. Too broad to treat as duplicates." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Both modify the same workflow, but one adds security checks while the other swaps to a reusable workflow/comment; different changes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Different security-hardening actions in the same workflow file, but not the same underlying fix." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Both are pr-ci-security-gate edits, but they address different aspects of the workflow and could not be treated as one duplicate fix." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Job permissions/approval logic and secrets removal are separate hardening changes, not the same change." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Reusable-workflow note/comment change vs secrets: {} are different edits with different intent." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Build-ci Docker image shell handling is unrelated to PR CI security-gate workflow wiring." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and unrelated fixes; no duplicate underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "a4034afcd1c491d01bd82f26f8868724cd7a8aff3da2e9c94c4d6d7453364579", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a broad theme of removing brittle file-open source inspection, but they change different code paths in different modules, so they are related refactors rather than duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for duplication: one changes import_utils module-resolution logic, the other changes modeling_utils attention-implementation detection; they are separate fixes.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the better standalone representative because its target is explicit, it includes a test change, and its scope is narrowly defined to one concrete heuristic in modeling_utils.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Same general refactor theme, but different functions, different modules, and different failure modes; not the same underlying bug and not something that would naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 38, + "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-46154-2", + "nodes": [ + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "2739f3a669785218f1f5468d6420ab13b21b21d78e502656f9b57368f005fe1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5700, + "estimated_input_tokens": 1425, + "estimated_eval_tokens": 3106 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5700, + "estimated_input_tokens": 1425, + "estimated_eval_tokens": 3106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are PRs adding SDPA dispatch support, but they target different model families and largely separate code paths. They are similar in theme, not duplicates of the same underlying change.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46196 is the better canonical PR because it is the broader, more central implementation across several wav2vec2/related audio models, while #46154 is a narrower T5-only change.", + "best_issue_reason": null, + "best_pr_reason": "PR #46196 best represents the cluster\u2019s theme of adding SDPA dispatch support across model implementations; it has the wider scope and is more likely to anchor related follow-up work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "Same high-level feature area, but different model families and different concrete code paths. They are not the same fix 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": 31, + "component_count": 38, + "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-46173-2", + "nodes": [ + "pull_request:46173", + "pull_request:46474" + ], + "soft_pairs": [ + "pull_request:46173|pull_request:46474" + ], + "prepared_review_unit_hash": "8ac88de891156efc041ae6eac2ff2b6f957f37c7ee42f44803b224f91f9b44ec", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3631, + "estimated_input_tokens": 908, + "estimated_eval_tokens": 2072 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3631, + "estimated_input_tokens": 908, + "estimated_eval_tokens": 2072 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests make the same code change in `src/transformers/cache_utils.py` to widen `StaticLayer.get_seq_length` from `int` to `int | torch.Tensor`; they are near-duplicate implementations of the same fix for issue #45987.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46173 is the better canonical representative because it is the earlier, more explicitly titled version of the same fix and already points to the tracking issue #45987.", + "best_issue_reason": null, + "best_pr_reason": "PR #46173 is the strongest standalone representative of the change: it contains the same minimal patch, the same target issue, and a clearer description of the intended fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "Same underlying bug fix, same file, same diff hunk, and same explicit issue target (#45987); these are functionally duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs touch the same file, make the same type-annotation change for `StaticLayer.get_seq_length`, and both explicitly target issue #45987. The canonical-pr rationale is also conservative and supported by the titles/metadata. No overstatement beyond the visible diff evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 38, + "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-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": 33, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:46546" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:46546" + ], + "prepared_review_unit_hash": "644ca2261e9e8ad895b91b600d8cfc3217a8ad211cb5c4710e10fe39e21cabb1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4849, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4849, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same off-by-one bug in the Moonshine streaming sliding-window mask: the right window boundary should be inclusive. PR #46546 is the broader, more complete change and subsumes #46310.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46546 is the better canonical PR because it contains the same Moonshine streaming boundary fix as #46310, adds the related test coverage, and is the more complete superset of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR #46546 is the best representative because it addresses the same concrete bug, includes validation/tests, and covers the same fix with broader implementation context than #46310.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Same underlying off-by-one right-window boundary bug in the Moonshine streaming mask; #46546 includes the same fix and adds tests, so these are effectively the same change family." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "4377816718281babaa86fe588ce80a0b184db64a86e7c67a2a0f47ac871ecb4c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5938, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5938, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one adds multimodal support to continuous batching infrastructure, while the other adds a specific HunYuan VL model implementation and docs/tests. They touch different code paths and are not plausibly mergeable into one PR.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46417 is the better canonical PR because it is a focused, concrete model addition with substantial implementation, docs, and test coverage, making it a clearer standalone change than the broad draft infrastructure PR.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46417 is the strongest representative of the cluster since it is more complete and self-contained; pull_request:46376 is a separate, broad groundwork change for continuous batching multimodal support.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different underlying changes: 46376 is about continuous batching multimodal infrastructure, while 46417 adds the HunYuan VL model stack and associated docs/tests. They do not fix the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 38, + "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": "b1add8a0306d7ad078fa8630555ec0fc18b7d2733c0fe58d0759580f64822c99", + "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 PRs are not duplicates: one fixes CodeLlama decode-time stripping, the other fixes AutoTokenizer class selection for specific DeepSeek checkpoints. They touch different code paths and model families.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs solve different bugs in different tokenizer subsystems, so neither can stand in for the other.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for the cluster; 46574 is a model-specific decode fix, while 46580 is a checkpoint-prefix routing fix, so the cluster is not one coherent change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying issues: CodeLlama decoder initialization/strip behavior versus AutoTokenizer checkpoint-class override for DeepSeek models. They are not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 36, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46603-2", + "nodes": [ + "pull_request:46603", + "pull_request:46604" + ], + "soft_pairs": [ + "pull_request:46603|pull_request:46604" + ], + "prepared_review_unit_hash": "3b0c65b9758cf2d139ab6322989c16cd295ba1128bc848289165e745ed84dc4d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5494, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5494, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related to Mistral tokenizer support, but they address different changes: one is a refactor/move of the existing MistralConverter, the other adds new tekken tokenizer detection/conversion/save utilities. Shared files alone do not make them duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46604 is the better cluster representative because it contains the broader, user-facing tokenizer functionality change; #46603 is mostly an organizational move of MistralConverter into the integrations package.", + "best_issue_reason": null, + "best_pr_reason": "PR #46604 is the strongest standalone candidate: it appears to implement the concrete tokenizer feature work, whereas #46603 is a narrower code relocation/refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Different underlying changes. #46603 moves MistralConverter into a new integrations package; #46604 adds tekken tokenizer detection, conversion, and save utilities. They overlap in Mistral tokenizer code but do not look like the same bug/change and would not cleanly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 37, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46741-4", + "nodes": [ + "pull_request:46741", + "pull_request:46748", + "pull_request:46773", + "pull_request:46781" + ], + "soft_pairs": [ + "pull_request:46741|pull_request:46781", + "pull_request:46741|pull_request:46773", + "pull_request:46741|pull_request:46748", + "pull_request:46748|pull_request:46781", + "pull_request:46748|pull_request:46773" + ], + "prepared_review_unit_hash": "18cddefeeb0f861586479bc38addc7bf57688058df45d50762f84888e96edcda", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 5, + "serialized_chars": 10653, + "estimated_input_tokens": 2664, + "estimated_eval_tokens": 5584 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 5, + "serialized_chars": 10653, + "estimated_input_tokens": 2664, + "estimated_eval_tokens": 5584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all hybrid-model related, but they fix different concrete bugs: Mamba2 mixer chunked-prefill/spec decode, padding-mask application, offloaded-cache prefetching, and quantized-cache layer construction. None of the soft pairs look mergeable into one PR.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46748 is the best anchor: it fixes a concrete cache-utils bug in offloaded cache prefetching for hybrid models, with a focused utility change and tests, and is broader than the model-specific PRs.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46748 is the strongest overall fit because it addresses a shared low-level cache-path problem in a core utility used by multiple hybrid architectures, while remaining specific and test-backed.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46741", + "right": "pull_request:46781", + "accept": false, + "reason": "Different bugs and code paths: Mamba2/Zamba2 chunked-prefill/speculative decode versus quantized-cache layer selection for hybrid models." + }, + { + "left": "pull_request:46741", + "right": "pull_request:46773", + "accept": false, + "reason": "Unrelated fixes: Mamba2 mixer chunked-prefill/spec decode versus padding-mask handling in linear-attention models." + }, + { + "left": "pull_request:46741", + "right": "pull_request:46748", + "accept": false, + "reason": "Both involve hybrid/cache behavior, but one is about mixer chunked-prefill/spec decode and the other is about offloaded cache prefetch device mismatch." + }, + { + "left": "pull_request:46748", + "right": "pull_request:46781", + "accept": false, + "reason": "Same cache_utils area, but distinct failures: device-mismatch prefetching versus quantized-cache construction for hybrid layer types." + }, + { + "left": "pull_request:46748", + "right": "pull_request:46773", + "accept": false, + "reason": "Different underlying issues: cache offload/prefetch logic versus padding-mask application in linear-attention forwards." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 38, + "component_count": 38, + "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-46753-2", + "nodes": [ + "pull_request:46753", + "pull_request:46778" + ], + "soft_pairs": [ + "pull_request:46753|pull_request:46778" + ], + "prepared_review_unit_hash": "d4befb28cb7d92ac7de5bef007853e0ef853bcea9183629c40bbfb7c71d4676c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4478, + "estimated_input_tokens": 1120, + "estimated_eval_tokens": 2496 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4478, + "estimated_input_tokens": 1120, + "estimated_eval_tokens": 2496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests implement the same fix in `apply_chat_template` for empty conversations, touching the same code path and tests with only minor wording/test-harness differences. They are duplicate PRs rather than separate changes.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46778 is the better canonical PR: it is the more polished follow-up with clearer error text and the same underlying code-path fix, so it best represents the intended change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 46778 is the strongest representative because it matches PR 46753\u2019s fix while using clearer messaging and slightly more complete test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46753", + "right": "pull_request:46778", + "accept": true, + "reason": "Same underlying bug fix: both add an empty-conversation guard in `apply_chat_template` and update the same test file for the same issue target. Differences are cosmetic, so they are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target the same issue, touch the same files and code path, and differ mainly in the error text plus a test decorator/harness detail. The soft-edge verdict is conservative enough, and these changes look mergeable as a single bugfix PR." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260620T180017Z/analysis-runs/hybrid-model-20260620t180017z/manifest.json b/snapshots/20260620T180017Z/analysis-runs/hybrid-model-20260620t180017z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..764b550b6d083cd00827f65ce10ff0df4d4906b5 --- /dev/null +++ b/snapshots/20260620T180017Z/analysis-runs/hybrid-model-20260620t180017z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260620t180017z", + "artifacts": { + "hybrid": "snapshots/20260620T180017Z/analysis-runs/hybrid-model-20260620t180017z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260620T180017Z/analysis-runs/hybrid-model-20260620t180017z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-20T18:10:03Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260620T180017Z", + "variant": "hybrid" +} diff --git a/snapshots/20260620T180017Z/manifest.json b/snapshots/20260620T180017Z/manifest.json index b04ebfd1776d153b9e23fc09553fdee2443e68fa..d6217aeb79d62a9fdc2d7ff96155a96213b78fa5 100644 --- a/snapshots/20260620T180017Z/manifest.json +++ b/snapshots/20260620T180017Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 8 }, "extracted_at": "2026-06-20T18:00:17Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260620t180017z", + "runs": { + "hybrid-model-20260620t180017z": { + "analysis_id": "hybrid-model-20260620t180017z", + "artifacts": { + "hybrid": "snapshots/20260620T180017Z/analysis-runs/hybrid-model-20260620t180017z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260620T180017Z/analysis-runs/hybrid-model-20260620t180017z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260620T180017Z/analysis-runs/hybrid-model-20260620t180017z/manifest.json", + "model": null, + "published_at": "2026-06-20T18:10:03Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260620T180017Z", "watermark": {