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615, - 627 - ], - [ - 639, - 654 + 637, + 651 ] ], "right_ranges": [ @@ -1774,12 +1373,8 @@ "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", "left_ranges": [ [ - 478, - 490 - ], - [ - 502, - 517 + 500, + 514 ] ], "right_ranges": [ @@ -1792,34 +1387,97 @@ 508 ] ] - }, - { - "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", - "left_ranges": [ - [ - 35, - 41 - ], - [ - 176, - 214 - ] - ], - "right_ranges": [ - [ - 15, - 21 - ], - [ - 180, - 221 - ] - ] } ] } ] }, + { + "cluster_id": "cluster-43998-4", + "summary": "Cluster of 4 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43998, + "issue_numbers": [], + "pr_numbers": [ + 43998, + 44001, + 44002, + 44004 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43998, + "right_pr_number": 44001, + "code_similarity": 0.161, + "size_similarity": 0.595, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.28, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43998, + "right_pr_number": 44002, + "code_similarity": 0.249, + "size_similarity": 1.0, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.328, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43998, + "right_pr_number": 44004, + "code_similarity": 0.12, + "size_similarity": 0.398, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.269, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44001, + "right_pr_number": 44002, + "code_similarity": 0.175, + "size_similarity": 0.595, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.375, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44001, + "right_pr_number": 44004, + "code_similarity": 0.087, + "size_similarity": 0.237, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.262, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44002, + "right_pr_number": 44004, + "code_similarity": 0.125, + "size_similarity": 0.398, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.304, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -2299,7 +1957,7 @@ "cluster_id": "cluster-45561-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", "status": "open", - "confidence": 0.8, + "confidence": 0.55, "canonical_issue_number": 45561, "canonical_pr_number": 45645, "issue_numbers": [ @@ -2310,9 +1968,7 @@ 45645 ], "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" + "closing_reference" ], "pr_comparisons": [ { @@ -2570,6 +2226,158 @@ } ] }, + { + "cluster_id": "cluster-46949-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46949, + "issue_numbers": [], + "pr_numbers": [ + 46949, + 46950, + 46971 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46949, + "right_pr_number": 46950, + "code_similarity": 0.152, + "size_similarity": 0.759, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46949, + "right_pr_number": 46971, + "code_similarity": 0.206, + "size_similarity": 1.0, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.038, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46950, + "right_pr_number": 46971, + "code_similarity": 0.393, + "size_similarity": 0.759, + "file_overlap": 0.5, + "area_overlap": 0.182, + "patch_similarity": 0.184, + "shared_filenames": [ + "tests/models/mamba2/test_modeling_mamba2.py" + ], + "shared_file_areas": [ + { + "filename": "tests/models/mamba2/test_modeling_mamba2.py", + "left_ranges": [ + [ + 418, + 424 + ], + [ + 446, + 451 + ], + [ + 475, + 480 + ], + [ + 498, + 504 + ] + ], + "right_ranges": [ + [ + 418, + 424 + ], + [ + 450, + 456 + ], + [ + 480, + 497 + ], + [ + 508, + 514 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46707-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46836, + "issue_numbers": [], + "pr_numbers": [ + 46707, + 46836 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46707, + "right_pr_number": 46836, + "code_similarity": 0.031, + "size_similarity": 0.099, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.078, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-46957-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46957, + "issue_numbers": [], + "pr_numbers": [ + 46957, + 46977 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46957, + "right_pr_number": 46977, + "code_similarity": 0.058, + "size_similarity": 0.269, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.029, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2844,16 +2652,45 @@ ] } ] + }, + { + "cluster_id": "cluster-46891-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "closed", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46891, + "issue_numbers": [], + "pr_numbers": [ + 46891, + 46961 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46891, + "right_pr_number": 46961, + "code_similarity": 0.202, + "size_similarity": 0.935, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.102, + "shared_filenames": [], + "shared_file_areas": [] + } + ] } ], "duplicate_issues": [ { - "cluster_id": "cluster-46894-4", + "cluster_id": "cluster-46894-5", "canonical_issue_number": 46894, "duplicate_issue_numbers": [ 46897 ], - "reason": "Issues in cluster-46894-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." + "reason": "Issues in cluster-46894-5 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." } ], "duplicate_prs": [ @@ -2876,20 +2713,13 @@ "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-43451-9", + "cluster_id": "cluster-43451-2", "canonical_pr_number": 43451, "duplicate_pr_numbers": [ - 46196, - 46707, - 46836, - 46850, - 46891, - 46957, - 46965, 46968 ], "target_issue_number": null, - "reason": "PRs in cluster-43451-9 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-43451-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-43698-3", @@ -2917,6 +2747,17 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-43998-4", + "canonical_pr_number": 43998, + "duplicate_pr_numbers": [ + 44001, + 44002, + 44004 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43998-4 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, @@ -2942,7 +2783,7 @@ 45639 ], "target_issue_number": 45561, - "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference evidence." }, { "cluster_id": "cluster-45647-3", @@ -2971,6 +2812,15 @@ "target_issue_number": 46305, "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-46707-2", + "canonical_pr_number": 46836, + "duplicate_pr_numbers": [ + 46707 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46707-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-46869-3", "canonical_pr_number": 46886, @@ -2981,20 +2831,49 @@ "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-46894-4", - "canonical_pr_number": 46895, + "cluster_id": "cluster-46891-2", + "canonical_pr_number": 46891, "duplicate_pr_numbers": [ + 46961 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46891-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46894-5", + "canonical_pr_number": 46903, + "duplicate_pr_numbers": [ + 46895, 46958 ], "target_issue_number": 46894, - "reason": "PRs in cluster-46894-4 are treated as duplicates because they converge on issue #46894 with closing_reference, soft_similarity evidence." + "reason": "PRs in cluster-46894-5 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46949-3", + "canonical_pr_number": 46949, + "duplicate_pr_numbers": [ + 46950, + 46971 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46949-3 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46957-2", + "canonical_pr_number": 46957, + "duplicate_pr_numbers": [ + 46977 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46957-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-46894-4", + "cluster_id": "cluster-46894-5", "issue_number": 46894, - "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 4 artifacts, and carries 0 discussion comments plus 6 inbound references.", - "score": 146.0 + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 5 artifacts, and carries 0 discussion comments plus 6 inbound references.", + "score": 156.0 }, "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 ca35388b37a36045e460003b19a420d830179275..21574cd30345a1324234fb7653df483f48210fc7 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": "20260630T060014Z", - "generated_at": "2026-06-30T06:11:30Z", + "snapshot_id": "20260630T120021Z", + "generated_at": "2026-06-30T12:07:01Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -132,7 +132,7 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "81f25962d14c1bcdeffbcc8cb2714831484c87d4fe4a596a50c808f66f61bf8d", + "prepared_review_unit_hash": "d677e9be56fc5f5b83e5a61c9402286762636461554b3ba306300518d9bf5dbe", "component_budget": { "node_count": 502, "item_count": 502, @@ -154,399 +154,387 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is still mostly heterogeneous, with a few strong duplicate subclusters: the DeepSpeed ZeRO-3 Bert index error pair and the torch 2.4.1 compatibility pair. The v5 docs-cleanup pair is related in theme but not strong enough to call a duplicate, because the two issues target different removed references.", - "confidence": 0.73, - "canonical_issue_reason": "issue:43638 is the best anchor for the clearest duplicate subcluster: it is the more detailed DeepSpeed ZeRO-3 Bert report and matches the strongest same-bug companion issue.", + "summary": "The cluster is mostly heterogeneous, but there is a clear duplicate-like subcluster around DeepSpeed ZeRO-3 loading/index-out-of-bounds failures. A smaller possible duplicate pair exists for Qwen3.5 MoE rotary embedding/offload behavior. Most other soft links are false positives across different models, backends, or doc cleanups.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43638 is the best anchor for the ZeRO-3 index-out-of-bounds group: it states the failure clearly, is broad enough to cover the closest duplicate reports, and sits between the BertModel and Gemma3 ZeRO-3 variants.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43638 is the most suitable global issue representative because it cleanly captures one of the strongest duplicate clusters while the rest of the packet remains too mixed for a single broader canonical.", + "best_issue_reason": "issue:43638 is the strongest representative of the only clearly duplicate-looking subcluster in this set (ZeRO-3 loading/index errors), while the rest of the cluster is too mixed to serve as a single canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different model/config error vs streaming chat API failure." + "reason": "Different Qwen3.5 failures: missing config attribute vs streaming chat/completions error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different hardware/runtime bugs; unrelated code paths." + "reason": "Unrelated backends and bugs: AMD GPU failure vs MPS histogram Int support." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model families and failure modes." + "reason": "Different models and failure modes: dtype mismatch in Mistral-3 vs AMD GPU issue in GPT-OSS." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are device/dtype-related, but not the same bug." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same bug as GPT-OSS on AMD GPUs." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different model and unrelated example breakage." + "reason": "Different model families and symptoms; only both are runtime failures." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model/backend issue." + "reason": "Separate issues: AMD GPU incompatibility vs GraniteMoEHybrid invalid method call." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Deepspeed collective mismatch vs ONNX export; unrelated." + "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different model/export error vs FP8 runtime failure." + "reason": "Different model/export bug vs Qwen3Moe FP8 failure." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different failure mode and hardware/model context." + "reason": "ONNX export issue and Qwen3 auto device-map cuda assert are not the same bug." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Different task crash vs outdated RAG docs." + "reason": "Table QA crash and RAG docs cleanup are unrelated." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanup, but they point to different removed references: one is about pipeline tasks and the other is about the run command." + "reason": "Both are v5 docs cleanups, but they target different obsolete references and are not the same change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Export error vs import error; unrelated code paths." + "reason": "Different breakage: ONNX export vs GenerationMixin import regression." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL SFT unpacking bug vs resume-training/trust-remote-code issue." + "reason": "TRL input-embedding unpacking and resume-with-remote-code are distinct training issues." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Remote-code resume issue vs YOLO multi-GPU device-map failure." + "reason": "Remote-code resume issue and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask shape mismatch vs device placement mismatch." + "reason": "Mask-shape IndexError and Gemma4 PLE device mismatch are different errors." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Different error signatures and different code paths." + "reason": "ZeRO-3 empty-index loading bug vs tensor mask-shape mismatch are unrelated." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Bert/ZeRO-3 init bug vs resume-training issue." + "reason": "DeepSpeed ZeRO-3 loading failure is unrelated to remote-code resume behavior." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different errors; not the same Bert/ZeRO-3 bug." + "reason": "Both are IndexErrors, but the failure paths are different." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Different model and chat-template/video token bug." + "reason": "Mask/tensor shape mismatch is not the same as video-token/template mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different model/runtime bug." + "reason": "Different subsystems: masking error vs GPT-OSS MoE tensor-parallel failure." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Resume/trust-remote-code issue vs broken Nemotron example." + "reason": "Distinct problems: trust-remote-code resume vs Nemotron example breakage." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video chat-template bug vs resume-training issue." + "reason": "Video StopIteration and model-resume/remote-code issues are unrelated." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Processor preset issue vs ONNX export; unrelated." + "reason": "Bark voice_preset processor bug is unrelated to ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both mention DeepSpeed, but different models and different failures." + "reason": "Both involve distributed training, but the collective mismatch and ZeRO-3 empty-index bug are different." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3 Bert index-out-of-bounds bug." + "reason": "Same DeepSpeed ZeRO-3 index-out-of-bounds loading failure, just reproduced with slightly different Bert wording." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger cross-entropy call vs GPT-OSS MoE tensor-parallel issue." + "reason": "Liger Kernel cross_entropy call and GPT-OSS tensor-parallel failure are different code paths." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Tokenizer detokenization bug vs LoRA merge/save inconsistency." + "reason": "Wrong detokenization in v5 and LoRA merge/reload output drift are different bugs." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "NVFP4 runtime failure vs LoRA merge/save bug." + "reason": "Qwen-3 NVFP4 runtime failure and LoRA save/reload mismatch are unrelated." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure vs remote-code config_class import issue." + "reason": "Voxtral processor failure and remote-code config_class import error are different issues." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Different model families and error modes." + "reason": "Mistral-3 dtype mismatch and YOLO multi-GPU device-map failure are not the same bug." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpoint/FSDP recompute mismatch vs mask-index mismatch." + "reason": "Activation-checkpointing/FSDP recompute mismatch is unrelated to the mask-shape IndexError." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Different DeepSpeed errors and different models." + "reason": "Both are DeepSpeed-related, but the weight dimensionality error and collective mismatch are different failures." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram error vs YOLO device-map auto failure." + "reason": "MPS histogram Int support and YOLO device-map auto are unrelated." }, { "left": "issue:45859", "right": "issue:45902", - "accept": false, - "reason": "Same model class, but CPU-offload and meta-to_empty materialization look like different failure paths." + "accept": true, + "reason": "Same Qwen3.5 MoE rotary embedding materialization/offload problem, with one report focusing on CPU offload and the other on uninitialized inv_freq." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert/ZeRO-3 init bug vs GPT-OSS tensor-parallel bug." + "reason": "ZeRO-3 Bert loading bug and GPT-OSS tensor-parallel issue are unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP checkpointing mismatch vs custom trainer loss signature change." + "reason": "FSDP activation-checkpointing mismatch and CustomTrainer loss-signature regression are different bugs." }, { "left": "issue:43596", - "right": "issue:46165", + "right": "issue:45161", "accept": false, - "reason": "Bert/ZeRO-3 init bug vs resume/trust-remote-code issue." + "reason": "Different model paths: Bert ZeRO-3 loading vs GPT-OSS MoE tensor-parallel failure." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model families and failure modes." + "reason": "Different models and symptoms: dtype mismatch vs invalid method call." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "inputs_embeds reverse lookup vs video feature/token mismatch." + "reason": "Expensive reverse embedding lookup is not the same as video chat-template token mismatch." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen3 NVFP4 runtime vs AMD GPU incompatibility." + "reason": "Different models and backends; no shared underlying bug." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 config attribute missing vs tokenizer regex patch crash." + "reason": "Both are model/version compatibility issues, but Gemma3 sliding_window_pattern and Mistral tokenizer regex patch are unrelated." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Device-map forward mismatch vs reverse embedding lookup." + "reason": "Device-mismatch forward bug and inputs_embeds reverse-lookup regression are different Gemma4 issues." }, { "left": "issue:45800", "right": "issue:46515", - "accept": true, - "reason": "Same torch 2.4.1 compatibility regression." + "accept": false, + "reason": "Both mention torch incompatibility, but they are not clearly the same version combination or failure." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "General torch incompatibility vs Qwen3 NVFP4 runtime failure." + "reason": "Generic Torch 2.10 incompatibility and Qwen-3 NVFP4 runtime failure are unrelated." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP checkpointing mismatch vs Qwen3 auto device-map assert." + "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map cuda assert are different distributed/runtime bugs." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch vs GPT-OSS MoE tensor-parallel issue." + "reason": "Phi-tiny-MoE autocast dtype mismatch is unrelated to GPT-OSS tensor-parallel failure." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Grouped_mm tracing error vs image-preprocessor/model dtype mismatch." + "reason": "Different model-specific runtime failures: Mixtral grouped_mm tracing vs Mistral-3 preprocessing dtype mismatch." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Autocast dtype mismatch vs NVFP4 runtime error." + "reason": "Different models and failure mechanisms; both are inference/runtime errors only at a broad level." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Different multimodal/model runtime bugs." + "reason": "Mistral-3 dtype mismatch and Nemotron example breakage are unrelated." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Qwen3 NVFP4 runtime vs TRL SFT embedding unpacking." + "reason": "Qwen-3 NVFP4 failure and Qwen3.5 TRL embedding unpacking are different bugs." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "Invalid method call vs MPS histogram int error." + "reason": "GraniteMoEHybrid invalid method and MPS histogram Int support are unrelated." }, { "left": "issue:43716", "right": "issue:44292", "accept": false, - "reason": "Different model/runtime bugs." - }, - { - "left": "issue:44918", - "right": "issue:45161", - "accept": false, - "reason": "TRL SFT embedding unpacking vs GPT-OSS tensor-parallel bug." - }, - { - "left": "issue:43716", - "right": "issue:45685", - "accept": false, - "reason": "Different model/runtime bugs." + "reason": "Different models and error paths; no shared root cause." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger cross-entropy issue vs TRL SFT trainer bug." + "reason": "Liger Kernel cross_entropy issue is unrelated to TRL SFT trainer unpacking." }, { "left": "issue:41762", "right": "issue:43638", - "accept": false, - "reason": "Same broad Zero-3 symptom, but different model paths and not enough evidence of one underlying bug." + "accept": true, + "reason": "Both describe the same DeepSpeed ZeRO-3 zero-sized/index-out-of-bounds load failure, just on different models." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanup, but they cover different removed references." + "reason": "Both are docs regressions after v5 removals, but they reference different obsolete content and likely different files." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch vs MPS histogram int error." + "reason": "Autocast dtype mismatch and MPS histogram Int limitation are unrelated." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger cross-entropy vs autocast dtype mismatch; different paths." + "reason": "Liger Kernel cross_entropy being called and Phi-tiny-MoE autocast dtype mismatch are different issues." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "Deepspeed collective mismatch vs trainer loss API mismatch." + "reason": "DeepSpeed collective mismatch and compute_loss signature regression are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP checkpointing mismatch vs import error." + "reason": "FSDP activation-checkpointing mismatch and GenerationMixin import failure are different bugs." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "AMD GPU model failure vs RAG docs cleanup." + "reason": "GPT-OSS AMD GPU failure and outdated RAG examples are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger cross-entropy vs mask/index shape mismatch." + "reason": "Different problems: Liger Kernel cross_entropy call vs mask-shape IndexError." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster framing is mostly grounded, but one soft-edge accept looks too strong for the evidence in the packet: issue:44509 vs issue:44512 are both v5 docs cleanup items, yet the titles point to different removed references (pipeline tasks vs run command), so calling them a duplicate pair overstates the evidence. The DeepSpeed ZeRO-3 Bert pair and the torch 2.4.1 pair are better supported. Because the accepted soft-edge verdicts should stay conservative, I\u2019d reject this as written." + "accept": true, + "feedback": "The summary is well grounded in the packet: the ZeRO-3 index/out-of-bounds issues around 43596/43638/41762 are the clearest duplicate-like subcluster, and the rest of the cluster is indeed heterogeneous. The soft-edge rejections are conservative and supported by the issue titles. The Qwen3.5 rotary-embedding pair (45859/45902) is the only mildly debatable accept, but the shared class and failure area keep it within a reasonable duplicate judgment." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -559,8 +547,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -1045,7 +1033,7 @@ "issue:46489|issue:46491", "issue:45183|issue:46463" ], - "prepared_review_unit_hash": "8a79e74d825d9fc5dd55f8aacb7e9201c689c38b9fc34e4ce6e0623281530d37", + "prepared_review_unit_hash": "1939c2cd528fbb4f4a8ebb60eca5b786e032ce7f6deefc4a443ec93006cb6374", "component_budget": { "node_count": 502, "item_count": 502, @@ -1067,28 +1055,208 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The remote-code pair is related but not clearly the same bug from the packet alone. Issue 45698 is the best representative issue to keep because it is more active and describes the concrete user-facing failure, but the duplicate edge to 45632 should be rejected absent clearer root-cause evidence.", - "confidence": 0.62, - "canonical_issue_reason": "issue:45698 is the more active and broadly phrased report, so it is the better anchor for the cluster; issue:45632 reads like a narrower cache-path collision hypothesis rather than a proven duplicate.", + "summary": "The cluster is mostly heterogeneous and only contains a few loose subgroups (remote-code loading/caching, input-validation messaging, and some Qwen video/template issues). There is no single clean duplicate set across the whole cluster; most soft links should stay separate.", + "confidence": 0.43, + "canonical_issue_reason": "issue:45698 is the closest representative of the remote-code/custom-module-loading subgroup and has the strongest discussion/activity; the rest of the cluster is too mixed to support a single clean canonical.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 has the strongest activity/inbound references and the clearest downstream symptom, making it the most representative issue in this set.", + "best_issue_reason": "Open and actively discussed, with the broadest practical impact among the loading/cache-related items; still only a partial fit for the overall cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different bugs: a model load failure in vLLM/transformers vs GGUF architecture support for gpt-oss." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention shape-related errors, but one is a generic mask/tensor mismatch while the other is a Qwen3.5 + TRL SFT embedding unpacking issue." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different code paths and symptoms: torch dynamo grouped_mm tracing in Mixtral vs tensor-parallel support for GPT-OSS MoE." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/OOM memory regression is unrelated to tied-weight handling in translation models." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is a different failure mode from Qwen3.5 chat/completions streaming inference." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights argument handling and pydantic PretrainedConfig field breakage are different regressions." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the v5.4.0 pydantic config-field issue." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but they arise from different mechanisms: mask/tensor size mismatch vs deepspeed zero3 empty tensors during BertModel init." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal dtype/template problems, but one is image preprocessing for Mistral-3 and the other is Qwen3.5 video token/template mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model breakage and torch/transformers version incompatibility are related only at a very high level, not the same underlying bug." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Siglip2 embedding quality regression and nonsensical AutoModel/pipeline outputs are different issues, likely with different causes." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input regressions, but 44479 is a broad v5.3.0 regression across multiple Qwen VL/MoE models while 46294 is a specific apply_chat_template token/feature mismatch; root cause is not clearly the same." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Official Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping and uninitialized rotary embedding memory are distinct Qwen 3.5 bugs." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Zero3 init index error in BertModel is unrelated to resume-training problems with trust_remote_code." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 problems and remote-code model_class/config_class AttributeError are different failure modes." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different model families and code paths: image-preprocessor dtype mismatch vs TRL input-embedding unpacking failure." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error is unrelated to Qwen3.5/TRl embedding unpacking." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and the GLM5 issue are not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model notebook initialization breakage and flash-attn2 fallback blocking are separate issues." + }, { "left": "issue:45632", "right": "issue:45698", + "accept": true, + "reason": "Both point to remote_code/custom-module loading resolving the wrong code path because of cache/path handling; they plausibly share one fix." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Specific lm_head tying bug in Mistral3 is not the same as the broader translation-model tied-weights issue." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3-MoE FP8 config failure and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Offloading/quantization behavior is different from tied-weight handling in translation models." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer activation concern and a docs typo are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is unrelated to tied weights in translation models." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategies typo and removed run-command documentation are unrelated documentation issues." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is not the same as the tied-weights regression." + }, + { + "left": "issue:46489", + "right": "issue:46491", "accept": false, - "reason": "Both concern trust_remote_code/custom-module loading, but 45632 is specifically about cache path collisions for local models with the same leaf directory name, while 45698 is about from_pretrained loading the wrong custom module after save_pretrained. The packet does not establish the same root cause or a mergeable single fix." + "reason": "Both are tokenizer regressions, but they affect different models and different encode/decode failure modes." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "46463 looks like a specific T5 manifestation of the same input_ids/inputs_embeds validation/error-message bug described generically in 45183." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The Qwen3.5 video-input pair is a defensible duplicate call, but the remote-code pair (issue:45632 vs issue:45698) is too aggressively merged from the packet alone. Their titles share a broad theme, yet the concrete failure descriptions differ enough that the evidence does not clearly establish the same bugfix/root cause. The canonical_issue_reason also overstates this as \u2018likely subsumes\u2019 the other issue, which is stronger than the packet supports." + "accept": true, + "feedback": "The summary is well grounded in the packet: it correctly characterizes the cluster as mostly heterogeneous, and the chosen canonical issue fits the strongest remote-code/custom-module-loading subgroup without overclaiming. The accepted soft links are phrased conservatively as plausible same-fix or specific-manifestation cases, and the rejections stay within the evidence. " }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -1100,8 +1268,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -1415,8 +1583,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -1710,8 +1878,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -2053,8 +2221,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -2368,8 +2536,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -2676,8 +2844,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -3023,8 +3191,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -3334,8 +3502,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -3646,8 +3814,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -3958,8 +4126,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -4279,8 +4447,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -4601,8 +4769,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -4905,8 +5073,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -5217,8 +5385,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -5539,8 +5707,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -5836,8 +6004,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -6126,8 +6294,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -6426,8 +6594,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -6716,9 +6884,9 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ "issue:24643", @@ -7016,8 +7184,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -7313,8 +7481,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -7607,8 +7775,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -7904,8 +8072,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -8216,8 +8384,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -8520,8 +8688,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -8818,8 +8986,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -9108,8 +9276,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -9427,8 +9595,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -9728,8 +9896,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -10040,8 +10208,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -10366,8 +10534,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -10671,8 +10839,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -10962,8 +11130,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -11253,8 +11421,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -11537,8 +11705,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -11841,8 +12009,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -12146,8 +12314,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -12450,8 +12618,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -12734,8 +12902,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -13049,8 +13217,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -13361,8 +13529,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -13659,8 +13827,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -13957,8 +14125,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -14269,8 +14437,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -14573,8 +14741,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -14887,8 +15055,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -15213,8 +15381,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -15525,8 +15693,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -15830,8 +15998,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -16149,8 +16317,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -16467,8 +16635,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -16765,8 +16933,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -17094,8 +17262,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -17408,8 +17576,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -17727,8 +17895,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -18067,8 +18235,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -18438,8 +18606,8 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -18833,8 +19001,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -18911,8 +19079,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -18982,8 +19150,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -19045,8 +19213,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-9", "nodes": [ @@ -19314,8 +19482,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36718-19", "nodes": [ @@ -19661,8 +19829,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-38740-2", "nodes": [ @@ -19724,8 +19892,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -19787,8 +19955,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41306-2", "nodes": [ @@ -19850,8 +20018,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -19913,8 +20081,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -19976,8 +20144,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -20076,8 +20244,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -20201,8 +20369,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -20321,8 +20489,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -20384,8 +20552,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -20447,8 +20615,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -20510,8 +20678,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -20628,8 +20796,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46439-2", "nodes": [ @@ -20691,8 +20859,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46551-2", "nodes": [ @@ -20757,8 +20925,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46657-2", "nodes": [ @@ -20820,8 +20988,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46822-2", "nodes": [ @@ -20883,8 +21051,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46906-4", "nodes": [ @@ -20994,7 +21162,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "1438e3c4064b00c4dafe24bff6af1e212e3d7a2f8fee2604b68bb91dc7e3100b", + "prepared_review_unit_hash": "47f447dedda99b1cd3ee49c1c7e1305fb975cfde07225cf454e2d99629b74de2", "component_budget": { "node_count": 2, "item_count": 2, @@ -21016,18 +21184,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests target VibeVoice, but they are not duplicates: #40546 adds the base VibeVoice integration, while #42781 extends it with realtime support and an acoustic tokenizer. They overlap heavily in shared model files, but the underlying change scope is different.", - "confidence": 0.89, + "summary": "Two related VibeVoice pull requests overlap heavily in filenames, but they are not the same change: 40546 is the initial VibeVoice implementation, while 42781 extends it with VibeVoice Realtime and an acoustic tokenizer. This is a related follow-up, not a duplicate.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "#42781 is the broader, later VibeVoice PR and includes the base integration plus realtime/acoustic-tokenizer work, so it better represents the cluster\u2019s main implementation direction.", + "canonical_pr_reason": "PR 42781 is the broader, later VibeVoice submission and includes the realtime/acoustic-tokenizer work on top of the base model integration, so it is the best representative if one PR must be chosen.", "best_issue_reason": null, - "best_pr_reason": "#42781 is the strongest representative because it covers the more complete VibeVoice feature set and touches the core codepaths that supersede the earlier base-only implementation.", + "best_pr_reason": "42781 is the most complete VibeVoice artifact in the cluster, but it should be treated as a follow-up rather than a duplicate of 40546.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Related but not the same concrete change: #40546 implements VibeVoice generally, while #42781 adds realtime-specific functionality and a separate acoustic tokenizer/model stack. They would not plausibly be merged as one PR without collapsing distinct feature work." + "reason": "They share the same VibeVoice foundation, but 40546 is the initial model integration and 42781 adds a distinct realtime/tokenizer extension; the code changes are related, not the same concrete fix/change." } ] }, @@ -21057,7 +21225,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "ffe121c12e2e86c7f06f0b0eded9fe0e48f42d038598587b103a80841202545b", + "prepared_review_unit_hash": "6390a70c598f829617b29d1822d085cb1a5597e07bb366ec2bfdffa58b06a2b7", "component_budget": { "node_count": 2, "item_count": 2, @@ -21079,18 +21247,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests target different models and unrelated features: TimesFM covariate forecasting vs. DINOv3 image classification support. They are not duplicates.", + "summary": "These PRs are unrelated feature additions in different models: TimesFM covariate forecasting vs. DINOv3 image classification support.", "confidence": 0.99, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single best PR: the two pull requests target different code paths, different model families, and are not duplicates of the same change.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different code paths and products: TimesFM forecasting with covariates versus DINOv3 image classification support. They do not appear mergeable into one PR." + "reason": "Different models and features with no shared bug/change path; they cannot plausibly be merged into one PR." } ] }, @@ -21192,8 +21360,8 @@ "pull_request:46267" ], "soft_pairs": [ - "pull_request:41855|pull_request:43823", "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", "pull_request:42668|pull_request:43823", "pull_request:43251|pull_request:43823", "pull_request:43251|pull_request:44827", @@ -21211,148 +21379,148 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "9efa4a679ea85a532233b5d9d5578c1a5583443909cdf519bcef94e32cf86b23", + "prepared_review_unit_hash": "01d794c07e8c5606d60282e74a1efe63455da388b31c6d50b5e05eec8c377f09", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34782, - "estimated_input_tokens": 8696, - "estimated_eval_tokens": 17648 + "serialized_chars": 34788, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34782, - "estimated_input_tokens": 8696, - "estimated_eval_tokens": 17648 + "serialized_chars": 34788, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is mostly unrelated one-off PRs. The only true duplicate pair is the two `fixed_cross_entropy` changes (`#43251` and `#43254`); all other soft-similarity pairs are about different models, subsystems, or test/doc-only changes and should stay separate.", + "summary": "The cluster is mostly unrelated pull requests that happen to share broad themes like model additions, auto-mapping, or utility refactors. The only true duplicate-style pair is the two `fixed_cross_entropy` PRs, which patch the same function and same issue by adding supported kwargs to `nn.functional.cross_entropy`.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "`#43254` is the cleanest representative of the only real duplicate pair: it makes the same `fixed_cross_entropy` API change in a minimal, self-contained patch.", + "canonical_pr_reason": "PR 43251 is the better canonical representative: it is explicitly linked to issue 43240 and contains the fuller `fixed_cross_entropy` fix, while 43254 is a smaller near-identical variant of the same change.", "best_issue_reason": null, - "best_pr_reason": "`#43254` is the best global representative because it is the most focused instance of the shared loss-function fix and directly matches the duplicated code path without extra issue-tracking noise.", + "best_pr_reason": "PR 43251 is the best overall PR in this cluster because it is the clearest, most complete implementation of the only genuine duplicate pair and is anchored to the tracked issue.", "soft_edge_verdicts": [ { "left": "pull_request:41855", - "right": "pull_request:43823", + "right": "pull_request:43424", "accept": false, - "reason": "Different features/models: Mistral tokenizer methods vs. adding MobileLLM model support." + "reason": "Different problems: Mistral tokenizer API gaps vs. Executorch dynamic-shape export testing. Similarity is only at the level of Python/transformers infrastructure." }, { "left": "pull_request:41855", - "right": "pull_request:43424", + "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer API addition vs. Executorch dynamic-shape export test; unrelated code paths." + "reason": "Unrelated changes: tokenizer methods for Mistral vs. adding a new MobileLLM model package and tests." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Both touch processor/model loading areas, but they fix different models and different behaviors." + "reason": "Both touch processor/model loading areas, but they target different models and different behavior. Not the same underlying bug or change." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs fix vs. new MobileLLM model integration; no shared bug/change." + "reason": "Cross-entropy kwargs bug fix is unrelated to MobileLLM model addition." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss utility API change vs. Mistral4 test/model updates; not the same underlying change." + "reason": "Same file theme is not enough here; one fixes loss kwargs, the other is Mistral4 test/model work." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Different concerns: export dynamic shapes test vs. Mistral4 model/test fixes." + "reason": "Both involve export/model testing, but they are different code paths and different models; not mergeable as one fix." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch exportability test is unrelated to adding a new model." + "reason": "Executorch dynamic-shape tests and MobileLLM addition are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model addition vs. config-resolution bug fix; distinct code paths." + "reason": "New model support vs. class config resolution order fix are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model support vs. Falcon output-capture refactor; unrelated changes." + "reason": "Different models and objectives: MobileLLM addition vs. Falcon output-collection refactor." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor vs. model-creation skill/docs scaffolding; no shared fix." + "reason": "Falcon model refactor is unrelated to the model-creation skill PR." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon interface refactor and Mistral4 test fixes are different model-specific changes." + "reason": "Both are model internals, but they affect different architectures and different issues." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model fixes vs. CLIP-like LayerNorm typo rename; unrelated subsystems." + "reason": "Different fixes: Mistral4 test adjustments vs. a CLIP-family `layrnorm` typo/weight-renaming correction." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 fixes vs. chat response parsing/serve updates; different code paths." + "reason": "Mistral4 test/model work is unrelated to chat parsing/serving changes." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes vs. adding a TDT loss kernel; unrelated functionality." + "reason": "Mistral4 test fixes and TDT loss-kernel integration are separate changes with no shared bug." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4-specific work vs. global config-resolution fix; not the same bug." + "reason": "Mistral4 test/model changes are unrelated to config resolution ordering." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 fixes vs. model-creation skill scaffolding; different intent and files." + "reason": "A model-specific test fix is not the same as the broad model-creation skill PR." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "New model implementation vs. developer skill/docs changes; not a duplicate change." + "reason": "Adding a concrete model and adding a model-creation skill are different artifacts and goals." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same underlying bug in `fixed_cross_entropy`: both add `weight`/`label_smoothing` support and call `nn.functional.cross_entropy` with the same extra kwargs." + "reason": "Same underlying bug and same code path: both modify `fixed_cross_entropy` to forward supported kwargs to `nn.functional.cross_entropy` in `loss_utils.py`." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted pair, `#43251`/`#43254`, is a plausible single-bugfix duplicate in `fixed_cross_entropy`/`loss_utils.py`, while the other pairs are reasonably treated as unrelated or only weakly similar." + "feedback": "The summary is well grounded in the packet: the only clearly duplicate-style pair is 43251/43254, which both patch `fixed_cross_entropy` in `src/transformers/loss/loss_utils.py` and share issue target 43240. The other pairwise rejections stay conservative and do not overclaim shared bugs beyond broad theme similarity." }, "evaluator_used": true, "retried": false, @@ -21379,7 +21547,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "0da98ff5f205a1d07528b9e6575e037449280184b3d37a686e852e839b411c5a", + "prepared_review_unit_hash": "0f7ace7a698981e6caa5718843991878edf4b059f351a6dbb3eaee89615a3362", "component_budget": { "node_count": 2, "item_count": 2, @@ -21401,18 +21569,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate workflow dependency-upgrade PRs: one targets GitHub Actions core versions for Node 24 compatibility, while the other upgrades Docker build actions. They overlap in files but not in the concrete change being made.", - "confidence": 0.91, + "summary": "Both PRs are workflow-maintenance bumps, but they target different action families and different underlying upgrade goals. They overlap in files yet do not look like the same change or a single mergeable fix.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the broader representative: it updates several workflow actions across many files and has a clear, specific compatibility goal (Node 24 support).", + "canonical_pr_reason": "PR #42975 is the clearer representative because its scope is coherent and explicit: upgrade GitHub Actions for Node 24 compatibility across workflow actions like checkout/cache/upload-artifact.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best single representative for the cluster because it spans more workflows and reflects the repo-wide GitHub Actions compatibility upgrade theme more directly than the narrower Docker-action bump PR.", + "best_pr_reason": "PR #42975 is the best representative of the cluster because it has the more specific, well-defined maintenance goal and a broader set of related workflow updates.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Do not merge: they upgrade different action families and fix different compatibility concerns. 42975 bumps checkout/cache/upload-artifact for Node 24 compatibility; 42976 bumps docker/build-push-action from v5 to v6. Same maintenance theme, but not the same underlying bug or change." + "reason": "They are both GitHub Actions version bumps, but #42975 is about Node 24 compatibility for several JS actions, while #42976 upgrades docker/build-push-action and other actions to latest versions. Different action sets and different upgrade motives, so they are not the same underlying change." } ] }, @@ -21447,7 +21615,7 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "f76836278d9928b28f6bc340c719d13e432c2e8a54c1ca0e5e979e42e25753f7", + "prepared_review_unit_hash": "81d3a7a736112fa50b5d59c18c2ac9868837e14e284ed1db5d5462a76fd6f1dc", "component_budget": { "node_count": 4, "item_count": 4, @@ -21469,36 +21637,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster contains four unrelated model-addition pull requests (ViT NEPA, Molmo, CTSM, Step 3.7 Flash). They share some boilerplate integration files, but each introduces a different model family and code path, so they are not duplicates.", - "confidence": 0.97, + "summary": "All four pull requests are separate model-addition changes, not duplicates. They share generic Transformers plumbing, but each introduces a different architecture and code path.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a true duplicate of the others; if one must represent the cluster, 46562 is the strongest candidate because it has the broadest integration surface and the highest review activity, but it is still a distinct model-addition PR.", + "canonical_pr_reason": "No canonical PR: the PRs add different model families (ViT NEPA, Molmo, CTSM, Step3p7) rather than the same change.", "best_issue_reason": null, - "best_pr_reason": "46562 is the best representative by coverage and review depth, but not because it matches the others on substance; it should not be merged with them as a duplicate.", + "best_pr_reason": "PR 46562 is the most self-contained and fully fleshed-out representative of a model-addition PR, but it is still unrelated to the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model families and implementations: ViT NEPA vs Molmo. Shared docs/auto-registry files are generic model-addition boilerplate, not the same underlying change." + "reason": "Different model families (ViT NEPA vs Molmo); shared auto/docs files are just generic model-registration scaffolding." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model additions with different configs/modeling files and distinct code paths; overlap is only in shared integration scaffolding." + "reason": "ViT NEPA and CTSM are unrelated model implementations; overlap in auto/docs changes does not indicate the same underlying bug or feature." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are separate model introductions. Similar auto/docs updates do not indicate the same bug or change." + "reason": "Molmo and CTSM introduce distinct architectures and converters/tests, so they are not the same change." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step 3.7 Flash are different model ports with different architectures and filenames. They share framework plumbing but not the same concrete change." + "reason": "CTSM and Step3p7 are different model additions with different modeling and processing code paths; only broad repository plumbing overlaps." } ] }, @@ -21547,130 +21715,130 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "c3d932258caddf0fa0f13c3114a3791fc919761891fad97f6239edb8cb29d356", + "prepared_review_unit_hash": "db5db31f97fd18b4ed5279ee44933e86b7d6c5fa5bae70a65741af69c789b051", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19604, - "estimated_input_tokens": 4901, - "estimated_eval_tokens": 10058 + "serialized_chars": 19599, + "estimated_input_tokens": 4900, + "estimated_eval_tokens": 10056 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19604, - "estimated_input_tokens": 4901, - "estimated_eval_tokens": 10058 + "serialized_chars": 19599, + "estimated_input_tokens": 4900, + "estimated_eval_tokens": 10056 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs that only share generic titles like \u201cfix.\u201d The only strong duplicate-looking pair is the two YOLOS PRs, which both address the same device-mismatch bug in `src/transformers/models/yolos/modeling_yolos.py` for `device_map=\"auto\"` and reference the same issue.", + "summary": "Most items are unrelated PRs that only share superficial similarity (mostly test changes or vague titles). The only clear duplicate/same-change pair is the two YOLOS device-mismatch fixes, which address the same code path in the same file and could be merged together.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46886 is the best canonical PR because it has the clearest title, an explicit issue target (46869), and a focused single-file fix for the YOLOS device-mismatch bug.", + "canonical_pr_reason": "pull_request:46922 is the best canonical PR because it is the more complete YOLOS fix: it addresses the device-mismatch path directly and includes the same no_split_modules adjustment as the earlier YOLOS PR.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46886 is the most representative PR in the cluster: it is narrowly scoped, explicitly tied to the underlying issue, and the YOLOS change is the only clear substantive duplicate candidate here.", + "best_pr_reason": "pull_request:46922 is the strongest representative overall: it has a concrete bug description, an explicit related issue target, and the most complete fix for that specific YOLOS failure mode.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are test-fix PRs with vague titles, but they touch different models and different test files; no evidence they fix the same underlying bug." + "reason": "Whisper tokenizer/test changes vs unrelated CLIP/ViT test assertions; no shared bug or code path." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Different subsystems and problems: Whisper tokenizer/test changes versus FP8 dequant/loading logic." + "reason": "Whisper decode logic vs FP8 dequant/loading logic are unrelated subsystems." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper decode/timestamp changes are unrelated to generation config watermarking and broad generation/model test updates." + "reason": "Whisper-specific fix vs generation watermarking/CI validation changes; not the same underlying issue." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper tokenizer/test work and YOLOS device-mismatch work are different code paths and different bugs." + "reason": "Whisper tokenizer fix and YOLOS device mismatch are unrelated models and failures." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "These are unrelated test/CI fixes for different models and infrastructure." + "reason": "Dummy test assertions in CLIP/ViT are unrelated to Phimoe CI environment changes." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "CLIP/ViT test edits do not match the FP8 dequant/loading fix in a different subsystem." + "reason": "Test-only CLIP/ViT PR and FP8 dequant PR address different problems." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "The PRs target different areas: model test stubs versus generation validation and Whisper/model test changes." + "reason": "Different scopes: test assertions vs generation config/watermarking and assorted model tests." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Model test-only changes for CLIP/ViT are not the same bug as YOLOS device placement." + "reason": "Unrelated test tweaks and YOLOS runtime fix do not share the same concrete bug." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequantization/loading fixes are unrelated to Phimoe CI/device-memory test setup." + "reason": "FP8 dequant/model-loading fix and CI memory-limit fix are distinct issues." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "These touch different concrete problems: FP8 quantization internals versus generation config validation and test adjustments." + "reason": "Different code paths: FP8 quantization loading vs generation watermarking validation." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "Different model families and different failure modes; no shared underlying bug." + "reason": "FP8 dequantization and YOLOS device placement are unrelated bugs." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermark validation/Whisper changes are not the same as Phimoe integration-test CI fixes." + "reason": "Generation-config validation and CI runner memory patch are not the same change." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "No common code path or bug: generation config/Whisper work versus YOLOS device mismatch." + "reason": "Watermarking/generation config fix and YOLOS device-mismatch fix target different failures." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI memory/device setup for Phimoe is unrelated to the YOLOS forward/device_map bug." + "reason": "Phimoe integration-test CI tuning is unrelated to YOLOS model device placement." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both PRs fix the same YOLOS device-mismatch issue in the same file, with overlapping changes to the same code path and the same explicit issue target." + "reason": "Both fix the same YOLOS device_map='auto' mismatch in the same model file; 46922 expands the earlier fix with the actual device move, so they plausibly merge into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: it correctly treats the cluster as mostly unrelated, and the only accepted duplicate pair is the YOLOS pair, which is supported by the shared file and shared issue target. The rejected soft-edge pairs are conservative and consistent with the diff previews." + "feedback": "The summary is grounded in the packet and stays conservative: the non-YOLOS pairs are all plausibly unrelated, and the only mergeable/same-bug pair is 46886/46922, which share the same YOLOS file and issue target. The canonical PR reasoning is also supported by the diffs, since 46922 includes the earlier no_split_modules change plus the actual device move." }, "evaluator_used": true, "retried": false, @@ -21695,6 +21863,8 @@ "pull_request:45144", "pull_request:46180", "pull_request:46196", + "pull_request:46266", + "pull_request:46347", "pull_request:46658", "pull_request:46707", "pull_request:46836", @@ -21714,18 +21884,17 @@ "pull_request:46949", "pull_request:46950", "pull_request:46951", - "pull_request:46953", "pull_request:46954", "pull_request:46957", "pull_request:46958", "pull_request:46961", - "pull_request:46964", "pull_request:46965", - "pull_request:46966", "pull_request:46970", "pull_request:46971", "pull_request:46973", - "pull_request:46974" + "pull_request:46974", + "pull_request:46975", + "pull_request:46977" ], "soft_pairs": [ "pull_request:46895|pull_request:46958", @@ -21739,118 +21908,532 @@ "pull_request:46949|pull_request:46971", "pull_request:46951|pull_request:46970", "pull_request:46902|pull_request:46965", + "pull_request:46180|pull_request:46347", "pull_request:46908|pull_request:46928", "pull_request:46907|pull_request:46926", "pull_request:46907|pull_request:46928", "pull_request:46926|pull_request:46928", + "pull_request:46926|pull_request:46941", + "pull_request:46941|pull_request:46970", "pull_request:46902|pull_request:46957", + "pull_request:46907|pull_request:46941", + "pull_request:46180|pull_request:46658", "pull_request:46954|pull_request:46965", - "pull_request:46926|pull_request:46941", "pull_request:46954|pull_request:46961", - "pull_request:46180|pull_request:46658", - "pull_request:46941|pull_request:46970", + "pull_request:46928|pull_request:46941", "pull_request:46180|pull_request:46707", + "pull_request:46954|pull_request:46977", "pull_request:46658|pull_request:46903", - "pull_request:46891|pull_request:46964", - "pull_request:46907|pull_request:46941", "pull_request:45144|pull_request:46912", - "pull_request:46928|pull_request:46941", - "pull_request:46891|pull_request:46954", - "pull_request:43451|pull_request:46954", - "pull_request:46903|pull_request:46964", - "pull_request:46954|pull_request:46957", "pull_request:46928|pull_request:46951", - "pull_request:46964|pull_request:46966", "pull_request:46907|pull_request:46927", + "pull_request:46891|pull_request:46954", "pull_request:46908|pull_request:46951", - "pull_request:46903|pull_request:46970", - "pull_request:46903|pull_request:46973", - "pull_request:46196|pull_request:46964", + "pull_request:46954|pull_request:46975", "pull_request:46926|pull_request:46927", "pull_request:46908|pull_request:46941", + "pull_request:46903|pull_request:46970", + "pull_request:46903|pull_request:46973", "pull_request:46658|pull_request:46902", "pull_request:46196|pull_request:46902", "pull_request:45144|pull_request:46196", "pull_request:43451|pull_request:46902", - "pull_request:46958|pull_request:46961", "pull_request:46973|pull_request:46974", - "pull_request:46935|pull_request:46957", + "pull_request:46958|pull_request:46961", "pull_request:46958|pull_request:46973", + "pull_request:46266|pull_request:46975", + "pull_request:46935|pull_request:46957", "pull_request:43451|pull_request:45144", + "pull_request:46958|pull_request:46977", + "pull_request:43451|pull_request:46266", "pull_request:46912|pull_request:46935", - "pull_request:43451|pull_request:46964", - "pull_request:46961|pull_request:46973", - "pull_request:43451|pull_request:46935", + "pull_request:46266|pull_request:46891", "pull_request:45144|pull_request:46658", + "pull_request:43451|pull_request:46935", "pull_request:45144|pull_request:46707", + "pull_request:46961|pull_request:46973", "pull_request:46961|pull_request:46974", - "pull_request:46891|pull_request:46935", + "pull_request:46266|pull_request:46836", "pull_request:46707|pull_request:46935", + "pull_request:46891|pull_request:46935", + "pull_request:46658|pull_request:46970", "pull_request:46912|pull_request:46920", "pull_request:46707|pull_request:46920", - "pull_request:46658|pull_request:46964", "pull_request:46958|pull_request:46974", - "pull_request:46836|pull_request:46964", + "pull_request:46974|pull_request:46977", "pull_request:46958|pull_request:46965", "pull_request:43451|pull_request:46920", "pull_request:46920|pull_request:46957", "pull_request:46836|pull_request:46920", - "pull_request:46957|pull_request:46958", "pull_request:46965|pull_request:46973", - "pull_request:46953|pull_request:46974", "pull_request:46891|pull_request:46974", - "pull_request:46891|pull_request:46973" + "pull_request:46950|pull_request:46971", + "pull_request:46949|pull_request:46950" ], - "prepared_review_unit_hash": "af1179a4b061d86319bef76cd81ac9b18b0619b316b4101bbccd382f12da875f", + "prepared_review_unit_hash": "19c198b97935536188611d3536686de3b3548dbc7ddac0baddfd5b16b7750980", "component_budget": { "node_count": 37, "item_count": 37, - "soft_pair_count": 126, - "serialized_chars": 128604, - "estimated_input_tokens": 32151, - "estimated_eval_tokens": 64558 + "soft_pair_count": 124, + "serialized_chars": 129586, + "estimated_input_tokens": 32397, + "estimated_eval_tokens": 65050 }, "budget": { - "node_count": 35, - "item_count": 35, + "node_count": 36, + "item_count": 36, "soft_pair_count": 72, - "serialized_chars": 96551, - "estimated_input_tokens": 24138, - "estimated_eval_tokens": 48532 + "serialized_chars": 100555, + "estimated_input_tokens": 25139, + "estimated_eval_tokens": 50534 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is still mostly heterogeneous (model additions, CI/workflow changes, and isolated bugfixes). The only close overlap is the CohereASR loss-double-shift area, but the two CohereASR PRs are better treated as alternate fixes for the same bug rather than mergeable duplicates, so I keep them conservative-rejects.", - "confidence": 0.9, + "summary": "The packet has two real duplicate clusters, not just one: the CohereASR training-loss double-shift fixes, and a smaller Mamba2 OOM-related pair (46950/46971) that looks mergeable into one bugfix PR. Most other pairs are still separate subsystems, test-only churn, or unrelated model work.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46895 is the best canonical PR because it is the most focused, issue-linked CohereASR fix with test coverage; compared with 46958 it is the cleaner single-change representative, even though the two are not safe to collapse into one duplicate.", + "canonical_pr_reason": "46958 is the cleanest canonical representative: it is a focused CohereASR loss-path bugfix with an explicit issue link, and its changes are narrowly scoped to the same underlying double-shift problem.", "best_issue_reason": null, - "best_pr_reason": "PR 46895 is the best standalone PR in the cluster: it is narrowly scoped, directly bug-fixing, and issue-backed, while the other items are mostly unrelated feature additions or test/infra changes.", + "best_pr_reason": "46958 is still the strongest overall PR candidate because it fixes one concrete bug path with minimal scope and has the clearest issue linkage; the Mamba2 pair is a valid secondary duplicate cluster, but less canonical than the CohereASR fix.", "soft_edge_verdicts": [ { "left": "pull_request:46895", "right": "pull_request:46958", - "accept": false, - "reason": "Same underlying CohereASR double-shift bug, but 46958 is an alternate implementation rather than a change that would plausibly be merged into the same PR; conservative triage should not collapse them." + "accept": true, + "reason": "Same CohereASR double-shift training-loss bug; both touch the same loss path and are alternative fixes for the same issue." }, { "left": "pull_request:46903", "right": "pull_request:46958", + "accept": true, + "reason": "The CohereASR portion is the same double-shift loss bug and same concrete code path; the extra PPFormulaNet changes do not negate the shared fix." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46951", + "accept": false, + "reason": "Both are Mamba2-related only at a high level; one changes model execution, the other changes test/loading setup, so they are not the same concrete fix." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46970", + "accept": false, + "reason": "Mamba2 OOM handling and MusicGen Melody generation are different models and different bug paths." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46950", + "accept": false, + "reason": "GLM46V input casting and Mamba2 OOM are unrelated code paths and unrelated bugs." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46951", + "accept": false, + "reason": "Different subsystems and symptoms; no shared underlying bug." + }, + { + "left": "pull_request:46951", + "right": "pull_request:46971", + "accept": false, + "reason": "PEFT integration loading and Mamba2 test OOM are unrelated; this is test/setup work, not the same code-path bug." + }, + { + "left": "pull_request:46970", + "right": "pull_request:46971", + "accept": false, + "reason": "Different models and different changes; one is generation logic, the other is a Mamba2 test dtype tweak." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46971", + "accept": false, + "reason": "Whisper/AudioFlamingo3 attention-cache changes are unrelated to Mamba2 test-loading OOM." + }, + { + "left": "pull_request:46951", + "right": "pull_request:46970", + "accept": false, + "reason": "Different models and fixes; only broad test-failure overlap, not the same underlying change." + }, + { + "left": "pull_request:46902", + "right": "pull_request:46965", + "accept": false, + "reason": "Offloading/weight-conversion save logic is unrelated to DeepSeek V4 cache handling." + }, + { + "left": "pull_request:46180", + "right": "pull_request:46347", + "accept": false, + "reason": "Both add new models, but they are distinct integrations with different code and docs." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46928", + "accept": false, + "reason": "DeepSeek V3.2 test offload fixes and BLIP2 tokenizer mapping are unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46926", + "accept": false, + "reason": "EdgeTam processor kwarg cleanup and MiniMax-M3-VL test offload fixes are unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46928", + "accept": false, + "reason": "Different models and unrelated test/config changes." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46928", + "accept": false, + "reason": "MiniMax-M3-VL and BLIP2 touch different code paths; no shared bug." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46941", + "accept": false, + "reason": "MiniMax-M3-VL test fixes and DAC output math are unrelated model bugs." + }, + { + "left": "pull_request:46941", + "right": "pull_request:46970", + "accept": false, + "reason": "DAC output-distance math and MusicGen Melody generation are unrelated model bugs." + }, + { + "left": "pull_request:46902", + "right": "pull_request:46957", + "accept": false, + "reason": "Save/offload weight conversion and generation-kernel optimization are separate infrastructure changes." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46941", + "accept": false, + "reason": "EdgeTam kwarg cleanup and DAC distance computation are unrelated." + }, + { + "left": "pull_request:46180", + "right": "pull_request:46658", + "accept": false, + "reason": "Step-3.7-Flash model work and Fun-ASR-Nano model work are different integrations." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46965", + "accept": false, + "reason": "Pytest-v9 compatibility tweak and DeepSeek V4 cache behavior are unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46961", + "accept": false, + "reason": "Pytest-v9 compatibility and workflow normalization are unrelated changes." + }, + { + "left": "pull_request:46928", + "right": "pull_request:46941", + "accept": false, + "reason": "BLIP2 tokenizer support and DAC distance fix do not address the same issue." + }, + { + "left": "pull_request:46180", + "right": "pull_request:46707", + "accept": false, + "reason": "Fun-ASR-Nano addition and native FSDP2 migration are unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46977", + "accept": false, + "reason": "Pytest-v9 model compatibility and Mllama arg renaming are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46903", + "accept": false, + "reason": "Step-3.7-Flash model support and CohereASR/PPFormulaNet loss fixes are separate bugs." + }, + { + "left": "pull_request:45144", + "right": "pull_request:46912", + "accept": false, + "reason": "MiMo-V2 model integration and RoPE test expansion are unrelated changes." + }, + { + "left": "pull_request:46928", + "right": "pull_request:46951", + "accept": false, + "reason": "BLIP2 tokenizer mapping and PEFT integration loading are unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46927", + "accept": false, + "reason": "EdgeTam and GLM46V fixes affect different models and code paths." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46954", + "accept": false, + "reason": "CI workflow updates and pytest-compatibility fixes are different concerns." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46951", + "accept": false, + "reason": "DeepSeek V3.2 test offload issues and PEFT loading behavior are unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46975", + "accept": false, + "reason": "Pytest-v9 compatibility and documentation typo fixes are unrelated." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46927", + "accept": false, + "reason": "Different models, different fixes, no shared bug." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46941", + "accept": false, + "reason": "Test offload setup and DAC output math are unrelated." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46970", + "accept": false, + "reason": "CohereASR/PPFormulaNet loss fix and MusicGen Melody generation fix are separate bugs." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46973", + "accept": false, + "reason": "Training-loss bugfixes and TimesFm2_5 moving-average fix are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46902", + "accept": false, + "reason": "Step-3.7-Flash model work and offloading/weight-conversion infrastructure are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46902", + "accept": false, + "reason": "SDPA dispatch support and offloading/save-weight conversion are different feature areas." + }, + { + "left": "pull_request:45144", + "right": "pull_request:46196", + "accept": false, + "reason": "MiMo-V2 model addition and wav2vec2 SDPA support are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46902", + "accept": false, + "reason": "Molmo2 model addition and offloading/save-weight conversion are unrelated." + }, + { + "left": "pull_request:46973", + "right": "pull_request:46974", + "accept": false, + "reason": "TimesFm2_5 moving-average fix and MusicGen typo fix are unrelated." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46961", + "accept": false, + "reason": "CohereASR loss fix and Serge branch-normalization workflow are unrelated." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46973", + "accept": false, + "reason": "Different models and bugs; only superficial PR-fix overlap." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46975", + "accept": false, + "reason": "DINOv2 modernization and Gemma 4 docs cleanup are unrelated." + }, + { + "left": "pull_request:46935", + "right": "pull_request:46957", + "accept": false, + "reason": "Trackio callback teardown and generation optimization are unrelated subsystems." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45144", "accept": false, - "reason": "They overlap on CohereASR loss handling, but 46903 is a broader multi-model bugfix (CohereASR + PPFormulaNet), not the same concrete single-PR change as 46958." + "reason": "Molmo2 and MiMo-V2 are separate model integrations." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46977", + "accept": false, + "reason": "CohereASR loss fix and Mllama arg rename are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46266", + "accept": false, + "reason": "Molmo2 model addition and DINOv2 modernization are distinct efforts." + }, + { + "left": "pull_request:46912", + "right": "pull_request:46935", + "accept": false, + "reason": "RoPE tests and Trackio callback behavior are unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46891", + "accept": false, + "reason": "DINO modernization and CI workflow changes are unrelated." + }, + { + "left": "pull_request:45144", + "right": "pull_request:46658", + "accept": false, + "reason": "MiMo-V2 and Step-3.7-Flash are different model integrations." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46935", + "accept": false, + "reason": "Molmo2 model addition and Trackio callback fix are unrelated." + }, + { + "left": "pull_request:45144", + "right": "pull_request:46707", + "accept": false, + "reason": "MiMo-V2 model addition and FSDP2 migration are unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46973", + "accept": false, + "reason": "Workflow normalization and TimesFm2_5 bugfix are unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46974", + "accept": false, + "reason": "Workflow normalization and MusicGen typo fix are unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46836", + "accept": false, + "reason": "DINOv2 modernization and Unlimited OCR model addition are different changes." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46935", + "accept": false, + "reason": "FSDP2 migration and Trackio callback behavior are unrelated." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46935", + "accept": false, + "reason": "CI caller changes and Trackio callback fix are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46970", + "accept": false, + "reason": "Step-3.7-Flash model work and MusicGen Melody generation fix are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:46920", + "accept": false, + "reason": "RoPE test coverage and mistral-common version bump are unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46920", + "accept": false, + "reason": "FSDP2 migration and mistral-common API adaptation are unrelated." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "CohereASR loss fix and MusicGen typo fix are unrelated." + }, + { + "left": "pull_request:46974", + "right": "pull_request:46977", + "accept": false, + "reason": "MusicGen typo fix and Mllama arg rename are unrelated." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46965", + "accept": false, + "reason": "CohereASR loss bugfix and DeepSeek V4 cache behavior are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46920", + "accept": false, + "reason": "Molmo2 model addition and mistral-common API adaptation are unrelated." + }, + { + "left": "pull_request:46920", + "right": "pull_request:46957", + "accept": false, + "reason": "Dependency bump for voxtral_realtime and generation optimization are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46920", + "accept": false, + "reason": "Unlimited OCR model addition and mistral-common API adaptation are unrelated." + }, + { + "left": "pull_request:46965", + "right": "pull_request:46973", + "accept": false, + "reason": "DeepSeek V4 cache support and TimesFm2_5 moving-average fix are unrelated." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46974", + "accept": false, + "reason": "CI workflow changes and MusicGen typo fix are unrelated." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46971", + "accept": true, + "reason": "Same Mamba2 OOM/root-cause area: one changes the model code path, the other adjusts the test/load path; they are plausibly mergeable into one bugfix PR." } ] }, "evaluator_result": { "accept": false, - "feedback": "The writeup is mostly grounded, but it overstates the CohereASR pair: PR 46895 and PR 46958 are both issue-linked fixes for the same bug, yet the packet suggests they are alternate implementations rather than changes that would be mergeable into a single PR. That makes the lone accept verdict too strong for a conservative evaluation. The rest of the pairwise rejections look appropriately cautious." + "feedback": "The summary is too strong for the packet. In particular, it says the only clear duplicate cluster is CohereASR, but the packet also marks pull_request:46950 and pull_request:46971 as a deterministic-accept soft pair: both are Mamba2 OOM fixes, and the changes look plausibly mergeable into one bugfix PR. Rejecting that pair as unrelated overstates the separation. The CohereASR verdicts are more defensible, but the overall clustering is not conservative enough." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -21869,10 +22452,10 @@ "nodes": [ "pull_request:43451", "pull_request:46196", + "pull_request:46266", "pull_request:46658", "pull_request:46707", "pull_request:46836", - "pull_request:46850", "pull_request:46891", "pull_request:46907", "pull_request:46908", @@ -21880,19 +22463,18 @@ "pull_request:46926", "pull_request:46927", "pull_request:46949", - "pull_request:46950", "pull_request:46951", - "pull_request:46953", "pull_request:46957", "pull_request:46961", "pull_request:46965", "pull_request:46968", "pull_request:46970", - "pull_request:46971" + "pull_request:46971", + "pull_request:46973", + "pull_request:46975", + "pull_request:46977" ], "soft_pairs": [ - "pull_request:46950|pull_request:46971", - "pull_request:46949|pull_request:46950", "pull_request:46949|pull_request:46951", "pull_request:46927|pull_request:46949", "pull_request:46927|pull_request:46971", @@ -21900,344 +22482,368 @@ "pull_request:46927|pull_request:46970", "pull_request:46908|pull_request:46926", "pull_request:46907|pull_request:46908", + "pull_request:46266|pull_request:46957", "pull_request:43451|pull_request:46836", - "pull_request:46891|pull_request:46957", "pull_request:46658|pull_request:46836", + "pull_request:46973|pull_request:46977", + "pull_request:46891|pull_request:46957", + "pull_request:46891|pull_request:46975", "pull_request:43451|pull_request:46658", - "pull_request:46953|pull_request:46957", - "pull_request:46707|pull_request:46953", - "pull_request:46658|pull_request:46850", + "pull_request:46658|pull_request:46975", "pull_request:43451|pull_request:46891", "pull_request:46658|pull_request:46707", - "pull_request:46891|pull_request:46953", "pull_request:46707|pull_request:46891", - "pull_request:43451|pull_request:46953", "pull_request:46196|pull_request:46836", "pull_request:43451|pull_request:46707", "pull_request:46836|pull_request:46891", "pull_request:46836|pull_request:46957", - "pull_request:46658|pull_request:46957", - "pull_request:46961|pull_request:46965", + "pull_request:46707|pull_request:46975", + "pull_request:46961|pull_request:46977", "pull_request:46707|pull_request:46836", - "pull_request:46953|pull_request:46968", + "pull_request:46961|pull_request:46965", "pull_request:46957|pull_request:46965", "pull_request:46707|pull_request:46957", + "pull_request:46968|pull_request:46975", + "pull_request:46965|pull_request:46977", "pull_request:46912|pull_request:46957", "pull_request:46957|pull_request:46968", "pull_request:43451|pull_request:46196", - "pull_request:46850|pull_request:46957", + "pull_request:46957|pull_request:46975", "pull_request:43451|pull_request:46912", - "pull_request:46850|pull_request:46891", "pull_request:43451|pull_request:46957", "pull_request:46891|pull_request:46968", - "pull_request:43451|pull_request:46850", - "pull_request:46707|pull_request:46850", + "pull_request:43451|pull_request:46975", "pull_request:46891|pull_request:46912", "pull_request:46836|pull_request:46912", - "pull_request:43451|pull_request:46968", "pull_request:46707|pull_request:46968", + "pull_request:43451|pull_request:46968", + "pull_request:46196|pull_request:46975", "pull_request:46196|pull_request:46891", "pull_request:46196|pull_request:46707", "pull_request:43451|pull_request:46965", - "pull_request:46836|pull_request:46965", - "pull_request:46196|pull_request:46957", + "pull_request:46961|pull_request:46975", + "pull_request:46975|pull_request:46977", "pull_request:46957|pull_request:46961", "pull_request:46891|pull_request:46961", - "pull_request:43451|pull_request:46961", - "pull_request:46953|pull_request:46961" + "pull_request:46957|pull_request:46977", + "pull_request:46891|pull_request:46977" ], - "prepared_review_unit_hash": "7aaae245fef126efee47828d2221ddf718373ac82af4c2a1e37703e7fe2131f6", + "prepared_review_unit_hash": "31c91ff4abf07c84b9bb00b353b4d348b80c02c1108503f4ea64d090caa26e3d", "component_budget": { "node_count": 37, "item_count": 37, - "soft_pair_count": 126, - "serialized_chars": 128604, - "estimated_input_tokens": 32151, - "estimated_eval_tokens": 64558 + "soft_pair_count": 124, + "serialized_chars": 129586, + "estimated_input_tokens": 32397, + "estimated_eval_tokens": 65050 }, "budget": { - "node_count": 22, - "item_count": 22, - "soft_pair_count": 54, - "serialized_chars": 65441, - "estimated_input_tokens": 16361, - "estimated_eval_tokens": 32978 + "node_count": 23, + "item_count": 23, + "soft_pair_count": 52, + "serialized_chars": 67331, + "estimated_input_tokens": 16833, + "estimated_eval_tokens": 33922 }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is heterogeneous: model additions, unrelated model bug fixes, docs/CI tweaks, and test-only changes. None of the soft edges look like the same underlying change, so all should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a valid canonical duplicate target; the items span unrelated models and subsystems with only superficial similarity.", - "best_issue_reason": null, - "best_pr_reason": "PR 46957 has the broadest similarity links, but it is still a distinct FP8/generation change and not a duplicate of the others.", - "soft_edge_verdicts": [ - { - "left": "pull_request:46950", - "right": "pull_request:46971", - "accept": false, - "reason": "Same model family, but one changes runtime behavior and the other only adjusts test loading flags; not the same underlying fix." - }, - { - "left": "pull_request:46949", - "right": "pull_request:46950", - "accept": false, - "reason": "Different models and different failure modes; only the \"serge\" fix pattern is shared." - }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: it mixes unrelated model additions, test-only fixes, docs edits, and CI/infra changes. I found no pair that is clearly the same underlying bug or change, so no soft edge should be accepted.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the items are heterogeneous and do not represent one shared fix or feature.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good global representative because the cluster spans unrelated changes across many models and subsystems.", + "soft_edge_verdicts": [ { "left": "pull_request:46949", "right": "pull_request:46951", "accept": false, - "reason": "Different models and codepaths; these address separate integration-test failures." + "reason": "Different models and fixes: Whisper/AudioFlamingo3 cache handling vs PEFT integration loading behavior." }, { "left": "pull_request:46927", "right": "pull_request:46949", "accept": false, - "reason": "Unrelated model fixes for different architectures; not mergeable into one PR." + "reason": "Unrelated test failures in different model families with different code paths." }, { "left": "pull_request:46927", "right": "pull_request:46971", "accept": false, - "reason": "Different model areas and different fix types; no shared underlying bug." + "reason": "Different issues: GLM46V model casting/forward handling vs Mamba2 test load arguments." }, { "left": "pull_request:46949", "right": "pull_request:46970", "accept": false, - "reason": "Audio/Whisper cache handling is unrelated to MusicGen Melody generation behavior." + "reason": "Different model-specific generation fixes; not the same bug or patch." }, { "left": "pull_request:46927", "right": "pull_request:46970", "accept": false, - "reason": "Different models and separate test failures; not the same code change." + "reason": "Distinct model bugs in unrelated architectures." }, { "left": "pull_request:46908", "right": "pull_request:46926", "accept": false, - "reason": "Both are test fixes, but for different models and causes; not duplicates." + "reason": "Both are load_error test workarounds, but for different models and failure details; not mergeable into one PR." }, { "left": "pull_request:46907", "right": "pull_request:46908", "accept": false, - "reason": "EdgeTam runtime kwarg cleanup vs DeepSeek test offload changes are unrelated." + "reason": "Different model families and different fixes; only both are integration-test related." }, { - "left": "pull_request:43451", - "right": "pull_request:46836", + "left": "pull_request:46266", + "right": "pull_request:46957", "accept": false, - "reason": "Both add model support, but for different models and unrelated codepaths." + "reason": "Modernizing DINO conversion/support is unrelated to FP8 generation optimization." }, { - "left": "pull_request:46891", - "right": "pull_request:46957", + "left": "pull_request:43451", + "right": "pull_request:46836", "accept": false, - "reason": "PEFT CI wiring and FP8/generation optimization are unrelated changes." + "reason": "Two separate model additions, not the same model or change." }, { "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "Step 3.7 Flash conversion/build scripts and Unlimited OCR model addition are separate features." + "reason": "Step 3.7 Flash scaffolding is unrelated to Unlimited OCR model addition." }, { - "left": "pull_request:43451", - "right": "pull_request:46658", + "left": "pull_request:46973", + "right": "pull_request:46977", "accept": false, - "reason": "Different model additions with different conversion and implementation stacks." + "reason": "TimesFm2_5 bug fix vs Mllama arg-name deprecation; no shared underlying change." }, { - "left": "pull_request:46953", + "left": "pull_request:46891", "right": "pull_request:46957", "accept": false, - "reason": "Distinct feature work: FusedRMSNormGated cleanup vs generation/FP8 optimization." + "reason": "CI PEFT integration workflow changes are unrelated to generation/runtime FP8 logic." }, { - "left": "pull_request:46707", - "right": "pull_request:46953", + "left": "pull_request:46891", + "right": "pull_request:46975", + "accept": false, + "reason": "CI workflow changes and documentation typo fixes are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46658", "accept": false, - "reason": "Native FSDP2 migration and fused norm refactoring are unrelated." + "reason": "Different new model workstreams with no shared bug or feature." }, { "left": "pull_request:46658", - "right": "pull_request:46850", + "right": "pull_request:46975", "accept": false, - "reason": "Step 3.7 Flash model code and Gemma masking fixes are different subsystems." + "reason": "Step 3.7 Flash implementation is unrelated to docs typo cleanup." }, { "left": "pull_request:43451", "right": "pull_request:46891", "accept": false, - "reason": "Molmo2 model addition and PEFT CI changes are unrelated." + "reason": "Model addition vs CI workflow; not the same underlying change." }, { "left": "pull_request:46658", "right": "pull_request:46707", "accept": false, - "reason": "Model conversion/addition work and distributed FSDP2 migration are separate changes." - }, - { - "left": "pull_request:46891", - "right": "pull_request:46953", - "accept": false, - "reason": "CI workflow changes and fused norm implementation changes do not target the same bug." + "reason": "New model implementation and FSDP2 migration are unrelated." }, { "left": "pull_request:46707", "right": "pull_request:46891", "accept": false, - "reason": "FSDP2 migration and PEFT CI are separate infrastructure changes." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46953", - "accept": false, - "reason": "Molmo2 model support and fused norm cleanup are unrelated." + "reason": "FSDP2 migration work is unrelated to PEFT CI branch/workflow changes." }, { "left": "pull_request:46196", "right": "pull_request:46836", "accept": false, - "reason": "Wav2Vec2 SDPA docs/model support and Unlimited OCR model addition are unrelated." + "reason": "Wav2Vec2 SDPA dispatch and Unlimited OCR model addition are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46707", "accept": false, - "reason": "Model addition and distributed runtime migration are not the same change." + "reason": "Molmo2 model addition and FSDP2 module migration are unrelated." }, { "left": "pull_request:46836", "right": "pull_request:46891", "accept": false, - "reason": "Unlimited OCR model support and PEFT CI are unrelated." + "reason": "Model addition vs CI workflow; no shared code path." }, { "left": "pull_request:46836", "right": "pull_request:46957", "accept": false, - "reason": "Model addition and generation/FP8 optimization address different concerns." + "reason": "Unlimited OCR model addition is unrelated to FP8 generation optimization." }, { - "left": "pull_request:46658", - "right": "pull_request:46957", + "left": "pull_request:46707", + "right": "pull_request:46975", "accept": false, - "reason": "Step 3.7 Flash model work is unrelated to FP8/generation utilities." + "reason": "FSDP2 migration and docs typo fixes are unrelated." }, { "left": "pull_request:46961", - "right": "pull_request:46965", - "accept": false, - "reason": "Workflow automation for branch normalization and DeepSeek V4 cache handling are unrelated." - }, - { - "left": "pull_request:46707", - "right": "pull_request:46836", + "right": "pull_request:46977", "accept": false, - "reason": "FSDP2 migration and Unlimited OCR model support are unrelated." + "reason": "Workflow normalization and Mllama argument deprecation are unrelated." }, { - "left": "pull_request:46953", - "right": "pull_request:46968", + "left": "pull_request:46961", + "right": "pull_request:46965", "accept": false, - "reason": "FusedRMSNormGated cleanup and docs autolinks are different areas with no shared bug." + "reason": "Branch normalization workflow and DeepSeek V4 use_cache support are unrelated." }, { "left": "pull_request:46957", "right": "pull_request:46965", "accept": false, - "reason": "FP8/generation optimization and DeepSeek V4 use_cache support are unrelated." + "reason": "Different DeepSeek V4 cache/generation behavior versus FP8 routing optimization." }, { "left": "pull_request:46707", "right": "pull_request:46957", "accept": false, - "reason": "Distributed FSDP2 migration and FP8/generation optimization are separate features." + "reason": "Both touch generation-related code, but one is FSDP2 migration and the other is FP8 decode optimization; not the same bug." }, { - "left": "pull_request:46912", - "right": "pull_request:46957", + "left": "pull_request:46968", + "right": "pull_request:46975", "accept": false, - "reason": "RoPE test/implementation changes and FP8/generation optimization are different issues." + "reason": "Docs autolink cleanup and Gemma typo fixes are separate documentation changes." }, { - "left": "pull_request:46850", + "left": "pull_request:46965", + "right": "pull_request:46977", + "accept": false, + "reason": "DeepSeek V4 cache semantics and Mllama deprecation rename are unrelated." + }, + { + "left": "pull_request:46912", "right": "pull_request:46957", "accept": false, - "reason": "Gemma sliding-window masking fix and FP8/generation optimization target different codepaths." + "reason": "RoPE test coverage changes are unrelated to FP8 generation kernel behavior." }, { "left": "pull_request:46957", "right": "pull_request:46968", "accept": false, - "reason": "FP8/generation optimization and docs autolink cleanup are unrelated." + "reason": "Runtime kernel optimization vs documentation autolink cleanup." }, { "left": "pull_request:43451", "right": "pull_request:46196", "accept": false, - "reason": "Molmo2 model addition and Wav2Vec2 SDPA docs/model changes are unrelated." + "reason": "Model addition and wav2vec2 SDPA dispatch are unrelated." }, { - "left": "pull_request:46850", - "right": "pull_request:46891", + "left": "pull_request:46957", + "right": "pull_request:46975", "accept": false, - "reason": "Gemma masking fix and PEFT CI change are unrelated." + "reason": "FP8 generation optimization and documentation typo fixes are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46912", "accept": false, - "reason": "Molmo2 model support and RoPE testing changes are unrelated." + "reason": "Molmo2 model addition and RoPE test changes are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46957", + "accept": false, + "reason": "New model addition vs generation runtime optimization; different concerns." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46968", + "accept": false, + "reason": "CI workflow changes and docs autolink cleanup are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46975", + "accept": false, + "reason": "Molmo2 addition and Gemma docs typo fixes are unrelated." }, { "left": "pull_request:46891", "right": "pull_request:46912", "accept": false, - "reason": "PEFT CI work and RoPE test/implementation work are unrelated." + "reason": "CI workflow changes do not match RoPE test updates." }, { "left": "pull_request:46836", "right": "pull_request:46912", "accept": false, - "reason": "Unlimited OCR model support and RoPE test/implementation changes are unrelated." + "reason": "Unlimited OCR model addition and RoPE test fixes are unrelated." }, { - "left": "pull_request:46957", - "right": "pull_request:46961", + "left": "pull_request:46707", + "right": "pull_request:46968", "accept": false, - "reason": "FP8/generation optimization and Serge branch-normalization workflow are unrelated." + "reason": "FSDP2 migration and docs autolink cleanup are unrelated." }, { "left": "pull_request:46196", - "right": "pull_request:46957", + "right": "pull_request:46975", "accept": false, - "reason": "Wav2Vec2-related docs/model changes and FP8/generation optimization are unrelated." + "reason": "Wav2Vec2 SDPA dispatch and Gemma typo fixes are unrelated." }, { - "left": "pull_request:46891", - "right": "pull_request:46961", + "left": "pull_request:46196", + "right": "pull_request:46891", + "accept": false, + "reason": "Wav2Vec2 model dispatch changes are unrelated to PEFT CI workflow edits." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46707", "accept": false, - "reason": "PEFT CI and branch-normalization workflow are separate automation changes." + "reason": "Different subsystems: wav2vec2 SDPA dispatch versus FSDP2 infrastructure." }, { "left": "pull_request:43451", - "right": "pull_request:46961", + "right": "pull_request:46965", + "accept": false, + "reason": "Molmo2 addition and DeepSeek V4 cache support are unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46975", "accept": false, - "reason": "Molmo2 model addition and workflow automation are unrelated." + "reason": "Automated branch normalization workflow and docs typo cleanup are unrelated." }, { - "left": "pull_request:46953", + "left": "pull_request:46975", + "right": "pull_request:46977", + "accept": false, + "reason": "Documentation typo fix and Mllama API rename are unrelated." + }, + { + "left": "pull_request:46957", "right": "pull_request:46961", "accept": false, - "reason": "Fused norm refactor and workflow automation do not share an underlying bug." + "reason": "FP8 generation optimization and workflow normalization are unrelated." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46977", + "accept": false, + "reason": "CI workflow changes and Mllama deprecation-rename changes are unrelated." } ] }, @@ -22270,12 +22876,12 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "be02d9aafec7b7e220495cd3526ba2c2ee41d3aa3f74f7d6e88de4e3ca0b9168", + "prepared_review_unit_hash": "86dee1cef376a11f97e3523b2f57b794f2123afbbb3d1cbddc8013bc1282bb42", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6350, + "serialized_chars": 6349, "estimated_input_tokens": 1588, "estimated_eval_tokens": 3432 }, @@ -22283,7 +22889,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6350, + "serialized_chars": 6349, "estimated_input_tokens": 1588, "estimated_eval_tokens": 3432 }, @@ -22292,30 +22898,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three PRs are not true duplicates: they each exercise different repo-bot / workflow paths, and the only overlap is superficial title/theme similarity. No soft pair should be merged.", - "confidence": 0.95, + "summary": "These are three unrelated '[don't merge]' PRs that only share superficial similarity in repo-bot/workflow/test-area edits. No duplicate cluster is justified.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43532 is the most central of the three because it touches multiple workflow/testing files and overlaps one filename with another PR, but it still does not match the others on the concrete change being made.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43532 is the best representative only in a loose clustering sense; it has the broadest surface area and the strongest weak overlap, though it is not a true duplicate of the others.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes: 43488 alters setup/dependency/version and a test stub, while 46747 only switches a workflow trigger. No shared concrete bug or mergeable code-path fix." + "reason": "Different changes: one tweaks setup/versioning/dependency/test files, the other changes a security-gate workflow trigger. Not the same underlying fix." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "43488 is about setup/version and a test file; 43532 rewrites CI/workflow behavior and testing utilities. Shared test filename is not enough to make them the same underlying change." + "reason": "One is a packaging/version/dependency test PR; the other rewrites several CI/workflow files plus testing utilities. Only broad repo-bot/test overlap, not one concrete bug." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch workflows, but they fix different workflow mechanisms: self-comment CI vs security-gate trigger semantics. They are not the same code-path problem and would not be one PR." + "reason": "Both touch workflows, but one is about self-comment/self-scheduled/slack automation while the other is a pull_request_target-to-pull_request security gate change. Distinct code paths and purposes." } ] }, @@ -22345,7 +22951,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "3b0fdd08e285cfa3582cda3ad6d96ba77aa962a20577c1edb777f3049da91e92", + "prepared_review_unit_hash": "f948ff0c4ab6982de5ae7b352725dc347575689452a93330e8c986825e0f97f5", "component_budget": { "node_count": 2, "item_count": 2, @@ -22367,18 +22973,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related-but-distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share infrastructure files, but they do not fix the same underlying bug or implement the same change.", + "summary": "These are two different feature PRs for two different pipelines: Promptable Concept Segmentation vs Promptable Visual Segmentation. They share docs/registration scaffolding, but they do not appear to fix the same concrete code-path problem and should not be merged as duplicates.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical duplicate here; the PRs target different segmentation tasks and different model/doc/test surfaces.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the broader and more complete visual-segmentation feature, but it still does not subsume PR 43612 because the latter is a separate concept-segmentation pipeline.", + "best_pr_reason": "Neither PR is a duplicate of the other; if forced to pick a representative, PR 43613 is the broader implementation because it touches more model integrations and tests, but it is still a separate feature from PR 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different pipelines and different task definitions: concept segmentation vs visual segmentation. Shared docs/pipeline scaffolding is not enough to treat them as the same change." + "reason": "Different underlying features and code paths: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. Shared docs/auto-registration files are just infrastructure overlap, not evidence of the same bug or change." } ] }, @@ -22408,40 +23014,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "e191d426c7ff604d296d25fbd52d188424ed0db55bb91990d21df4c34e374ed8", + "prepared_review_unit_hash": "ff660d3591503d12c89d266c702a500c5f866b0c62e3250785282751a719053c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated trainer.py pull requests: one changes gradient-accumulation loss scaling, the other extracts signature-column logic for filtering. They share a file but not the same underlying bug or feature change.", - "confidence": 0.97, + "summary": "The two pull requests both touch `trainer.py`, but they address different Trainer extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. They are not the same underlying bug or change, so this is not a duplicate pair.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: the PRs modify different code paths and solve different problems, so they should not be collapsed into one duplicate cluster.", + "canonical_pr_reason": "PR #43651 is the better representative of the cluster because it is a single, concrete Trainer behavior change centered on loss scaling in `training_step`; the other PR targets a separate filtering hook and is not part of the same change.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a strong representative of the other; if forced to pick one, 43651 is the more behavior-changing trainer fix, but it does not represent 43663's column-filtering refactor.", + "best_pr_reason": "PR #43651 is the most canonical-looking PR in this cluster: it has a clear, localized code-path change and a direct feature goal. PR #43663 is unrelated in behavior despite sharing the same file.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Reject: both touch trainer.py, but one adjusts gradient-accumulation loss scaling while the other refactors signature-column inspection. They are not the same concrete bug/change and would not plausibly be merged as one PR." + "reason": "Different code paths and behaviors: #43651 changes gradient accumulation loss normalization, while #43663 adds an override hook for signature-column filtering. Shared file/subsystem alone is not enough to treat them as the same change." } ] }, @@ -22471,12 +23077,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "e08d7d0dce784ea98d11907c8f81c99319866d61e15a5355b44b235acb5b28db", + "prepared_review_unit_hash": "de56b76a1dd0345e2fb684432e85a31e11392aecdf3e95e80e3dba080d46efa4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -22484,7 +23090,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -22493,18 +23099,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests touch `src/transformers/cli/serve.py` and are about typing/runtime import issues in the CLI, but they address different concrete failures: one is a general annotation/name-resolution cleanup, the other is specifically the `TypeAdapter` NameError when `pydantic` is absent. They should not be merged as duplicates.", - "confidence": 0.91, + "summary": "Both PRs touch the same file and the same general annotation/NameError area in the CLI, but they address different concrete cases and should not be merged as duplicates.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the cleaner canonical representative: it has a narrowly defined failure mode (`TypeAdapter` NameError when `pydantic` is not installed) and a minimal, targeted fix in the CLI module.", + "canonical_pr_reason": "PR 43656 is the broader, earlier fix for runtime annotation NameErrors in `src/transformers/cli/serve.py`, and its `from __future__ import annotations` change likely subsumes the TypeAdapter typing issue.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best fit for the cluster because its title, issue target, and diff all line up on one specific runtime/import bug, making it the most precise representative of the underlying change class.", + "best_pr_reason": "PR 43656 is the best representative of the cluster because it fixes the underlying annotation-evaluation problem more generally, whereas PR 43842 is a narrower pydantic-specific adjustment.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Different bugs: 43656 is a broader typing/annotation cleanup around `serve.py`, while 43842 specifically fixes `TypeAdapter` import/name resolution when `pydantic` is not installed. Same file, but not the same concrete change." + "reason": "Reject: both are in `serve.py` and involve NameError-prone type annotations, but 43656 is a broader forward-annotations cleanup while 43842 is specifically about `TypeAdapter` when pydantic is absent; they are related but not the same concrete fix." } ] }, @@ -22696,12 +23302,12 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "245aca039abab41ed6e62afe3348b5312798f57fbb51fd6cb346af3e6fdc4cee", + "prepared_review_unit_hash": "28789a9f4f26eb9be78076c242f114f65f10b476a2968b7ef88e8d14196f5feb", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84898, + "serialized_chars": 84900, "estimated_input_tokens": 21225, "estimated_eval_tokens": 42706 }, @@ -22709,7 +23315,7 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75093, + "serialized_chars": 75096, "estimated_input_tokens": 18774, "estimated_eval_tokens": 37804 }, @@ -22718,390 +23324,360 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mainly a wave of model-by-model refactors to the new output tracing API. Most PRs share the same high-level theme and often the same issue target, but they are not duplicates across different architectures; only a few same-model follow-up PRs look mergeable as duplicates.", - "confidence": 0.88, + "summary": "This cluster is a broad family of output-tracing refactors across many models, not one shared bug. Only the same-model GPT-J and GPT-Neo pairs look like true duplicates; most other soft links are just topical similarity around the same tracking issue.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44066 is the best representative because it directly targets #43979, spans the GPT-J/CodeGen code path, and is the clearest broad refactor in the cluster rather than a narrow model-only follow-up.", + "canonical_pr_reason": "PR 44722 is the best representative of the repeated GPT-J/CodeGen tracing refactor: it targets the shared decorator-based output-capture change, touches the relevant code paths, and is the clearest later variant of the same implementation family.", "best_issue_reason": null, - "best_pr_reason": "PR 44066 is the strongest single PR to anchor the cluster: explicit issue link, concrete code-path changes, and broad enough scope to represent the GPT-J/CodeGen output-tracing refactor family.", + "best_pr_reason": "PR 44722 is the strongest stand-alone exemplar of the shared GPT-J/CodeGen output-tracing change; it is concrete, code-path specific, and closest to a mergeable final form among the duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Same tracking issue theme, but different model families and code paths; not the same underlying bug/change." + "reason": "Different model families and code paths (Cvt/FNet vs GPT-J); shared issue target alone is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different architectures (FNet/CVT vs DeBERTa); only the refactor pattern is shared." + "reason": "Different models and refactor targets; this is broad tracing cleanup, not the same underlying change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same file family; 44085 looks like a narrower variant of the same change." + "reason": "Same GPT-J output-tracing change in the same file; 44066 also includes CodeGen, but the GPT-J portion is the same concrete refactor." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet/RT-DETR ResNet versus EfficientNet; same broad initiative, but not the same concrete fix." + "reason": "ResNet vs EfficientNet are separate model implementations; too broad to be one duplicate change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Completely different model code paths; shared issue target is not enough to merge them as duplicates." + "reason": "EfficientNet and GPT-J are unrelated code paths despite the same umbrella issue." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen output tracing versus EfficientNet output tracing; different underlying changes." + "reason": "Different models and different code paths; only a shared refactor theme." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 versus DeBERTa; similar refactor style only." + "reason": "MobileNetV2 and DeBERTaV2 are unrelated implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen versus MGP-STR; different concrete model paths." + "reason": "GPT-J/CodeGen versus MGP-STR; not the same bug or change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen versus MPT; same theme, different implementation." + "reason": "GPT-J/CodeGen versus MPT; different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "These are both GPT-Neo output-tracing refactors on the same model and files; they look like duplicate iterations of the same fix." + "reason": "Same GPT-Neo output-tracing refactor on the same model/file family; these are near-duplicate implementations." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model implementations." + "reason": "Different model families (GPT-Neo vs GPT-J/CodeGen)." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen versus GPT-Neo; related refactor class, but not the same bug/change." + "reason": "GPT-J/CodeGen and GPT-Neo are separate model code paths." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing and GPT-J output tracing are unrelated concrete code paths." + "reason": "ResNet and GPT-J are unrelated model implementations." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR versus GPT-J/CodeGen; only the standardized tracing pattern is common." + "reason": "MGP-STR and GPT-J are unrelated code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different model paths; not a duplicate." + "reason": "ResNet and GPT-J are separate model families." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo versus ResNet; same refactor family, but distinct model changes." + "reason": "GPT-Neo versus ResNet; same topic, different concrete changes." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are different concrete implementations." + "reason": "ResNet and MPT are different code paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen; same initiative, different model code." + "reason": "GPT-Neo and GPT-J are different models; not mergeable as one PR." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo versus Flaubert; unrelated model paths." + "reason": "GPT-Neo versus Flaubert/XLM are distinct implementations." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo versus Flaubert; not the same underlying change." + "reason": "Different models and code paths." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT versus GPT-J/CodeGen; different concrete fixes." + "reason": "MPT and GPT-J are unrelated concrete changes." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different model implementations." + "reason": "GPT-Neo and GPT-J are different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo versus MGP-STR; not a duplicate." + "reason": "GPT-Neo versus MGP-STR; only topical similarity." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo versus MGP-STR; only the output-tracing refactor pattern matches." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44085", - "accept": false, - "reason": "MPT versus GPT-J/CodeGen; different code paths." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-J versus MGP-STR; unrelated model changes." + "reason": "GPT-Neo and MGP-STR are unrelated implementations." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 versus MGP-STR; same style, different underlying change." + "reason": "GPT-2 and MGP-STR are different model code paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT versus Flaubert/XLM; not the same model or fix." + "reason": "ViLT and Flaubert/XLM are separate model families." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are separate model code paths." + "reason": "GPT-2 and GPT-J are different concrete refactors." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer versus LongT5; shared refactor theme only." + "reason": "Segformer and LongT5 are unrelated implementations." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer versus GPT-J/CodeGen; different concrete changes." + "reason": "Segformer and GPT-J are different code paths." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and VisualBERT are distinct model implementations." + "reason": "Segformer versus VisualBert; same theme, different model-specific changes." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo versus MPT; not the same bug/change." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44073", - "accept": false, - "reason": "RegNet versus VisualBERT; only the output tracing migration is shared." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44071", - "accept": false, - "reason": "SegFormer versus MPT; different model code paths." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44101", - "accept": false, - "reason": "VisualBERT versus Flaubert/XLM; not duplicate fixes." + "reason": "GPT-Neo and MPT are different model families." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "GPT-2 versus MPT; different model-specific refactors." + "reason": "MPT and ImageGPT are separate implementations." }, { - "left": "pull_request:44056", + "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "MPNet versus Flaubert/XLM; different underlying changes." + "reason": "TextNet and Flaubert/XLM are unrelated code paths." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and SegFormer are different architectures." + "reason": "RegNet and Segformer are different models." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet versus MPNet; same umbrella theme only." + "reason": "RegNet and MPNet are unrelated concrete changes." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT versus ImageGPT; different concrete code paths." + "reason": "MPT and ImageGPT are different model code paths." }, { "left": "pull_request:44074", - "right": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "TextNet versus Flaubert/XLM; not the same underlying bug/change." + "reason": "TextNet and LongT5 are distinct implementations." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet versus GPT-Neo; unrelated model fixes." + "reason": "RegNet and GPT-Neo are unrelated models." }, { - "left": "pull_request:44056", + "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "MPNet versus LongT5; different implementations." + "reason": "RegNet and LongT5 are separate code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:44074", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet versus TextNet; same migration idea, different fixes." + "reason": "TextNet and MPT are different concrete changes." }, { - "left": "pull_request:43996", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "FNet/CVT versus LongT5; not the same code path." + "reason": "SqueezeBert and MPT are unrelated implementations." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "MPT versus SpeechT5; different model-specific changes." + "reason": "SqueezeBert and VisualBert are different model code paths." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "GPT-Neo versus GPT-2; related refactor class, but distinct models." + "reason": "RegNet and TextNet are separate models." }, { "left": "pull_request:44056", - "right": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "MPNet versus VisualBERT; different implementations." + "reason": "MPNet and LongT5 are unrelated concrete refactors." }, { - "left": "pull_request:44010", + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are different model families." + }, + { + "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBERT versus LongT5; not the same bug/change." + "reason": "TextNet and LongT5 are not the same underlying change." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:43996", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBERT versus VisualBERT; unrelated concrete fixes." + "reason": "Cvt/FNet and LongT5 are unrelated code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44018", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "SegFormer versus GPT-Neo; same initiative, different model code." + "reason": "Cvt/FNet and Segformer are different model families." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT versus DeBERTa; different model paths." + "reason": "SqueezeBert and DeBERTaV2 are separate implementations." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa versus TextNet; not the same underlying change." + "reason": "DeBERTaV2 and TextNet are unrelated models." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor family and overlapping code paths; these look like duplicate iterations of one fix." + "reason": "Same GPT-J/CodeGen output-tracing refactor and same underlying code path; these are duplicate implementations of the same change." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both touch GPT-J output tracing in the same file family; 44085 appears to be a narrower duplicate/refinement." + "reason": "Both target the same GPT-J output-tracing refactor in the same file family." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J versus SpeechT5; different concrete model changes." + "reason": "GPT-J and SpeechT5 are unrelated model code paths; same issue target is not sufficient." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "Different model families and code paths; not the same bug/change." + "reason": "Cvt/FNet and ResNet are different models." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "FNet/CVT versus SpeechT5; only the refactor pattern overlaps." + "reason": "Cvt/FNet and SpeechT5 are unrelated implementations." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa versus SpeechT5; unrelated concrete fixes." + "reason": "DeBERTaV2 and SpeechT5 are separate code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa versus Vits; not the same code path." - }, - { - "left": "pull_request:44101", - "right": "pull_request:44116", - "accept": true, - "reason": "Both are Flaubert output-tracing refactors on the same code path; 44101 just bundles extra XLM work." + "reason": "DeBERTaV2 and ViTS are different model families." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it reflects the shared #43979 theme, distinguishes cross-architecture refactors from same-model follow-ups, and does not overstate duplicates. The accepted soft-edge pairs also look mergeable as single PRs for the same bugfix (GPT-Neo, GPT-J/CodeGen, and Flaubert cases)." + "feedback": "The summary is grounded in the packet and stays conservative: it treats the shared issue target as an umbrella and only accepts clear same-model/file-family duplicates. The accepted soft edges are plausibly mergeable into single bugfix PRs, and the rejected cross-model pairs are appropriately marked too broad." }, "evaluator_used": true, "retried": false, @@ -23139,12 +23715,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "6d884923168001313fc5ac56a32f33969c03361198f542be04d9be7171b8e624", + "prepared_review_unit_hash": "197995b2b0925877b09d728699dfa17a624a4d7ba9e93c54a2afb219a67ed612", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84898, + "serialized_chars": 84900, "estimated_input_tokens": 21225, "estimated_eval_tokens": 42706 }, @@ -23152,7 +23728,7 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17126, + "serialized_chars": 17125, "estimated_input_tokens": 4282, "estimated_eval_tokens": 8820 }, @@ -23161,48 +23737,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are a set of per-model refactors toward standardized output tracing/capture. They share the same migration pattern but affect different model implementations and code paths, so they do not look like duplicate fixes or mergeable PRs.", - "confidence": 0.88, + "summary": "These PRs are all model-specific refactors to standardized output tracing/capture, but they touch different architectures and code paths. They are thematically similar, not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is the clearest representative of the cluster: it explicitly introduces both `capture_outputs` and `can_return_tuple` for VisualBert, with a concrete `_can_record_outputs` mapping and a well-scoped refactor.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 44073 is the best cluster representative because its title and diff most clearly express the standardized output-tracing migration pattern, making it the most informative canonical example.", + "best_pr_reason": "No single PR is a true cluster canonical; each PR is an independent model-specific refactor rather than the same fix or change.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing migrations, but they target different model code paths (FocalNet vs ImageGPT) and are separate per-model refactors, not the same concrete change." + "reason": "Both migrate output tracing to capture_outputs, but one is FocalNet and the other ImageGPT; they modify different model implementations and are not the same concrete change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are unrelated model implementations; the shared theme is only the generic output-capture refactor pattern, so these are not the same underlying fix." + "reason": "Similar standardized-output refactor, but VisualBert and TextNet are different code paths and model-specific implementations, so this is not a duplicate change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert each add tracing hooks for different internals; this is a common migration style, not one duplicate code-path change." + "reason": "Both are output-tracing refactors, but MPNet vs VisualBert affects different model internals; not the same underlying bug or patch." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These touch different models and different output-return wiring, so they are not mergeable as one PR for a single bug/change." + "reason": "Same broad theme, but MPNet and TextNet are unrelated model-specific refactors and could not reasonably be merged as one PR." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are distinct implementations; despite similar decorator/capture changes, they do not fix the same underlying issue." + "reason": "RegNet and SqueezeBert are separate architectures; the diffs show similar modernization, not the same concrete code-path fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are separate model-specific refactors with different forward signatures and output handling; the overlap is only the shared migration theme." + "reason": "Both involve output capture cleanup, but SqueezeBert vs SpeechT5 are different models and SpeechT5 has its own explicit issue-driven refactor." } ] }, @@ -23282,268 +23858,250 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "35a6374f7f6fda22b1038c1a12fbcfe29bedb47681c5148446680f44a7d10b0d", + "prepared_review_unit_hash": "2c1a622c2996e10ece64b8d380d3882d3bf7310daca62912b2526062e9994469", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40177, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40176, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40177, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40176, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all separate model-specific output-tracing refactors. They share a template-like theme and some helper imports, but they do not fix the same concrete code path, so none of the soft edges should be merged as duplicates.", - "confidence": 0.95, + "summary": "These PRs share a broad \"output tracing/refactor\" theme, but each one targets a different model or wrapper and a different concrete code path. They are related work, not duplicate changes.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the broadest representative of the batch: it spans two related model implementations and introduces the most substantial output-capture plumbing, making it the best single exemplar of this refactor series.", + "canonical_pr_reason": "No single canonical PR: the items are separate model-specific refactors, not the same underlying fix.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the strongest representative to anchor the cluster, since it is the most substantial and broadly scoped of the listed refactors.", + "best_pr_reason": "PR 44003 is the strongest representative of the shared tracing-refactor theme because it makes broader changes across the mamba family, but it still does not subsume the other model-specific PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and code paths; shared wording about output tracing is just a refactor pattern, not the same change." + "reason": "Different models and code paths (timm_backbone vs upernet); same refactor motif only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different models (`timm_backbone` vs `vision_text_dual_encoder`); no shared bug or fix target." + "reason": "Different model families (timm_backbone vs vision_text_dual_encoder); not the same concrete change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Unrelated model implementations; both are output-tracing cleanups but not one concrete duplicated fix." + "reason": "Different architectures (timm_backbone vs univnet); only the tracing/output pattern overlaps." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems and code paths; the PRs only resemble each other at the refactor/template level." + "reason": "One is timm_backbone, the other is mamba/falcon_mamba; separate model-specific refactors." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Separate model refactors with no overlapping implementation or bug." + "reason": "Different subsystems (timm_backbone vs rwkv); no shared bug or code path." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different architectures and files; similarity is only from the shared output-tracing refactor theme." + "reason": "MobileNetV1 and UnivNet are unrelated model paths; same refactor theme only." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Distinct model code paths; not the same underlying change." + "reason": "Different models (mobilenet_v1 vs upernet); not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families; both touch tracing/output behavior but in unrelated implementations." + "reason": "Different model families (mobilenet_v1 vs depth_anything); no duplicate fix here." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "No concrete overlap beyond a generic refactor pattern." + "reason": "MobileNetV1 and vision_encoder_decoder have distinct forward paths; only the tracing refactor is similar." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Separate encoder-decoder model refactors, not a duplicate fix." + "reason": "Different wrapper/model code paths (mobilenet_v1 vs speech_encoder_decoder); not a duplicate." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different model families and behavior; not the same bug or change." + "reason": "Vision-text dual encoder and UnivNet are unrelated concrete changes despite similar output-handling cleanup." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Distinct model implementations; shared refactor language is too broad to merge." + "reason": "Different models (vision_text_dual_encoder vs upernet); same broad refactor pattern only." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different code paths and model stacks; no single fix can cover both." + "reason": "Vision-text dual encoder and mamba/falcon_mamba do not share the same bug or change." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Model-specific output-tracing updates only; not the same underlying issue." + "reason": "Different model code paths (vision_text_dual_encoder vs depth_anything); not the same change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Different models and changes; no shared concrete bug." + "reason": "UnivNet and UperNet are separate model implementations; no duplicate underlying fix." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "These are separate refactors in different model families, not duplicates." + "reason": "Different model families (univnet vs mamba/falcon_mamba); only the refactor theme matches." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Only superficially similar because both modernize forward/output handling." + "reason": "UnivNet and depth_anything touch different forward paths; not the same concrete issue." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different model implementations with no shared code path." + "reason": "UperNet and RWKV are unrelated models; this is shared cleanup, not a duplicate bug fix." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "No common bug; the overlap is just broad output-tracing refactoring." + "reason": "Different model stacks (upernet vs mamba/falcon_mamba); not mergeable as one PR." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Different model stacks and filenames; not the same fix." + "reason": "Mamba/FalconMamba and SuperPoint are unrelated code paths; same style of refactor only." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Separate changes in unrelated models; too broad a similarity to treat as duplicate." - }, - { - "left": "pull_request:43998", - "right": "pull_request:44004", - "accept": false, - "reason": "Different model families and implementations; not the same underlying issue." - }, - { - "left": "pull_request:44001", - "right": "pull_request:44004", - "accept": false, - "reason": "Both touch output handling, but in unrelated models and code paths." - }, - { - "left": "pull_request:44002", - "right": "pull_request:44004", - "accept": false, - "reason": "No shared concrete bug or mergeable combined fix." + "reason": "Different subsystems (mamba family vs codegen); not the same concrete change." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different model families; the shared phrasing is just a refactor series pattern." + "reason": "DepthAnything and VisionEncoderDecoder are separate models; no shared underlying bug." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Separate encoder-decoder/depth model refactors, not one change." + "reason": "Different model families (depth_anything vs speech_encoder_decoder); only the tracing refactor overlaps." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different model implementations and outputs; not duplicates." + "reason": "DepthAnything and SuperPoint have unrelated code paths; not a duplicate PR." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Unrelated model code paths despite similar refactor wording." + "reason": "DepthAnything and RWKV are different model implementations; same refactor theme only." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "No shared bug or code path; only a common modernization theme." + "reason": "DepthAnything and DPR are different code paths; not the same underlying change." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Different model stacks; not the same fix." + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are sibling wrappers, but these are still distinct PRs with separate code paths." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Distinct implementations with no overlapping concrete issue." + "reason": "Different models (vision_encoder_decoder vs superpoint); no duplicate bug/change." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Only superficial similarity in output-tracing refactoring." + "reason": "VisionEncoderDecoder and RWKV are unrelated implementations; only broad cleanup matches." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different models and code paths; not mergeable as one duplicate fix." + "reason": "Different model families (vision_encoder_decoder vs DPR); not the same concrete fix." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Separate model-specific refactors, not the same underlying bug." + "reason": "SpeechEncoderDecoder and SuperPoint do not share the same code path; only the tracing refactor is similar." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "No common concrete code path or fix target." + "reason": "Different model families (speech_encoder_decoder vs rwkv); not a duplicate." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different implementations; shared broad theme is insufficient." + "reason": "SpeechEncoderDecoder and DPR are separate wrapper/model changes; not the same underlying issue." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and change surfaces." + "reason": "SuperPoint and RWKV are unrelated models; shared output-handling theme only." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "No duplicated bug or change; only a generic refactor resemblance." + "reason": "SuperPoint and DPR touch different code paths; not a duplicate PR." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Distinct models and code paths; not the same fix." + "reason": "RWKV and DPR are different model implementations; same broad refactor pattern only." } ] }, @@ -23573,12 +24131,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "d35381e6705476c48c7f4eb32a611fb28c003b4c5f4ead9a05264aed7729b34a", + "prepared_review_unit_hash": "2a57ee8264c2b9d8ebc76b2572bd37edf5eac3b4e57046c2b41fda997b893bab", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -23586,7 +24144,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -23595,18 +24153,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-addition PRs: one adds PenguinVL, the other adds Voxtral TTS. They share framework registration/docs patterns, but they implement different models and code paths, so they are not duplicates.", - "confidence": 0.96, + "summary": "These are two unrelated model-addition pull requests that share only generic scaffolding patterns (docs, auto-registry, model files). They do not appear to fix the same bug or implement the same model, so they should not be clustered as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45401 is the better representative because it is tied to a specific tracking issue and is a focused, model-specific implementation rather than a generic similarity match.", + "canonical_pr_reason": "No canonical PR: 44662 adds PenguinVL and 45401 adds Voxtral TTS, so they are distinct feature implementations with different codepaths and targets.", "best_issue_reason": null, - "best_pr_reason": "PR #45401 is the strongest standalone PR in this cluster: it has an explicit issue target, clear model scope, and a more narrowly defined change set.", + "best_pr_reason": "Neither PR is a global best duplicate representative; both are standalone model support additions, not the same underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Both are model integration PRs, but they target different models (PenguinVL vs Voxtral TTS) with distinct configs, model code, and tests. Shared auto-registration/docs files are expected for new model support and do not indicate the same underlying change." + "reason": "Different models and APIs (PenguinVL vs Voxtral TTS). The overlap is only in shared Hugging Face integration files, which is too generic to indicate the same underlying change." } ] }, @@ -23636,7 +24194,7 @@ "soft_pairs": [ "pull_request:44965|pull_request:46845" ], - "prepared_review_unit_hash": "61cfa087ad1920003434babf7415cf335a7e0c829088d88fb7035c49af354a4d", + "prepared_review_unit_hash": "9022fb27bc1d4aa83cb42bfcf40843a2f186830df88abaa6c5d7315c8ab2f954", "component_budget": { "node_count": 2, "item_count": 2, @@ -23658,18 +24216,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: one is a workflow experiment to convert PRs to draft, and the other is a CI rerouting change plus an unrelated placeholder code edit. They do not target the same concrete bug or change.", - "confidence": 0.93, + "summary": "These two pull requests are unrelated: one rewrites a docs workflow to convert PRs to draft, while the other tweaks CI routing and includes an unrelated code insertion. They should not be clustered as the same change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46845 is the more coherent representative of the cluster because it has a clear CI-related intent ('Try smaller group') and a consistent workflow change, whereas PR 44965 is a sparse, odd draft-workflow edit with no clear connection to the other PR.", "best_issue_reason": null, - "best_pr_reason": "PR 46845 is the more concrete representative of the cluster because it has a specific CI/workflow objective, whereas PR 44965 is a vague draft-conversion experiment with no clear shared problem.", + "best_pr_reason": "PR 46845 is the best standalone representative for the cluster since it is the only PR with a recognizable, actionable CI adjustment; PR 44965 appears unrelated and less substantive.", "soft_edge_verdicts": [ { "left": "pull_request:44965", "right": "pull_request:46845", "accept": false, - "reason": "Different changes and different intents: draft-conversion workflow vs CI branch rerouting plus an unrelated code edit. They do not look mergeable into one PR for the same underlying fix." + "reason": "Different underlying changes: 44965 edits a documentation workflow to convert PRs to draft, while 46845 changes CI branch routing and includes an unrelated model file edit. They would not plausibly be merged into one PR." } ] }, @@ -23699,7 +24257,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "d18f15361b6421a054ae2acf0f8ad0d119246e5a15832db5a07ffd18587528f5", + "prepared_review_unit_hash": "75fc0f97bec8b2511aa4afc76cc6baaebcd33441bfff4df6b2c441fc137a537b", "component_budget": { "node_count": 2, "item_count": 2, @@ -23721,18 +24279,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related feature PRs in the module/kernel fusion area, but they are not duplicates: one introduces a generic Module Fusion API, while the other wires up n-to-1 kernel fusion through `KernelConfig` and integrations. They would likely build on each other rather than merge as one PR.", - "confidence": 0.91, + "summary": "These two PRs are related by the general theme of module/kernel fusion, but they target different layers and different concrete changes: one introduces a generic Module Fusion API, while the other wires in n-to-1 kernel fusion through KernelConfig and model loading. They do not look mergeable as one PR or the same underlying change.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45363 is the broader, more end-to-end feature change: it adds `KernelConfig`, integration hooks, and an example for kernel fusion. PR 44979 is a lower-level API scaffold (`module_fusion.py` and tests) that looks like a prerequisite rather than the same change.", + "canonical_pr_reason": "PR #45363 is the more concrete end-user feature: it modifies kernel config, model loading, and integration code to enable a specific fusion path. PR #44979 is a separate foundational API addition, so it is not the best representative of the combined cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45363 is the best representative of the cluster because it covers the concrete user-facing kernel-fusion workflow and has the wider set of touched integration files.", + "best_pr_reason": "PR #45363 is the stronger cluster representative because it has a clear, specific code-path change and user-facing integration points, whereas PR #44979 is a separate generic API layer and not the same change.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different levels of abstraction and different code paths: 44979 adds a generic module-fusion API in `src/transformers/module_fusion.py`, while 45363 implements `KernelConfig`-driven n-to-1 fusion across `modeling_utils`, `integrations`, and an example. They are related, but not the same fix/change." + "reason": "Different scope and implementation: #44979 adds a new generic Module Fusion API, while #45363 implements n-to-1 kernel fusion via KernelConfig and model/integration changes. They are related concepts but not the same underlying fix/change and would not plausibly be merged into one PR." } ] }, @@ -23762,7 +24320,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "25571cc4680d6efa4aebb851b35159cef592e74a3d09cbaba20987ef52c19e36", + "prepared_review_unit_hash": "5684ddcddc7ed0acb5d8f91f9206e25485f1fc5815b1a14bce58d78bc8c45154", "component_budget": { "node_count": 2, "item_count": 2, @@ -23784,18 +24342,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same AttributeError in `_patch_mistral_regex` for `fix_mistral_regex=True` by changing the pre-tokenizer access path in the same file; one is a broader follow-up with tests, not a different change.", - "confidence": 0.98, + "summary": "Both pull requests fix the same Mistral regex patching AttributeError in the same file, with near-identical code changes; 45317 is the more complete version because it adds tests.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR: it covers the same fix as 45086 but is more complete and includes test coverage plus a clearer title.", + "canonical_pr_reason": "45317 is the stronger canonical PR: it implements the same fix as 45086 but also includes test coverage, making it the more complete and reviewable change.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the strongest representative of this change because it fully captures the bugfix and validation, making it the best standalone PR for the cluster.", + "best_pr_reason": "45317 is the best overall PR because it addresses the same concrete bug fix and adds tests, whereas 45086 is just the bare code change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same code path in `tokenization_utils_tokenizers.py`; 45317 is effectively a superset of 45086 with added tests, so they are duplicate/overlapping fix candidates." + "reason": "Same underlying AttributeError fix in _patch_mistral_regex, same target file, and the diffs are materially the same aside from added tests in 45317." } ] }, @@ -23825,12 +24383,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "d321b72e6e3c2727c24b4fd159f5ce3f779156349ef0cd78e7dbfc1a70293faa", + "prepared_review_unit_hash": "69305fa655507649d3c8ba76227521d99f3557d347fd2cc9d4472ecb16e9baf9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, + "serialized_chars": 6065, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -23838,7 +24396,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, + "serialized_chars": 6065, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -23847,18 +24405,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct NemotronH PRs: one is a narrow refactor/conversion-mapping change, the other is a broader model split/addition PR for NemotronH dense/sparse variants. They overlap in shared NemotronH auto/model files, but they are not the same underlying change.", - "confidence": 0.91, + "summary": "The two PRs are related NemotronH refactors, but they address different layers of the model rollout: one focuses on GraniteMoeHybrid-style inheritance and conversion mapping, while the other splits NemotronH into dense/sparse variants and updates docs/auto-mapping. They are not duplicates.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the broader, end-user-visible implementation: it introduces the NemotronH dense/sparse model split, updates docs/auto mappings, and appears to subsume the older inheritance/refactor direction.", + "canonical_pr_reason": "PR 45569 is the broader, more complete implementation: it introduces the dedicated NemotronHDense/NemotronHSparse paths, updates docs and auto mappings, and turns NemotronH into a dispatcher over the new variants.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the best representative of the cluster because it covers the main functional change set, while #45115 is a narrower preparatory refactor focused on conversion mapping and inheritance cleanup.", + "best_pr_reason": "PR 45569 is the best representative of the cluster because it appears to be the main architectural change, while PR 45115 is a narrower refactor/conversion-mapping step.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Shared NemotronH files do not mean same change: #45115 is a focused refactor/conversion-mapping update, while #45569 adds/organizes NemotronH dense and sparse models plus docs. They are related but not merge-equivalent." + "reason": "Related NemotronH work, but not the same concrete change: 45115 is about GraniteMoeHybrid-compatible refactoring and weight conversion mapping, whereas 45569 adds dedicated dense/sparse model variants and a dispatcher split. They would not naturally merge into one PR." } ] }, @@ -23888,7 +24446,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "cbfbf48575527844c636b3bbaa7bb9dca3c7a3b2470917244c71dadd6d6f2b98", + "prepared_review_unit_hash": "a5b3edef82ad73fb4c438a98e9235afc3d291133cd8806aabcc10a8e872cd1ba", "component_budget": { "node_count": 2, "item_count": 2, @@ -23910,18 +24468,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about the new heterogeneous configuration system, but #45332 is a broader end-to-end feature PR that includes the config work plus modeling/runtime integration. #45333 is a narrower config-only slice, so I would not treat them as duplicates, but if one PR must be chosen, #45332 is the stronger canonical candidate.", - "confidence": 0.83, + "summary": "Both pull requests work on the same heterogeneous-models feature area and even share several files, but they are not the same change: #45333 is the per-layer configuration slice, while #45332 expands into broader heterogeneous model modeling support beyond configuration. This looks like a feature split/subset relationship, not a duplicate PR pair.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "#45332 is the superset PR: it contains the per-layer configuration work plus the modeling/runtime changes needed to actually use it, so it is the more complete canonical PR for this feature area.", + "canonical_pr_reason": "#45332 is the broader, more complete PR: it includes the per-layer configuration work plus additional modeling/cache/masking integration, so it is the better canonical representative of the feature cluster.", "best_issue_reason": null, - "best_pr_reason": "#45332 is the best overall PR because it covers the full heterogeneous-model feature, not just the configuration layer, and is therefore the most complete representation of the change.", + "best_pr_reason": "#45332 is the strongest single PR to point users to because it covers the broader end-to-end heterogeneous-model support rather than only the configuration subcomponent.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "They overlap on heterogeneous configuration files, but #45332 is a broader implementation that adds modeling/runtime support beyond the config-only scope of #45333. This looks like a related feature slice rather than the same concrete change." + "reason": "They are related feature work, but not the same underlying code-path problem. #45333 focuses on per-layer configuration support, while #45332 extends into broader heterogeneous modeling integration; the overlap is from shared feature scope, not a duplicate change that should be merged into one PR." } ] }, @@ -23951,7 +24509,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "e97715717395f1ef3c76cf275d90f91b91e525357999127b735851175ded9796", + "prepared_review_unit_hash": "8b29891a014b34e417cf8f850d5b2837c77dea772d43de582410915c712aa2b5", "component_budget": { "node_count": 2, "item_count": 2, @@ -23973,18 +24531,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: PR 45415 is a broad type-checking sweep across many files, while PR 45425 adds targeted typing helpers/protocols for a smaller set of modules. They overlap in typed utilities and a few files, but not the same concrete change.", - "confidence": 0.87, + "summary": "Both items are typing-related PRs, but they address different changes: #45415 enables/extends type checking across many transformer files, while #45425 adds typing helpers/protocols for specific integrations and utilities. They overlap on some files, but not on the same underlying fix/change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for a duplicate cluster: 45425 is the more focused typing-infrastructure change, but 45415 is a separate broad type-checking pass touching many unrelated files.", + "canonical_pr_reason": "PR #45415 is the broader, more representative typing-enablement change across the codebase, so it is the better canonical representative of this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the better representative of a concrete code change because it introduces specific typing protocols and helper aliases with a narrower, more self-contained scope.", + "best_pr_reason": "PR #45415 is the strongest standalone representative because it covers the main type-checking rollout and touches the widest relevant surface area.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Shared files and typing context are not enough: 45415 is a large repository-wide type-checking cleanup, while 45425 adds specific typing aliases/protocols for modeling and integration code. They do not appear to fix the same underlying bug or merge into one PR cleanly." + "reason": "Related only by general typing cleanup and a few shared files; they fix different typing problems and would not plausibly merge as one PR." } ] }, @@ -24014,7 +24572,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "6f1c165e6b184cfd4bb1df5d986ea1d6f985c4ff9f17837c1b34845fcfe86e2f", + "prepared_review_unit_hash": "f255fb7f7eaed8984ace0e124d1da9aad35a525852604ff0d01be58bcc3684c0", "component_budget": { "node_count": 2, "item_count": 2, @@ -24036,18 +24594,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about expert parallelism loading, but they fix different bugs in different distributed paths: #45548 adds config/state handling for EP + DeepSpeed ZeRO-3 loading via accelerate launch, while #45662 prevents expert parameters from being overwritten by rank-0 broadcast in the EP + FSDP2 loading path.", - "confidence": 0.96, + "summary": "These are both EP-related pull requests, but they fix different bugs in different loading paths: one targets distributed config serialization/`has_ep` for DeepSpeed ZeRO-3 loading, while the other prevents expert parameters from being overwritten during FSDP2/sharded loading. They are similar in theme, not the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "#45662 is the more concrete, code-path-specific fix; #45548 is a separate EP/ZeRO-3 configuration-loading issue rather than the same bug.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "#45662 is the strongest standalone PR in the cluster because it addresses a specific loading overwrite bug with clear distributed-tensor handling, whereas #45548 targets a different EP loading failure mode.", + "best_pr_reason": "No duplicate canonical PR here. If a representative PR is needed, 45662 is the stronger exemplar because it addresses a single concrete overwrite bug in the load path; 45548 is a separate compatibility fix around config handling and EP detection.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both involve expert parallelism, but they fix different underlying failures: serialized config/has_ep handling for ZeRO-3 vs. post-shard expert tensor wrapping to avoid rank-0 overwrite in FSDP2." + "reason": "Both concern expert parallelism and loading, but 45548 fixes distributed config serialization/`has_ep` for ZeRO-3, whereas 45662 fixes experts being overwritten by rank-0 broadcast in a different FSDP2/sharding path. Different bug, different code path." } ] }, @@ -24077,40 +24635,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "9529411de406a6b0a38bec8adb26899b6af783e356d756cf57f969c98cb2e5ea", + "prepared_review_unit_hash": "07f3c7229ecc0d5699563f205495532dc52c89b8bc5b01d23bc8d2807e0f6697", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4673, - "estimated_input_tokens": 1169, - "estimated_eval_tokens": 2594 + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4673, - "estimated_input_tokens": 1169, - "estimated_eval_tokens": 2594 + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info logging problem tied to issue #45561. PR #45645 is the broader, more complete fix because it includes the worker-safe output-file change and the CI workflow update to collect multiple captured_info artifacts; #45639 is a narrower subset of that same change.", - "confidence": 0.93, + "summary": "Two related PRs address xdist/captured_info logging, but they are not the same concrete change: one fixes the producer path in testing_utils, while the other also changes CI workflow log collection.", + "confidence": 0.67, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the best canonical PR: it contains the core xdist-safe logging fix plus the CI-side artifact collection needed to consume the new per-worker files, making it the more complete end-to-end change.", + "canonical_pr_reason": "PR 45645 is the broader, more representative patch: it includes the xdist-safe logging change and the CI workflow update to collect multiple captured_info files.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 is the strongest representative of the cluster because it addresses the underlying bug and the downstream CI handling together, while #45639 only fixes the library-side write path.", + "best_pr_reason": "PR 45645 best represents the cluster because it covers the full end-to-end xdist logging problem, including artifact generation and CI retrieval.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", - "accept": true, - "reason": "Accept: #45639 and #45645 fix the same underlying xdist collision in captured_info handling. #45645 extends the same core fix with workflow updates, so the pair is close enough to be merged as one PR." + "accept": false, + "reason": "Related and sharing the same issue target, but not a duplicate: 45639 only changes the testing_utils output path logic, while 45645 also changes the CI workflow to read multiple captured_info files. These are adjacent fixes on producer vs consumer paths and could coexist in one larger PR, but they are not the same exact change." } ] }, @@ -24140,12 +24698,12 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "26c0c7311738b5e327d4a1c9ec474d56505821e7126f2765d9d4097e73587927", + "prepared_review_unit_hash": "ed6e28af1765a5af2d241332bef908d9952fdab61fa042082b122c87053497a8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7233, + "serialized_chars": 7234, "estimated_input_tokens": 1809, "estimated_eval_tokens": 3874 }, @@ -24153,7 +24711,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7233, + "serialized_chars": 7234, "estimated_input_tokens": 1809, "estimated_eval_tokens": 3874 }, @@ -24162,18 +24720,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated lint-rule PRs were grouped by broad model-file overlap, but they address different code paths: one standardizes forward return behavior (TRF003), the other changes weight initialization patterns (TRF018).", - "confidence": 0.95, + "summary": "These are two unrelated linter/chore PRs. PR 45720 adds TRF003-related `can_return_tuple` handling across multiple model forwards, while PR 46259 adds a different TRF018 modeling rule with broad initialization changes. The overlap in touched model files is incidental, not the same underlying fix.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45720 is the cleaner representative: it has a tightly scoped, coherent change set around forward signatures/return-tuple handling across model files.", + "canonical_pr_reason": "No true duplicate here; if one PR must represent the cluster, PR 45720 is the narrower, more concrete code-path change, while PR 46259 is a separate lint-rule implementation.", "best_issue_reason": null, - "best_pr_reason": "PR 45720 is the best representative of the cluster because its diff is more focused and clearly tied to one concrete behavior change, whereas PR 46259 is a separate initialization-rule refactor.", + "best_pr_reason": "PR 45720 is the better representative of the pair because it is a focused implementation of one concrete rule across forward methods; PR 46259 addresses a different linter rule and should not be merged with it.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different underlying fixes: TRF003 adjusts model forward return handling, while TRF018 rewrites weight initialization logic. They touch overlapping model files but not the same bug/change." + "reason": "Different lint rules and different fixes: TRF003 tuple-return handling vs TRF018 weight-init modeling changes. Shared model filenames are not enough to make these the same PR." } ] }, @@ -24269,7 +24827,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "fd8581a21a380965d8d94614c378f8841adccb55cc1fe60dbc2ed9bb4c97e270", + "prepared_review_unit_hash": "e8ca266c3ffc1524cbac9a55c551b0588219147fdf632f29eefaabf860064f4d", "component_budget": { "node_count": 2, "item_count": 2, @@ -24291,18 +24849,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are not duplicates: #45932 is a testing/telemetry + model-change PR, while #46100 is a separate test-migration PR adding kernel and model tests. They do not appear to fix the same underlying problem or implement the same change.", - "confidence": 0.97, + "summary": "These two PRs are not duplicates: one is a broad model/CI change with telemetry secrets and model code tweaks, while the other is a test migration adding kernel/model tests. They do not appear to fix the same code-path problem or merge into one coherent change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: #45932 and #46100 address different code paths and purposes, so they should stay separate rather than be clustered as duplicates.", + "canonical_pr_reason": "PR #45932 is the broader functional change and the more likely representative of the cluster: it touches CI/workflow plumbing and multiple model files, whereas #46100 is a focused test migration.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a strong duplicate representative for the cluster; if one must be chosen, #45932 has a more identifiable single intent, but the pair is not mergeable into one PR.", + "best_pr_reason": "PR #45932 is the best single representative because it has the wider product/code impact and is not merely test scaffolding.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Different changesets and intents: #45932 touches CI/OTEL workflow and several model files for a testing grafana setup, while #46100 adds DDP/kernel test scaffolding and model tests for migration. They do not fix the same concrete bug or change." + "reason": "Both are test-adjacent, but they address different things: #45932 changes CI secrets and model implementation/config defaults, while #46100 migrates/ \u0561\u057e\u0565\u056cds tests. No shared concrete bug or change target is evident." } ] }, @@ -24332,7 +24890,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "9305ca9d9fbec3218a0643c0ba5532b9ac8a449f0679af507106b439634b9d16", + "prepared_review_unit_hash": "d4c50e01670fa10185893d2f152a5f8da77dfc9295a3721b2b759b1359524c50", "component_budget": { "node_count": 2, "item_count": 2, @@ -24354,18 +24912,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only by overlapping distributed-code areas, but they are not the same change. One is a focused EP + Trainer integration PR, while the other is a much broader distributed-branch base touching many unrelated subsystems.", - "confidence": 0.89, + "summary": "These are two open PRs in the distributed stack, but they are not the same underlying change. PR #46126 is a focused EP/Trainer integration, while PR #46269 is a broad distributed-branch base touching many unrelated areas. The shared files are too generic to justify deduping.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46269 is the broader umbrella change set and the better cluster anchor, but it is not a duplicate of #46126; it spans many distributed/FSDP/MoE/CI updates beyond the EP integration work.", + "canonical_pr_reason": "PR #46126 is the better canonical PR for this cluster because it is the more focused, concrete change set centered on EP + Trainer integration. PR #46269 is a broad umbrella branch with many distributed/FSDP/MoE edits and is not a clean representative of a single bugfix or feature.", "best_issue_reason": null, - "best_pr_reason": "PR #46269 is the best overall representative because it has the widest scope and subsumes more of the distributed stack, whereas #46126 is a narrower feature PR.", + "best_pr_reason": "PR #46126 is the best representative artifact here: its scope is narrower and the intent is explicit. PR #46269 is too sprawling to serve as a good canonical duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared files alone are not enough: #46126 is a specific EP + Trainer integration, while #46269 is a broad distributed-branch base with many additional changes. They do not look like the same underlying PR." + "reason": "Overlap in distributed filenames does not mean same change. #46126 adds EP routing/trainer integration, while #46269 is a large base-branch distributed refactor spanning FSDP, MoE, CI, and many unrelated modules. They do not look mergeable as one PR." } ] }, @@ -24429,228 +24987,224 @@ "pull_request:46558|pull_request:46716", "pull_request:46563|pull_request:46716", "pull_request:46504|pull_request:46563", - "pull_request:46504|pull_request:46716" + "pull_request:46432|pull_request:46563", + "pull_request:46504|pull_request:46716", + "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "a257dad96814b8607cfa52b58abf845feea64569ae2d6033bded559035fe770f", + "prepared_review_unit_hash": "22a0d4209244cac0382256a95915103d4a543abd427c938af9ad807d7bf4af30", "component_budget": { "node_count": 10, "item_count": 10, - "soft_pair_count": 29, - "serialized_chars": 25938, - "estimated_input_tokens": 6485, - "estimated_eval_tokens": 13226 + "soft_pair_count": 31, + "serialized_chars": 26672, + "estimated_input_tokens": 6668, + "estimated_eval_tokens": 13592 }, "budget": { "node_count": 10, "item_count": 10, - "soft_pair_count": 29, - "serialized_chars": 25938, - "estimated_input_tokens": 6485, - "estimated_eval_tokens": 13226 + "soft_pair_count": 31, + "serialized_chars": 26672, + "estimated_input_tokens": 6668, + "estimated_eval_tokens": 13592 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of workflow-maintenance PRs, but they split into several distinct changes across different files and even within the same security-gate workflow. I don\u2019t see true duplicates; the shared theme is broad CI hardening, not the same underlying fix.", + "summary": "This cluster is over-broad: it groups several unrelated workflow-maintenance PRs, and even the multiple pr-ci-security-gate.yml updates make different changes. None of the soft pairs looks like the same underlying fix/change.", "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a clear canonical duplicate representative: the items form multiple small, unrelated workflow changes rather than one shared fix. If forced, 46554 is the most central of the security-gate subgroup because it has the strongest same-file overlap with later edits.", + "canonical_pr_reason": "No single PR is a good canonical representative because the items span different workflows and the pr-ci-security-gate.yml entries address different concerns (permissions, checkout/ref handling, reusable-workflow hardening, secrets handling).", "best_issue_reason": null, - "best_pr_reason": "46554 is the strongest representative of the largest same-file subgroup, but only weakly so; the cluster overall is heterogeneous and not a true duplicate set.", + "best_pr_reason": "There is no strong global best PR for the cluster since it is not a true duplicate set; any representative would mislead because the changes are heterogeneous.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different changes: self-comment CI stdin handling vs. security-gate checkout/diff checks." + "reason": "Different workflows and different changes; one updates self-comment-ci command piping, the other hardens ssh-runner downloads and env handling." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different files and distinct behavior; only a generic workflow-maintenance similarity." + "reason": "Unrelated workflows; self-comment-ci command invocation versus pr-ci-security-gate permission/approval logic." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Unrelated workflow updates in different code paths." + "reason": "Different workflow files and different purposes; no shared code-path bug." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and different security concerns; not the same change." + "reason": "Different workflows; one is self-comment-ci scripting, the other changes secrets handling in pr-ci-security-gate." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Both are shell-script hygiene, but they touch different workflows and solve different issues." + "reason": "Different workflow files and behavior; build-ci-docker-images command quoting is unrelated to self-comment-ci." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH-runner hardening is unrelated to benchmark trigger logic." + "reason": "Different workflow files and distinct behavior changes in ssh-runner versus benchmark_v2." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow files and different fixes." + "reason": "Different workflow files; ssh-runner hardening is unrelated to anti-slop permissions." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "SSH-runner setup changes do not match reviewer-assignment ref selection." + "reason": "Different workflow files and unrelated fixes; ssh-runner versus assign-reviewers checkout ref." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Same broad CI/security theme, but different workflows and different concrete changes." + "reason": "Different workflow files and problems; ssh-runner changes are not the same as pr-ci-security-gate changes." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Distinct workflow hardening changes in different files." + "reason": "Different workflow files and unrelated changes; no shared underlying bug." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows: anti-slop permission move vs benchmark dispatch trigger." + "reason": "Both are workflow YAML updates, but they fix different workflows and different behaviors; not duplicates." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Separate workflow files and unrelated edits." + "reason": "Different workflow files and unrelated CI settings changes." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows; one is anti-slop permissions, the other is shell quoting for build-ci-docker-images." + "reason": "Different workflows and different fixes; anti-slop permissions versus build-ci image trigger quoting." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Only broad workflow-chore similarity; the concrete changes are unrelated." + "reason": "Different workflows and unrelated changes; anti-slop permissions is not the same issue as pr-ci-security-gate hardening." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and distinct changes." + "reason": "Different workflows and different functionality; assign-reviewers checkout ref versus benchmark dispatch support." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files; no shared underlying bug." + "reason": "Different workflows and distinct CI logic changes." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Reviewer checkout ref handling is unrelated to security-gate logic." + "reason": "Different workflows and unrelated concerns; no same code-path problem." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark dispatch support and commit-message quoting are separate changes." + "reason": "Different workflows and different trigger logic; not the same fix." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different code paths." + "reason": "Different workflows; benchmark dispatch support is unrelated to pr-ci-security-gate security checks." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different fixes; only superficial CI-shell similarity." + "reason": "Different workflow files and different underlying problems; build-ci image trigger quoting versus pr-ci-security-gate security checks." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and unrelated content." + "reason": "Different workflows and different behavior changes; not mergeable as one duplicate fix." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same workflow file, but the diffs address different security-gate aspects and are not the same patch." + "reason": "Same file, but different fixes in the same workflow: one adds checkout-based file scanning, the other changes permissions/approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Both touch the security-gate workflow, but one adds checks while the other swaps in a reusable workflow; not the same change." + "reason": "Same file, but different fixes: one adds repo checkout and diff checks, the other adds a safety note on the reusable workflow call." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Related security hardening, but different concrete fixes in the same file." + "reason": "Same file, but different changes: checkout-based security checks versus replacing inherited secrets with empty secrets." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Different modifications to the same workflow file; not duplicate fixes." + "reason": "Same file, but different concerns; permissions/approval gating is not the same change as the safety-note update." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Both are security-gate tweaks, but they change different semantics and should not be merged as duplicates." + "reason": "Same file, but different fixes; permissions tightening is distinct from changing secrets forwarding." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Different security-gate adjustments; one changes workflow source, the other secret handling." + "reason": "Same file, but one adds commentary about workflow safety while the other changes secrets behavior; not the same underlying change." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Unrelated workflow changes in different files." + "reason": "Different workflow files and distinct CI hardening changes; not duplicates." }, { - "left": "pull_request:46504", - "right": "pull_request:46716", + "left": "pull_request:46432", + "right": "pull_request:46563", "accept": false, - "reason": "No shared underlying bug; only generic workflow maintenance similarity." + "reason": "Different workflows and unrelated changes." }, { - "left": "pull_request:46501", - "right": "pull_request:46558", + "left": "pull_request:46504", + "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and different aims." + "reason": "Different workflows and different problems; no shared code-path fix." }, { "left": "pull_request:46432", - "right": "pull_request:46554", + "right": "pull_request:46716", "accept": false, "reason": "Different workflows and unrelated changes." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46558", - "accept": false, - "reason": "Distinct workflow hardening edits with no same code-path problem." } ] }, @@ -24743,12 +25297,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "6d3ad6ee736d1b7adc1684ec7cb513980b1569f802b46e5213c127bc2199a1b1", + "prepared_review_unit_hash": "ba01073cbabb4b03f7a68bea62f1846ebece601208dd07b7c735e6cb4822f160", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4850, + "serialized_chars": 4851, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -24756,7 +25310,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4850, + "serialized_chars": 4851, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -24765,18 +25319,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same sliding-window boundary bug in Moonshine streaming; PR 46546 is a broader, more complete version because it also updates Gemma4 and adds tests.", - "confidence": 0.92, + "summary": "Both PRs fix the same sliding-window right-boundary off-by-one bug in Moonshine streaming; PR 46546 is the broader, more complete fix and also covers Gemma4 plus tests.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46546 is the better canonical PR: it fixes the Moonshine boundary condition, includes the related Gemma4 fix, and adds test coverage, making it the more complete change set.", + "canonical_pr_reason": "PR 46546 is the better canonical PR because it includes the Moonshine streaming boundary fix plus the related Gemma4 correction and test coverage, making it the more complete superset of the change.", "best_issue_reason": null, - "best_pr_reason": "PR 46546 is the strongest representative because it covers the shared Moonshine bug plus the adjacent shared-model fix and validation, whereas PR 46310 is a narrower subset.", + "best_pr_reason": "PR 46546 is the strongest representative of the underlying bug/fix set: same boundary correction as 46310, but expanded to another affected model and accompanied by tests.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Same concrete bug: the right-window boundary in the streaming mask (`-dist <= right_window_size` vs `<`) is fixed in both, and the broader PR 46546 could plausibly subsume 46310." + "reason": "Both PRs correct the same right-window boundary condition (`-dist <= right_window_size` vs `<`) in the Moonshine streaming mask; 46546 simply broadens the same fix to Gemma4 and adds tests, so they are the same underlying change." } ] }, @@ -24812,58 +25366,58 @@ "pull_request:46425|pull_request:46509", "pull_request:46425|pull_request:46917" ], - "prepared_review_unit_hash": "7bfa91e96b5e9c312a6b266081d68f3e71b7d0a8ff883b3d4e84d3df6390dd08", + "prepared_review_unit_hash": "6444fa4c2acd61bfc5b04b3750f1ab9f58ed03c24c590458ad44b5bf278cf9f4", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 4, - "serialized_chars": 13785, - "estimated_input_tokens": 3447, - "estimated_eval_tokens": 7150 + "serialized_chars": 13751, + "estimated_input_tokens": 3438, + "estimated_eval_tokens": 7132 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 4, - "serialized_chars": 13785, - "estimated_input_tokens": 3447, - "estimated_eval_tokens": 7150 + "serialized_chars": 13751, + "estimated_input_tokens": 3438, + "estimated_eval_tokens": 7132 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates: they cover unrelated work across continuous batching multimodal support, two separate model integrations (HunYuan VL and RADIO), a Nemotron Omni support change, and a deprecation cleanup. The soft similarities are broad subsystem overlap only, not the same underlying bug or feature.", - "confidence": 0.98, + "summary": "This cluster is heterogeneous: it mixes continuous-batching multimodal work, two unrelated new model integrations, another model integration, and a deprecation cleanup. The soft similarity links are too broad to indicate duplicate PRs.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR stands out as a duplicate representative; the cluster contains distinct changes with different targets and code paths. If one must be named, PR #46425 is the most self-contained feature addition, but it is still unrelated to the others.", + "canonical_pr_reason": "No true canonical PR: the items are not the same change set or bugfix, so there is no single PR that should represent the cluster as a duplicate.", "best_issue_reason": null, - "best_pr_reason": "PR #46425 is the strongest standalone PR in the set, but it is not suitable as a duplicate canonical because the other PRs are different model/features or cleanup work.", + "best_pr_reason": "46425 is the cleanest standalone representative if one must be picked: it is a self-contained model addition with docs, auto-mapping, and tests.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different changes: multimodal continuous batching infrastructure vs adding the HunYuan VL model. They touch separate code paths and are not the same bug/feature." + "reason": "Different features in different code paths: continuous batching multimodal support vs. adding the HunYuan VL model." }, { "left": "pull_request:46376", "right": "pull_request:46425", "accept": false, - "reason": "Both are broad transformers work, but one is continuous batching multimodal support and the other is RADIO model support. No shared concrete implementation or fix." + "reason": "Unrelated scopes: continuous batching infrastructure changes vs. adding RADIO model support." }, { "left": "pull_request:46425", "right": "pull_request:46509", "accept": false, - "reason": "Both add model support, but for different models (RADIO vs Nemotron Omni) and different files/code paths. Not mergeable as one duplicate PR." + "reason": "Both are model-addition PRs, but for different models and implementations; not the same underlying change." }, { "left": "pull_request:46425", "right": "pull_request:46917", "accept": false, - "reason": "Model-support addition vs deprecation cleanup. They address unrelated functionality and cannot be treated as the same underlying change." + "reason": "Different work entirely: new RADIO model support vs. removing deprecated args / image-processor API cleanup." } ] }, @@ -24893,7 +25447,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "138248175c49b1c2141ae1c637c5a685821a995b373abf8417b044d9377d417b", + "prepared_review_unit_hash": "6eb9cb486a52589cb8134150e1b969383a07b1929e598b3d473638ecdaf3905c", "component_budget": { "node_count": 2, "item_count": 2, @@ -24915,8 +25469,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated open PRs: one fixes CodeLlama decode stripping of leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM loading into the wrong tokenizer class. They address different bugs and code paths, so this is not a duplicate cluster.", - "confidence": 0.99, + "summary": "Two open PRs in the cluster address different bugs in different code paths: one fixes CodeLlama tokenizer decoding/leading-space stripping, the other fixes DeepSeek-Coder/DeepSeek-LLM tokenizer-class selection in AutoTokenizer. They are not duplicates and should stay separate.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -24926,7 +25480,7 @@ "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different models, different failure modes, and different files changed: CodeLlama decoder setup vs AutoTokenizer checkpoint-prefix routing. They are not the same underlying fix." + "reason": "Different models and failures: CodeLlama decode stripping vs DeepSeek auto-tokenizer misclassification. They touch separate files and fixes are not mergeable into one PR." } ] }, @@ -24956,7 +25510,7 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "6665b01636cee192639d651b59c38c30b4da3bc551abcec7dc6919fe4ce18e8c", + "prepared_review_unit_hash": "6221b09d265a41fb007707248ab900a5b935e180c2cccbb664a58db5c74267ae", "component_budget": { "node_count": 2, "item_count": 2, @@ -24978,18 +25532,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related Mistral tokenizer PRs, but they address different changes: one is a package refactor moving MistralConverter, the other adds tekken tokenizer detection/conversion/save behavior. They should not be clustered as duplicates.", - "confidence": 0.91, + "summary": "These are two different Mistral PRs: one refactors/moves MistralConverter into the integrations package, while the other adds tekken tokenizer detection, conversion, and save utilities. They share files because they touch the same Mistral tokenizer codepath, but they do not appear to be the same change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46604 is the more substantive user-facing change, adding tokenizer detection and save/conversion utilities rather than primarily reorganizing code.", + "canonical_pr_reason": "PR #46604 is the more substantial and representative Mistral tokenizer change; PR #46603 is a narrower refactor that relocates existing converter code.", "best_issue_reason": null, - "best_pr_reason": "PR 46604 is the strongest representative of the cluster because it introduces the core behavioral change; PR 46603 is a narrower refactor/move of existing converter code.", + "best_pr_reason": "PR #46604 is the best anchor for this cluster because it introduces the new tokenizer functionality, whereas PR #46603 is just an organizational move of converter code.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Different underlying work: 46603 moves MistralConverter into the integrations package, while 46604 adds tekken tokenizer detection/conversion/save utilities. Shared Mistral files alone are not enough to treat them as the same PR." + "reason": "Different underlying changes: #46603 moves MistralConverter into integrations/mistral, while #46604 adds tekken tokenizer detection/conversion/save behavior. Shared files alone are not enough to treat them as the same PR." } ] }, @@ -25019,7 +25573,7 @@ "soft_pairs": [ "pull_request:46933|pull_request:46942" ], - "prepared_review_unit_hash": "264304ff1365b467a14177c96b1c7e05bb268e1261e742c50467511357ab1ec4", + "prepared_review_unit_hash": "d8eff921ea07efc648fa1c4f1d516b81c4521f1e4fdb8dedcd8408372620e3d7", "component_budget": { "node_count": 2, "item_count": 2, @@ -25041,18 +25595,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate quantization-related dtype-casting fixes in different model families: Gemma4 vision/audio embedders and TimesFM 2.5 residual blocks. They share a similar pattern but not the same bug or code path.", + "summary": "These are two separate model-specific fixes for the same general anti-pattern (casting activations to quantized weight dtypes), but they affect different code paths and cannot be treated as duplicates: Gemma4 vision/audio embedders vs. TimesFM 2.5 ResidualBlock.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46933 is the stronger representative for the cluster because it has an explicit issue link and a clear, narrowly scoped fix for quantized embedders in Gemma4.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46933 is the best single PR to represent the cluster: it has the explicit tracking issue, a concrete dtype-casting fix, and more direct cluster relevance than the unrelated TimesFM 2.5 change.", + "best_pr_reason": "No single best PR for deduplication: both PRs are valid but target different models and different forward paths, so neither can serve as the canonical duplicate of the other.", "soft_edge_verdicts": [ { "left": "pull_request:46933", "right": "pull_request:46942", "accept": false, - "reason": "Both address unsafe dtype casting under quantization, but they fix different model-specific code paths in different repos/modules (Gemma4 embedders vs TimesFM 2.5 ResidualBlock). They are similar in pattern, not the same underlying change, so they should not be merged as duplicates." + "reason": "Same high-level dtype-cast pattern, but different model families, different filenames, and different concrete bugs; they are not the same underlying change and would not plausibly be merged into one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index a797b4d84d1a503f48cfa70694f473a0cd302a68..0daf28e8bd10414016dccb2375ee5641b276137b 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260630t060014z", + "analysis_id": "hybrid-model-20260630t120021z", "archived_artifacts": { - "hybrid": "snapshots/20260630T060014Z/analysis-runs/hybrid-model-20260630t060014z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260630T060014Z/analysis-runs/hybrid-model-20260630t060014z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260630T120021Z/analysis-runs/hybrid-model-20260630t120021z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260630T120021Z/analysis-runs/hybrid-model-20260630t120021z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-30T06:11:32Z", + "published_at": "2026-06-30T12:07:02Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260630T060014Z", + "snapshot_id": "20260630T120021Z", "variant": "hybrid" } diff --git a/snapshots/20260630T120021Z/analysis-runs/hybrid-model-20260630t120021z/analysis-report-hybrid.json b/snapshots/20260630T120021Z/analysis-runs/hybrid-model-20260630t120021z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..ed3c46fafba9ce4af52f9684d195954536248805 --- /dev/null +++ b/snapshots/20260630T120021Z/analysis-runs/hybrid-model-20260630t120021z/analysis-report-hybrid.json @@ -0,0 +1,2884 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260630T120021Z", + "generated_at": "2026-06-30T12:07:01Z", + "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, + 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converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-43998-4", + "canonical_pr_number": 43998, + "duplicate_pr_numbers": [ + 44001, + 44002, + 44004 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43998-4 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46159-3", + "canonical_pr_number": 46174, + "duplicate_pr_numbers": [ + 46780 + ], + "target_issue_number": 46159, + "reason": "PRs in cluster-46159-3 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." + }, + { + "cluster_id": "cluster-46305-3", + "canonical_pr_number": 46546, + "duplicate_pr_numbers": [ + 46310 + ], + "target_issue_number": 46305, + "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46707-2", + "canonical_pr_number": 46836, + "duplicate_pr_numbers": [ + 46707 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46707-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46869-3", + "canonical_pr_number": 46886, + "duplicate_pr_numbers": [ + 46922 + ], + "target_issue_number": 46869, + "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46891-2", + "canonical_pr_number": 46891, + "duplicate_pr_numbers": [ + 46961 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46891-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46894-5", + "canonical_pr_number": 46903, + "duplicate_pr_numbers": [ + 46895, + 46958 + ], + "target_issue_number": 46894, + "reason": "PRs in cluster-46894-5 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46949-3", + "canonical_pr_number": 46949, + "duplicate_pr_numbers": [ + 46950, + 46971 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46949-3 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46957-2", + "canonical_pr_number": 46957, + "duplicate_pr_numbers": [ + 46977 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46957-2 are treated as duplicates because they share soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-46894-5", + "issue_number": 46894, + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 5 artifacts, and carries 0 discussion comments plus 6 inbound references.", + "score": 156.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260630T120021Z/analysis-runs/hybrid-model-20260630t120021z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260630T120021Z/analysis-runs/hybrid-model-20260630t120021z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..21574cd30345a1324234fb7653df483f48210fc7 --- /dev/null +++ b/snapshots/20260630T120021Z/analysis-runs/hybrid-model-20260630t120021z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,25621 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260630T120021Z", + "generated_at": "2026-06-30T12:07:01Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46515", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44918|issue:46165", + "issue:46165|issue:46869", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:46165|issue:46468", + "issue:44560|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:44841|issue:46661", + "issue:43716|issue:46869", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:45685|issue:46869", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:45874|issue:46294", + "issue:44292|issue:45237", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:45800|issue:46515", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:46468", + "issue:44292|issue:44918", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43716|issue:45685", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805" + ], + "prepared_review_unit_hash": "d677e9be56fc5f5b83e5a61c9402286762636461554b3ba306300518d9bf5dbe", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46568, + "estimated_input_tokens": 11642, + "estimated_eval_tokens": 23540 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, but there is a clear duplicate-like subcluster around DeepSpeed ZeRO-3 loading/index-out-of-bounds failures. A smaller possible duplicate pair exists for Qwen3.5 MoE rotary embedding/offload behavior. Most other soft links are false positives across different models, backends, or doc cleanups.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43638 is the best anchor for the ZeRO-3 index-out-of-bounds group: it states the failure clearly, is broad enough to cover the closest duplicate reports, and sits between the BertModel and Gemma3 ZeRO-3 variants.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43638 is the strongest representative of the only clearly duplicate-looking subcluster in this set (ZeRO-3 loading/index errors), while the rest of the cluster is too mixed to serve as a single canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures: missing config attribute vs streaming chat/completions error." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated backends and bugs: AMD GPU failure vs MPS histogram Int support." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different models and failure modes: dtype mismatch in Mistral-3 vs AMD GPU issue in GPT-OSS." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same bug as GPT-OSS on AMD GPUs." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different model families and symptoms; only both are runtime failures." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Separate issues: AMD GPU incompatibility vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model/export bug vs Qwen3Moe FP8 failure." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export issue and Qwen3 auto device-map cuda assert are not the same bug." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash and RAG docs cleanup are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanups, but they target different obsolete references and are not the same change." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Different breakage: ONNX export vs GenerationMixin import regression." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL input-embedding unpacking and resume-with-remote-code are distinct training issues." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Remote-code resume issue and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask-shape IndexError and Gemma4 PLE device mismatch are different errors." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "ZeRO-3 empty-index loading bug vs tensor mask-shape mismatch are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading failure is unrelated to remote-code resume behavior." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexErrors, but the failure paths are different." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask/tensor shape mismatch is not the same as video-token/template mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different subsystems: masking error vs GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Distinct problems: trust-remote-code resume vs Nemotron example breakage." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration and model-resume/remote-code issues are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Bark voice_preset processor bug is unrelated to ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve distributed training, but the collective mismatch and ZeRO-3 empty-index bug are different." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 index-out-of-bounds loading failure, just reproduced with slightly different Bert wording." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy call and GPT-OSS tensor-parallel failure are different code paths." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Wrong detokenization in v5 and LoRA merge/reload output drift are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime failure and LoRA save/reload mismatch are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Voxtral processor failure and remote-code config_class import error are different issues." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Mistral-3 dtype mismatch and YOLO multi-GPU device-map failure are not the same bug." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP recompute mismatch is unrelated to the mask-shape IndexError." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both are DeepSpeed-related, but the weight dimensionality error and collective mismatch are different failures." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram Int support and YOLO device-map auto are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3.5 MoE rotary embedding materialization/offload problem, with one report focusing on CPU offload and the other on uninitialized inv_freq." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 Bert loading bug and GPT-OSS tensor-parallel issue are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and CustomTrainer loss-signature regression are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different model paths: Bert ZeRO-3 loading vs GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different models and symptoms: dtype mismatch vs invalid method call." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Expensive reverse embedding lookup is not the same as video chat-template token mismatch." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different models and backends; no shared underlying bug." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Both are model/version compatibility issues, but Gemma3 sliding_window_pattern and Mistral tokenizer regex patch are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-mismatch forward bug and inputs_embeds reverse-lookup regression are different Gemma4 issues." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch incompatibility, but they are not clearly the same version combination or failure." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Generic Torch 2.10 incompatibility and Qwen-3 NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map cuda assert are different distributed/runtime bugs." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Phi-tiny-MoE autocast dtype mismatch is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Different model-specific runtime failures: Mixtral grouped_mm tracing vs Mistral-3 preprocessing dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and failure mechanisms; both are inference/runtime errors only at a broad level." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Nemotron example breakage are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3 NVFP4 failure and Qwen3.5 TRL embedding unpacking are different bugs." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid method and MPS histogram Int support are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and error paths; no shared root cause." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy issue is unrelated to TRL SFT trainer unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Both describe the same DeepSpeed ZeRO-3 zero-sized/index-out-of-bounds load failure, just on different models." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions after v5 removals, but they reference different obsolete content and likely different files." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram Int limitation are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross_entropy being called and Phi-tiny-MoE autocast dtype mismatch are different issues." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and compute_loss signature regression are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and GenerationMixin import failure are different bugs." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS AMD GPU failure and outdated RAG examples are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different problems: Liger Kernel cross_entropy call vs mask-shape IndexError." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the ZeRO-3 index/out-of-bounds issues around 43596/43638/41762 are the clearest duplicate-like subcluster, and the rest of the cluster is indeed heterogeneous. The soft-edge rejections are conservative and supported by the issue titles. The Qwen3.5 rotary-embedding pair (45859/45902) is the only mildly debatable accept, but the shared class and failure area keep it within a reasonable duplicate judgment." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 2, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869" + ], + "soft_pairs": [ + "issue:45800|issue:46304", + "issue: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:43975|issue:46015", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "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:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43792|issue:45070", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:36010|issue:39290", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:44841|issue:45084", + "issue:43541|issue:43828", + "issue:43404|issue:43866", + "issue:45507|issue:46869", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "ef89a4b15edf0d7f0c408dff8be5d6fa8b2b79309f62c9cb3da633b1608e737b", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40043, + "estimated_input_tokens": 10011, + "estimated_eval_tokens": 20278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous. The only strong duplicate-like pairs are the AutoTokenizer regression reports and, more weakly, the ZeRO-3 index-out-of-bounds loading failures. Most other pairs share broad symptoms or subsystems but do not look like the same underlying bug.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 45920 is the broadest and clearest user-facing report of the AutoTokenizer v5 regression, covering multiple model families and likely subsuming the more model-specific Granite report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best representative issue: it describes the regression succinctly, has broader scope than the Granite-only report, and is likely the most actionable single tracker for the tokenizer bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version-compatibility complaints, but one is a torch/transformers incompatibility and the other is a distributed-build regression; they do not describe the same concrete bug." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint loading failures in different models with different symptoms; one looks like corrupted weights, the other like missing weight loading logic." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "These are unrelated failures: one is PaddleOCR-VL loading in vLLM, the other is a PyTorch distributed build regression." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both report the same ZeRO-3 loading failure pattern with the same out-of-bounds index error, so they plausibly share one underlying bug in model loading under DeepSpeed ZeRO-3." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different models and different failure modes; one is a missing config attribute, the other is a CUDA assert with auto device mapping." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-related, but they concern different removed/deprecated docs content and are not the same issue." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Different runtime problems: one is a missing Float8 storage type, the other is a build/runtime distributed support breakage." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Completely different areas: GPU backend compatibility for GPT-OSS versus a table-question-answering crash." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "One is a tokenizer/detokenization bug, the other is stale RAG documentation; no shared underlying change." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger cross-entropy dispatch and Qwen3-VL video template handling are unrelated code paths." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both involve multimodal/device handling, but one is a device-mismatch forward bug and the other is a chat-template video token/feature mismatch." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and different failures; processor behavior for Voxtral is not the same as Gemma4 device placement." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Both are model-loading issues, but one is a checkpoint corruption report and the other is ModelOpt/NVFP4 compatibility." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and outdated RAG examples are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code model breakage and a PyTorch distributed compatibility regression are too broad and different to be the same bug." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying AutoTokenizer regression in v5 causing wrong token IDs; 45920 is the broader report and clearly subsumes the Granite-specific one." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures with different reported causes; no clear shared code-path bug." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime errors and RAG docs updates are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes parameter-construction incompatibility is a different problem from PyTorch USE_DISTRIBUTED support." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding window, but they are different models and different concrete breakages." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index-related, but the mask/tensor shape mismatch is not the same as the ZeRO-3 empty-tensor out-of-bounds error." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure and table-question-answering crash do not appear to share a code path." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different models and different loading failures; no evidence they are the same bug." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "A torch-version compatibility complaint and a pydantic model-field regression are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Tokenizer detokenization and table QA crash are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures: one is a chat crash, the other is a streaming inference API failure." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both mention out-of-bounds or compatibility, but one is a ZeRO-3 loading error and the other is a torch/transformers version incompatibility." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading/runtime failure and a PretrainedConfig/pydantic regression are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Different models, different execution contexts, and different failure modes; no shared underlying bug is apparent." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Different subsystems and symptoms; one is Qwen NVFP4 inference, the other is a pipeline task crash." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Both are model-specific regressions, but they involve different models and different device/configuration failures." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and a Gemma3 config attribute error are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming API failure and an MPS histogram kernel limitation are not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing failure and MPS int-histogram failure are different backend issues." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and a template-node compilation error are different problems." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both involve dtype/backend issues, but they affect different models and different failure points." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug in Mistral3 and corrupted Ovis2 checkpoint are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid and YOLO multi-GPU device-map failure are not the same code-path." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index/shape errors, but the mask-length mismatch is distinct from the ZeRO-3 zero-size tensor error." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn2 fallback gating and remote-code model_class/config_class handling are separate issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx after a major update and a pydantic PretrainedConfig regression are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "These are different version/device regressions affecting different parts of the stack, not one shared bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The two accepted pairs are strongly supported by the titles (same AutoTokenizer v5 regression; same DeepSpeed ZeRO-3 out-of-bounds loading failure). The broader summary is also appropriately cautious: it identifies the cluster as mostly heterogeneous without overstating weaker similarities." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 3, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46489", + "issue:46491", + "issue:46640", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:44387|issue:45005", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43054|issue:43994", + "issue:44479|issue:46294", + "issue:46468|issue:46869", + "issue:45759|issue:45902", + "issue:43596|issue:46165", + "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:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44530|issue:45005", + "issue:44492|issue:44512", + "issue:44863|issue:45005", + "issue:46489|issue:46491", + "issue:45183|issue:46463" + ], + "prepared_review_unit_hash": "1939c2cd528fbb4f4a8ebb60eca5b786e032ce7f6deefc4a443ec93006cb6374", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36894, + "estimated_input_tokens": 9224, + "estimated_eval_tokens": 18704 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous and only contains a few loose subgroups (remote-code loading/caching, input-validation messaging, and some Qwen video/template issues). There is no single clean duplicate set across the whole cluster; most soft links should stay separate.", + "confidence": 0.43, + "canonical_issue_reason": "issue:45698 is the closest representative of the remote-code/custom-module-loading subgroup and has the strongest discussion/activity; the rest of the cluster is too mixed to support a single clean canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Open and actively discussed, with the broadest practical impact among the loading/cache-related items; still only a partial fit for the overall cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different bugs: a model load failure in vLLM/transformers vs GGUF architecture support for gpt-oss." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention shape-related errors, but one is a generic mask/tensor mismatch while the other is a Qwen3.5 + TRL SFT embedding unpacking issue." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different code paths and symptoms: torch dynamo grouped_mm tracing in Mixtral vs tensor-parallel support for GPT-OSS MoE." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/OOM memory regression is unrelated to tied-weight handling in translation models." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is a different failure mode from Qwen3.5 chat/completions streaming inference." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights argument handling and pydantic PretrainedConfig field breakage are different regressions." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the v5.4.0 pydantic config-field issue." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but they arise from different mechanisms: mask/tensor size mismatch vs deepspeed zero3 empty tensors during BertModel init." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal dtype/template problems, but one is image preprocessing for Mistral-3 and the other is Qwen3.5 video token/template mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model breakage and torch/transformers version incompatibility are related only at a very high level, not the same underlying bug." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Siglip2 embedding quality regression and nonsensical AutoModel/pipeline outputs are different issues, likely with different causes." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input regressions, but 44479 is a broad v5.3.0 regression across multiple Qwen VL/MoE models while 46294 is a specific apply_chat_template token/feature mismatch; root cause is not clearly the same." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Official Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping and uninitialized rotary embedding memory are distinct Qwen 3.5 bugs." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Zero3 init index error in BertModel is unrelated to resume-training problems with trust_remote_code." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 problems and remote-code model_class/config_class AttributeError are different failure modes." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different model families and code paths: image-preprocessor dtype mismatch vs TRL input-embedding unpacking failure." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error is unrelated to Qwen3.5/TRl embedding unpacking." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and the GLM5 issue are not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model notebook initialization breakage and flash-attn2 fallback blocking are separate issues." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to remote_code/custom-module loading resolving the wrong code path because of cache/path handling; they plausibly share one fix." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Specific lm_head tying bug in Mistral3 is not the same as the broader translation-model tied-weights issue." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3-MoE FP8 config failure and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Offloading/quantization behavior is different from tied-weight handling in translation models." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer activation concern and a docs typo are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is unrelated to tied weights in translation models." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategies typo and removed run-command documentation are unrelated documentation issues." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is not the same as the tied-weights regression." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different encode/decode failure modes." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "46463 looks like a specific T5 manifestation of the same input_ids/inputs_embeds validation/error-message bug described generically in 45183." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it correctly characterizes the cluster as mostly heterogeneous, and the chosen canonical issue fits the strongest remote-code/custom-module-loading subgroup without overclaiming. The accepted soft links are phrased conservatively as plausible same-fix or specific-manifestation cases, and the rejections stay within the evidence. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 4, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45399", + "issue:45507", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43975|issue:44292", + "issue:44918|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43828|issue:44928", + "issue:45920|issue:46489", + "issue:45987|issue:46858", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:41553|issue:43883", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:41553|issue:43881", + "issue:24643|issue:28530", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:44403|issue:44488", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:43782|issue:44960", + "issue:43824|issue:43872" + ], + "prepared_review_unit_hash": "60882ee677b547bc95e963c043eae824d8931d7c0a27fc109589d4baefd78dda", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36792, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous transformer bug reports. Only a few soft pairs look like true duplicates: the non-persistent-buffer regression, the StaticCache.get_seq_length return-type regression, and the Gemma4 quantized embedder dtype-cast bug.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43950 is the best canonical representative for the clearest duplicate chain here: it states the broad non-persistent-buffer regression, and issue:44534 is essentially the same bug described from another angle.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "issue:43950 is the strongest issue to keep because it is the broadest, most general statement of a real duplicate-worthy regression in the set.", + "best_pr_reason": "No pull requests are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different failure modes; no shared concrete bug path." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated trainer/unpacking bug vs. invalid method call in a different model." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same non-persistent-buffer regression in transformers v5; 44534 is the same bug phrased differently." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is a doc/example failure and the other is a model-quality complaint." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "Both involve regressions, but the reported root problems are different (remote_code config fields vs buffer corruption)." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different code paths: custom compute_loss signature vs. DeepSpeed ZeRO-3 loading failure." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Separate compatibility issues with different underlying causes and symptoms." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; 46932 explicitly refers to the same fix." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different models and different errors; not the same underlying bug." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Related tokenizer regression area, but 46489 is a specific DeepSeek-Coder v1 case and not clearly the same concrete bug as the broad v5 tokenizer report." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same seq_length API-contract regression: returning a Tensor instead of an int, with 46858 showing a backend-specific manifestation." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "One is a SigLIP2 embedding-quality complaint; the other is a broad tokenization change report." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but different symptoms and no clear shared root cause from the titles alone." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Likely the same non-persistent-buffer materialization regression; 45902 is a specific instance on inv_freq after meta-to-empty materialization." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different failures: tokenizer import error vs. missing attribute on a causal LM class." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Related SigLIP2 theme, but one is a quality regression and the other is an implementation discrepancy; not clearly the same bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen3.5, but the bugs are different: flash-attn crash vs CPU-offload incompatibility." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different training-memory issues with no shared concrete fix path." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different model and different failure mechanism; no clear duplicate relationship." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Broad loading noise vs. a specific model-loading failure." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug vs. import-utils KeyError; unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading problems and different error types." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Completely different training errors: DeepSpeed weight shape vs early-stopping metric handling." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both concern training, but one is checkpointing effectiveness and the other is MoE memory usage." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "The latter is a broad remote_code regression; the former is a specific missing-fields config issue." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading complaints, but they concern different models and different underlying failures." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model families and different DeepSpeed/FP8 failure modes." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure vs. flash-attn fallback gating; unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different Qwen/Gemma model-loading problems with no shared concrete bug path." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import/export API issue vs. bitsandbytes kwarg incompatibility; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The cluster is correctly treated as heterogeneous, there are no PRs in the packet, and the three accepted soft pairs are supported by the titles/body snippets as the same underlying regressions. The canonical issue choice of 43950 is also reasonable as the broadest representative of the non-persistent-buffer duplicate chain." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 5, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45588", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45685|issue:45823", + "issue:45081|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43881|issue:43883", + "issue:42491|issue:44368", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:45488|issue:46489", + "issue:43827|issue:44509", + "issue:45759|issue:46661", + "issue:46894|issue:46897", + "issue:43872|issue:46869", + "issue:43404|issue:43950", + "issue:43872|issue:44291", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:41553|issue:44991", + "issue:43854|issue:44863", + "issue:43940|issue:45313", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:24643|issue:30064" + ], + "prepared_review_unit_hash": "f3f558624c08da2cc39567bb25073902d296e39aff2821ed1d941a83a48075c7", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36751, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly false-positive similarity matches across unrelated regression reports. A few pairs are genuine duplicates or near-duplicates around docs cleanup, empty-weights loading, mask-shape mismatch, Whisper feature extraction, and the training-loss double-shift bug.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report in this set (recent transformers / remote_code breakage) and is the best canonical-style issue among otherwise mostly narrow, model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the strongest general-purpose issue to anchor a duplicate cluster because it describes a high-level regression affecting multiple remote_code models rather than a one-off symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: MPS histogram on Int vs a device_map=\"auto\" forward-device mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Both mention tokenizer/flash-attn internals, but the failure modes and code paths are different." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code loading regression and Gemma4 device placement mismatch are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping add-new-model bug vs remote_code model loading regression; not the same underlying issue." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different models and distinct load failures; too little evidence of a shared root cause." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both are Qwen3-related, but one is an HF4/HF5 LoRA compatibility problem and the other is a warning about tie_word_embeddings." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch and device_map device mismatch are separate runtime problems." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code loading breakage and Kimi tokenizer codec/regex regression are different bugs." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect different methods and likely different causes." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both concern DeepSeek tokenization, but one is a tokenizer pre-tokenizer override bug and the other is an output regression from a prior fix gap." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs cleanup: both complain that removed v5 pipeline tasks are still referenced in documentation." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite-config unwrapping bug and remote-code config_class error are different loader failures." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Same training-loss double-shift bug; only the affected model family differs." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "Unexpected _is_hf_initialized / bitsandbytes loading issue is unrelated to YOLO multi-GPU device_map failure." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head tying bug and non-persistent buffer corruption are separate model state issues." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Both describe the same _is_hf_initialized / init_empty_weights loading breakage in transformers v5." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are Qwen3 ZeRO-3 loading problems, but they reference different missing-weight patterns and likely different fixes." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion from SDPA/BF16 behavior and flash_attention s_aux=None crash are not the same bug." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same IndexError pattern: mask and indexed tensor lengths differ by one, pointing to the same underlying bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video regressions, but the model families and symptoms differ enough that they do not look like one bug." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed weight dimensionality error and void segmentation-map processing failure are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Weight-loading failure under accelerate+deepspeed and gradient averaging under GAS are different DeepSpeed issues." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "LoRA gradient checkpointing not taking effect and a missing supports_gradient_checkpointing flag are not the same underlying bug." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Trainer compute_loss signature mismatch and mask-shape IndexError are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Bad error message for Voxtral tokenizer loading and est-roberta tokenizer load failure are different issues." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7 test loading failure and NemotronH checkpoint-loading implementation failure are distinct." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Likely the same Whisper audio frontend bug: one report says the model cannot run, the other points directly at _torch_extract_fbank_features()." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The accepted soft pairs are supported by the titles/issue descriptions: docs cleanup (43827/44509), empty-weights loading (_is_hf_initialized; 43872/44291), mask-shape IndexError (41093/44805), and the training-loss double-shift reports (46894/46897). The Whisper pair is phrased cautiously as likely rather than certain, which is appropriate. The non-duplicate rejections are also conservative." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 6, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45672", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:46899" + ], + "soft_pairs": [ + "issue:41553|issue:44488", + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:43366|issue:43828", + "issue:45325|issue:45902", + "issue:43596|issue:46515", + "issue:43366|issue:43531", + "issue:44155|issue:45584", + "issue:45663|issue:45823", + "issue:43638|issue:46515", + "issue:43366|issue:44589", + "issue:43950|issue:45834", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:44910|issue:46858", + "issue:43716|issue:44560", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:45685", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44683|issue:46515", + "issue:44560|issue:44918", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:44560|issue:44805", + "issue:45672|issue:46899", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:42491|issue:43720", + "issue:43638|issue:44661", + "issue:43596|issue:44661" + ], + "prepared_review_unit_hash": "4baecee7e10a91a9497fddbada6d4f0758ffd3ed2003b7218d383d0305aa8092", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38059, + "estimated_input_tokens": 9515, + "estimated_eval_tokens": 19286 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous overall, but it contains a few clear duplicate subgroups: Transformers 5 custom-model initialization regressions, ZeRO3+Bert IndexError reports, SigLIP2 wrong-output reports, and Gemma4 4-bit quantization dtype-cast failures.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 43646 is the broadest clean representative of the strongest duplicate subgroup: a generic Transformers 5 custom-model initialization regression, with 43645 as a narrower notebook-specific variant.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the most reusable triage anchor because it states the underlying regression at the right abstraction level without overfitting to one environment.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both involve loading problems, but they target different models and symptoms; no evidence of the same underlying bug." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different failure modes; too little to indicate one shared code-path bug." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading complaints, but they concern unrelated architectures and likely different loader paths." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated topics: GGUF support versus autocast dtype mismatch on a different model." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both touch rotary/position-related internals, but the bugs are distinct and in different models/code paths." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "One is a specific ZeRO3+Bert IndexError; the other is a general torch-version incompatibility with no matching failure mode." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Same broad Qwen/MoE area, but one is GGUF support and the other is a sliding_window bug; not the same change." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different modalities and distinct symptoms; no clear shared code path." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but one is an FSDP2 KeyError in attention and the other is a device-mapping mismatch; separate bugs." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "The ZeRO3+Bert IndexError is concrete and specific, while 46515 is only a generic torch incompatibility report." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Completely different subsystems and error types." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Both are loading-related, but one is about non-persistent buffers and the other is an OCR length/index problem." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a specific class versus meta-device loading breakage; different failures and likely different fixes." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different model families and different failure mechanisms; only the general theme of loading/regression overlaps." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both are runtime/caching problems, but one is a Qwen3.5 Flash Attention memory issue and the other is static-cache arithmetic on non-CUDA backends." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different models and unrelated symptoms; no shared bug is apparent." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same Transformers 5 custom-model initialization regression; 43645 is just the Jupyter-specific report of the same underlying bug." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models, different attention implementations, and different failure surfaces." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated failures: video embedding StopIteration versus an MPS histogram int-type issue." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Different user-facing problems and no clear shared underlying code-path bug." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin versus Qwen3MoE FP8 failure; only a superficial Transformers context overlap." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Different torch-version complaints with different scopes; not the same concrete bug." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "One is a Qwen3-VL video StopIteration bug, the other is a training-time embedding unpacking issue." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and appear to stem from different fixes." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "A Gemma4 device-mismatch bug is not the same as a generic torch incompatibility report." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Config-list handling versus device placement; no evidence of the same defect." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model and same wrong-output symptom; one report is zero probabilities, the other is nonsensical outputs via AutoModel/pipeline, likely the same underlying bug." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different error shapes and different model/features; no strong duplication signal." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Both describe Gemma4 4-bit multimodal inference failures caused by unsafe dtype handling in audio/vision embedders, so they plausibly share the same bug." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Transformers 5 initialization flag regression versus a long-ocr-index error in Kosmos2.5; unrelated issues." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config loading, but they refer to different model configs and there is not enough evidence they are the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different models and loading paths; both are version/loader regressions but not the same concrete code-path problem." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "A ZeRO3+Bert IndexError is unrelated to add-new-model-like failing on TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failure modes and different parts of the codebase; no shared underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are phrased conservatively (\"likely\"/\"plausibly\") with title-level evidence. The rejected pairs also avoid overclaiming shared bugs when the evidence is only broad thematic overlap." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 7, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45812", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:43317|issue:44756", + "issue:44661|issue:44805", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42491|issue:45276", + "issue:42915|issue:44756", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:46459|issue:46512", + "issue:45313|issue:45357", + "issue:44488|issue:44991", + "issue:45507|issue:46468", + "issue:43644|issue:43645", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:45292", + "issue:43856|issue:44387", + "issue:43854|issue:43931", + "issue:43708|issue:44075", + "issue:42491|issue:45335", + "issue:44960|issue:46050", + "issue:46897|issue:46901", + "issue:45488|issue:45812", + "issue:44164|issue:44291", + "issue:45362|issue:45406", + "issue:45276|issue:45335", + "issue:44910|issue:45588" + ], + "prepared_review_unit_hash": "1dc5cdf5522e080bd3db3a859f45c3aa0a4e61636442a52bbf040474202a6cfa", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36655, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a bundle of unrelated Transformers issues; only one soft pair looks like a true duplicate, while the rest differ by model, code path, or failure mode.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43644 is the clearest true duplicate anchor in the set: issue:44534 is just a title variant of the same non-persistent-buffer junk regression in Transformers v5.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best representative issue here because it has the strongest duplicate signal and a concrete, well-scoped bug description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/offload behavior, but one is a dequantized-model device_map/offload load failure and the other is Strix Halo mmap OOM; different bugs." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping failure vs tensor mask shape mismatch; no shared underlying code path is evident." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is bad probabilities at inference and the other is a docs/example mismatch plus quantization failure; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same regression: both report Transformers v5 filling non-persistent buffers with junk, with only minor title wording differences." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different model and failure mode: CUDA assert with auto device mapping vs FineGrainedFP8Config load failure." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA/qwen3_moe branch compatibility issue vs resize_token_embeddings not updating output embeddings; different defects." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 load failure vs Strix Halo mmap OOM; unrelated causes." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different flash-attention symptoms; no evidence of the same code-path bug." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but they affect different models and the reports do not indicate the same root cause." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading vs Qwen3.5 TP-plan OOM/shape error; unrelated issues." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "One is dtype being ignored for composite checkpoint loading; the other is stale config.dtype after from_config. Related theme, but different bugs." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "DeepSpeed ZeRO-3 weight loading failure vs incorrect visual encoder keys in save_pretrained; different code paths." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/loading regressions, but they concern different models and no shared root cause is shown." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call vs broken Nemotron example; not the same change or bug." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "One is a buffer-initialization regression; the other is notebook custom-model initialization with a TypeError. Different failures." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is an example/processor mismatch and quantization issue while the other is a nonsensical-results inference bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Accelerate+deepspeed Qwen3 MOE conversion problem vs GLM-4.7-Flash unit-test loading issue; different models and failure modes." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is quantization offload behavior; not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Qwen3_moe hf4.x/hf5.x compatibility vs resize_token_embeddings not affecting output embeddings; unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "General memory inefficiency during training vs increased reserved memory under int4 quantization; different root causes." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and errors: GLM-4.7-Flash test loading vs Qwen3-VL shape mismatch." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume math bug vs SGD argument handling bug; no overlap in the underlying defect." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different model families and different resize_token_embeddings symptoms; not the same issue." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 issue vs quantized save/load corruption after sinq; unrelated." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Both are training-loss double-shift reports, but they are model-specific and do not clearly share the same code path." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer override bug for DeepSeek V3/R1 vs Granite token-id regression; different tokenization defects." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/from_pretrained extra_state handling vs init_empty_weights TypeError from unexpected _is_hf_initialized; different paths." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in transformers serve; unrelated failures." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings complaints, but they affect different architectures and affected components; too model-specific to merge." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Flash-attention crashes in different places for different reasons: packed-sequence misinterpretation vs s_aux=None AttributeError." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:43644 / issue:44534, is well supported by nearly identical titles about the same Transformers v5 non-persistent-buffer regression. The other verdicts appropriately avoid overclaiming duplicate status given only weak title/body overlap and differing models, paths, 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": 24, + "review_unit_index": 8, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43646", + "issue:43708", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829" + ], + "soft_pairs": [ + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:43404|issue:43454", + "issue:42947|issue:45704", + "issue:43425|issue:43957", + "issue:44291|issue:44756", + "issue:43873|issue:44387", + "issue:44079|issue:46829", + "issue:36010|issue:39404", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:44387|issue:44756", + "issue:44155|issue:45823", + "issue:42947|issue:43381", + "issue:43335|issue:45663", + "issue:43957|issue:44756", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43646|issue:43708" + ], + "prepared_review_unit_hash": "ab6213dcb878cbfc3cd009d9655db1546b0da89c6ca440a8a5e575c0d8ef9011", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36175, + "estimated_input_tokens": 9044, + "estimated_eval_tokens": 18344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The only clearly duplicate-like subgroup is the resize_token_embeddings regression family, where issue 45292 is the broadest representative. No PRs are present.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 45292 is the cleanest canonical for the only strong duplicate family here: it states the core resize_token_embeddings/output_embeddings failure in a model-agnostic way, while 45276 is a narrower Gemma4-specific variant.", + "canonical_pr_reason": null, + "best_issue_reason": "45292 is the best cluster anchor because it captures the shared underlying symptom most generally and can subsume the more specific variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are load-time BERT-style failures, but the titles do not show the same concrete bug; 44488 is too vague to \u092a\u0941\u0937\u094d\u091f\u093f duplicate status." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different failure modes (SigLIP2 doc example vs GLM5), so not the same underlying issue." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to AudioFlamingo3 batch leakage." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Both are model/config problems, but one is a Gemma4 FSDP attention bug and the other is a Qwen multimodal config unwrap issue; different code paths." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention lm_head tying, but they affect different model families and appear to be separate model-specific initialization bugs." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA and T5 apex RMSNorm memory leak are unrelated bugs." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility is not the same as meta-device loading breakage." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization and memory, but offloading failure and increased CUDA reserved memory OOM are different problems." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Generic ModelOutput key assignment bug is not the same as VideoPrism returning last_hidden_state in hidden_states." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "GenerationMixin import error and Whisper return_language regression are distinct issues." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP shared_kv_states error and Qwen3.5 MoE CPU offload incompatibility are different failures." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization formats and different symptoms; not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 quantization OOM is unrelated to disabling mmap for Strix Halo." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Embedding/token leakage in AudioFlamingo3 does not match Gemma4 device-map mismatch." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective under PEFT LoRA and the other is an eval-mode restriction." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Gemma4 FSDP attention bug are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device model loading and Strix Halo mmap/OOM are different issues." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and a broken Nemotron example are related by model family but not the same underlying bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying resize_token_embeddings regression; 45292 is the broader wording and 45276 is a Gemma4-specific instance with extra symptoms." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression across Qwen variants and strict granite_speech config loading are separate failures." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to the Qwen3.5 RLHF NaN explosion." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "extra_state save/load handling is unrelated to mmap/OOM behavior." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE marker handling and continue_final_message behavior are different tokenizer bugs." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Custom-model save permissions and loading the wrong custom module after save are separate problems." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "flash_attention s_aux=None crash and Gemma4 FSDP shared_kv_states error are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM4.7-Flash unit-test loading issue and Qwen3.5 save_pretrained regression are different code paths." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are model-loading failures, but the specific tokenizer-vocab mismatch in 44402 is not clearly the same as the vague ScandiBERT load failure in 44451." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage in Transformers 5.0 and Trainer max_steps miscalculation on resume are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly duplicate-like pair is 45276/45292, and treating 45292 as the broad canonical anchor is reasonable. The other soft-edge verdicts appropriately avoid overclaiming duplicate status, and no PR-pair mergeability issues arise because there are no PRs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 9, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46821", + "issue:46869", + "issue:46894", + "issue:46897", + "issue:46899", + "issue:46901" + ], + "soft_pairs": [ + "issue:46894|issue:46901", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:44589|issue:44756", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:43425|issue:43828", + "issue:39404|issue:45701", + "issue:44530|issue:45084", + "issue:39404|issue:46665", + "issue:43611|issue:43645", + "issue:43425|issue:46869", + "issue:44683|issue:45823", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44479|issue:44805", + "issue:43906|issue:44530", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:44265|issue:44898", + "issue:39404|issue:44912", + "issue:46050|issue:46326", + "issue:44164|issue:45759", + "issue:43906|issue:46326", + "issue:44671|issue:44991", + "issue:44991|issue:45081", + "issue:45823|issue:46899", + "issue:43299|issue:43931", + "issue:45479|issue:46894", + "issue:43856|issue:44756", + "issue:45479|issue:46897", + "issue:44164|issue:46821", + "issue:43596|issue:44683" + ], + "prepared_review_unit_hash": "543b8cb0f8d22607da193f1d19a56993f2527593390a9bfaea2764669bf5e465", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38430, + "estimated_input_tokens": 9608, + "estimated_eval_tokens": 19472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is mostly a thematic cluster of Transformers v5 regressions, but the soft pairs are largely distinct bugs: tokenizer regressions, model-loading failures, dtype/device mismatches, memory issues, and docs-only problems. I don't see strong evidence that any of the listed pairs are true duplicates of the same concrete code-path bug.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the set: a generic v5 model-loading regression, while most other issues are narrower model-specific or subsystem-specific breakages.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the best umbrella issue for this cluster's overall theme, even though it is not a true duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Both mention training-loss shifting, but they are different models and likely separate model-specific implementations rather than one shared bug." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "One is about custom model initialization in Jupyter, the other about save/from_pretrained handling of extra_state; different failure modes." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch for Phi-tiny-MoE and meta-device loading breakage are different code paths and symptoms." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and Strix Halo mmap OOM are unrelated runtime/memory issues." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer conversion slowdown is a performance regression; CodeLlama space stripping is a correctness regression." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Granite token IDs are wrong, while the other issue is about slow lookup for added tokens; different bugs." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is not the same as an autocast dtype mismatch in a specific model." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language breakage and tokenization changes are different regressions." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3.5 PagedAttentionCache failure and a template compilation TypeError are separate failures." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Pipeline return_language and from_pretrained inside Python classes are unrelated behaviors." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both involve model loading, but one is a base_model_prefix regression and the other is notebook-defined custom model initialization." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as YOLO multi-GPU device-map loading failure." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are different subsystems." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "A general torch version incompatibility is not the same as a specific forward-pass device mismatch." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility and multimodal dtype mismatch are distinct issues." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen models and mask shape mismatch are different model/path failures." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the Qwen3.5 cache crash." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup and template compilation errors are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they concern different removed or changed pipeline APIs." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 bad outputs and ModelOutput key assignment are different bugs in different layers." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method-name conflict and gguf loading breakage are separate tokenizer/loading issues." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check and Perceiver non-default-resolution failure are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline regression and MXFP4 quantization loading fallback are different problems." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Post-save quantization corruption and continue_final_message behavior are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and unwrapping text_config in composite configs are different loading paths." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "These do not describe the same code path or failure mode." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM predictions and tokenizer loading for est-roberta are separate regressions." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both touch tokenizers, but one is a model tokenizer load failure and the other is a mistral regex patch crash." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 device mismatch during forward and unsafe dtype casting in multimodal embedders are different bugs." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but the titles point to different concrete failures: MoE loading vs weight-shape mismatch." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Degenerate zero loss with num_labels=1 is not the same as a training-loss double-shift bug." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "MoE training memory inefficiency and mmap OOM avoidance are different performance/memory issues." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Zero-loss classification and Florence2 label shifting are different loss bugs." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state save/load and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO3/BertModel index error and compiled flex_attention on newer torch are separate failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 10, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43883", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:44488|issue:45081", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:36032|issue:42915", + "issue:46285|issue:46402", + "issue:39404|issue:44671", + "issue:43716|issue:45084", + "issue:43643|issue:44530", + "issue:44737|issue:45859", + "issue:44661|issue:44683", + "issue:40990|issue:43421", + "issue:42915|issue:44530", + "issue:44451|issue:44987", + "issue:43644|issue:43646", + "issue:34567|issue:40444", + "issue:43541|issue:45084", + "issue:40444|issue:46326", + "issue:42175|issue:46178", + "issue:43582|issue:43632", + "issue:44206|issue:44220", + "issue:36032|issue:43645", + "issue:44811|issue:45584", + "issue:43452|issue:43482", + "issue:44987|issue:44991", + "issue:43883|issue:44488", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:43746|issue:46326" + ], + "prepared_review_unit_hash": "80a80d20fe515fac0ae4deb668572901fe2f2246bbdc7f0afc7298cccfe715b2", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36115, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of mostly unrelated transformers issues (tokenizer loading, model init, Whisper, Qwen/Mistral/CLIP, backend/runtime regressions). None of the soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both touch tokenizer loading, but 44488 is about AutoTokenizer ignoring tokenizer.json for a specific repo, while 45081 is a Mistral regex patch crash from missing backend_tokenizer. Different failure modes." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model/tokenizer load failures on newer transformers, but they concern different repos and distinct bugs. No shared concrete code-path." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is model loading with base_model_prefix and the other is junk-filled non-persistent buffers. Separate initialization/loading issues." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both involve tokenizer behavior, but one is repo tokenizer.json discovery and the other is a DeepSeek-Coder tokenizer output regression tied to a specific prior fix gap." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Mistral lm_head weight tying are unrelated bugs." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer method-name conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP text-model structure inconsistency and Sam3Model text-encoder weight loading are different model-specific regressions." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language regression and CamemBERT masked-LM prediction bug are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 dtype mismatch in image preprocessing and a template-node compilation TypeError are different code paths." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields and PagedAttentionCache invalid group type are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both mention device/offload behavior, but one is XLNet CPU arange placement and the other is a Qwen3.5 MoE rotary embedding offload incompatibility. Different bugs." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Token list/model-mapping issue and torch>=2.9 flex_attention compilation failure are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression on gpt-oss-20b and runtime special-token post-processor staleness are different problems." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3.5 PagedAttentionCache crash are separate model/runtime issues." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but for different models and different symptoms; not the same underlying bug." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 custom-model regressions, but one is junk non-persistent buffers and the other is custom initialization breaking. Too broad and not the same concrete bug." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and Qwen2.5-VL iterable-dataset multi-image finetuning are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm error on Mixtral and a template-node compilation TypeError are unrelated compile/runtime bugs." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure and mistral_common continue_final_message behavior are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Missing tensorflow in a torch extra and undefined tensorflow_text backend are different packaging/backend issues." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError and _is_hf_initialized flag regression are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature-extraction related, but one is a specific unsupported center arg in LasrFeatureExtractor and the other is a generic _torch_extract_fbank_features() issue; insufficient evidence they are the same bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and notebook custom-model initialization regression are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper/token special-token handling, but one is batch_decode ignoring skip_special_tokens and the other is empty-transcription failure after align_special_tokens. Not the same concrete bug." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both are GGUF-related load failures, but one concerns gguf_file support in auto classes and the other is a specific Qwen2.5-GGUF v5 loading regression." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are newer-version tokenizer/model load failures, but they affect different repos and likely different tokenizer conversion paths." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo missing all_tied_weights_keys and ScandiBERT loading failure are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map/offload dequantized-model loading and Qwen2.5-GGUF loading are separate loading regressions." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid method call are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT checkpoint loading for GraniteSpeech and Whisper continue_final_message behavior are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 11, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45987", + "issue:46315", + "issue:46661", + "issue:46821", + "issue:46869", + "issue:46899" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:43646|issue:44534", + "issue:43645|issue:46661", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:43792|issue:46869", + "issue:43404|issue:44466", + "issue:44464|issue:45987", + "issue:43883|issue:44991", + "issue:44987|issue:45081", + "issue:43994|issue:44610", + "issue:28530|issue:34567", + "issue:42915|issue:44291", + "issue:44008|issue:46899", + "issue:44451|issue:45081", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:44265|issue:44610", + "issue:43089|issue:45987", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:42915|issue:44589", + "issue:36032|issue:41720", + "issue:43632|issue:46821", + "issue:44991|issue:46315", + "issue:43531|issue:44877", + "issue:45216|issue:45357", + "issue:40444|issue:45325" + ], + "prepared_review_unit_hash": "c6134f89ff2bce2cfb92e775e83d40516736928ce60daa55cff70b127b770e64", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36936, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose lexical match around Transformers v5 regressions, but the paired issues have different root causes and code paths. I would reject all soft edges; none look like true duplicates or mergeable fixes.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43646 is the broadest and most representative v5 regression here: it covers custom model initialization breakage, a theme echoed by several nearby issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best overall representative because it is user-facing, general, and closest to the dominant Transformers v5 initialization/loading regression pattern in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and MIMI batch/padding-mask mismatch are unrelated bugs in different components." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage and non-persistent buffer initialization are different v5 regressions with different failure modes." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both involve model initialization, but one is a Jupyter/custom-model init issue and the other is remote-code config_class handling; distinct root causes." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "General loading noise and a tokenizer regex patch crash are not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3-MoE FP8 loading failure and a Jinja/template compilation error are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model families and different bugs: hidden-state output issue vs rope-index scaling." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask behavior and DAC from_latents/STE mismatch are separate audio-model defects." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper runtime failure and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "One is tied lm_head weights not being tied; the other is inconsistent serialization of lm_head.weight. Related area, but not the same underlying bug." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward and StaticCache.get_seq_length returning a tensor are different code paths." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing all_tied_weights_keys for Molmo and tokenizer loading failure for est-roberta are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Loading a remote-code model and Mistral tokenizer regex patching are different failures." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 AutoModel/pipeline nonsense outputs and OmDet processor size mismatch are unrelated multimodal issues." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and num_input_tokens_seen not updating are unrelated training-state bugs." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both touch loading, but one is Qwen3-MoE FP8-related and the other is init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma3n variable-name collision and Gemma4 4-bit multimodal dtype casting are different bugs." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Both are loading issues, but ScandiBERT loading and Mistral regex patch failure have different causes." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer special-token conflict and MobileLLM key error are different model/tokenizer loading problems." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-kwarg duplication and remote-code model loading failure are not the same bug." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export failures from torch_compilable_check and an OmDet input-size regression are unrelated." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and StaticCache return-type mismatch are different issues." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-processing ValueError are different multimodal failures." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen VL/video behavior, but one is a video-input regression and the other is still-image temporal position scaling; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config loading and missing Float8 storage are distinct CUDA/serialization problems." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer construction conflict and Qwen3 auto device mapping cudaErrorAssert are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "_is_hf_initialized handling and TimesFM window_size AttributeError are different Transformers v5 regressions." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure and slow convert_tokens_to_ids performance are not the same underlying issue." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window and granite_speech strict-config loading are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 save_pretrained regressions, but one is a broad checkpoint correctness issue and the other specifically calls out visual encoder keys; not enough evidence of the same bug." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multiple-images-per-prompt IterableDataset failure and Qwen2.5-VL still-image rope scaling are different multimodal bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 12, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44509", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46491", + "issue:46710", + "issue:46899", + "issue:46909" + ], + "soft_pairs": [ + "issue:43611|issue:44534", + "issue:43425|issue:44403", + "issue:43716|issue:46899", + "issue:43296|issue:43531", + "issue:45812|issue:46491", + "issue:44220|issue:44683", + "issue:42796|issue:43746", + "issue:43381|issue:45923", + "issue:44403|issue:44991", + "issue:43632|issue:44756", + "issue:33666|issue:40444", + "issue:40990|issue:44811", + "issue:43792|issue:44589", + "issue:44291|issue:44589", + "issue:42796|issue:46710", + "issue:44079|issue:45663", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:43421|issue:44568", + "issue:43632|issue:44534", + "issue:43531|issue:44291", + "issue:43482|issue:45538", + "issue:42175|issue:45542", + "issue:41720|issue:45081", + "issue:44462|issue:45812", + "issue:44079|issue:44534", + "issue:41553|issue:43582", + "issue:43317|issue:43856", + "issue:43377|issue:45491", + "issue:44509|issue:46909" + ], + "prepared_review_unit_hash": "f558c74fc833861fe8712deea2855431ac843ddef61ac00cd61a98cf9bcbf756", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36622, + "estimated_input_tokens": 9156, + "estimated_eval_tokens": 18568 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of mostly unrelated Transformers v5/model-specific bug reports. The shared theme is only superficial (tokenizer/loading/training regressions), so none of the soft pairs look like true duplicates.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43632 is the broadest core-library regression in the set: it targets a Transformers v5 initialization flag and could plausibly explain multiple downstream failures, whereas most other issues are narrower model/tokenizer-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43632 is the best representative issue for triage because it is a concrete, high-impact Transformers v5 regression with system-level implications, even though the cluster as a whole is not a tight duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffers; different code paths and symptoms." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to the generic noisy-loading issue." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both mention multimodal dtype behavior, but they involve different models and different failure mechanisms." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window behavior are distinct bugs." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is Granite token IDs and the other is a CodeLlama leading-space round-trip issue." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Feature extraction failure and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE marker handling and GraniteSpeech PEFT checkpoint loading are different failure modes." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing behavior is not the same bug as a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise is not the same as tokenizer loading failing for a specific model." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Initialization-flag regression and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen2-VL training reports, but one is multi-GPU training and the other is iterable-dataset/multi-image finetuning." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "GPT-OSS perplexity regression and Whisper batch_decode special-token handling are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model runtime failure and missing Float8 storage type are different problems." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument handling is unrelated to Float8 storage lookup." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE marker handling and a model accuracy regression after upgrade are not the same underlying bug." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 shared_kv_states/FSDP2 are distinct code paths." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are different loading issues." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token/post-processor sync and mdeberta add_special_tokens regression are related by topic only, not the same concrete bug." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is about an initialization flag while the other is about non-persistent buffer contents." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument mismatch are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer model_max_length are unrelated tokenizer/loading bugs." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Package extras missing TensorFlow and the tensorboard-only undefined tf backend error are similar at a high level but not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 device-mapping cuda assert and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Ignoring tokenizer.json and Granite token ID regression are different AutoTokenizer failures." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key handling and v5 buffer initialization are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error messaging for Voxtral and AppleSilicon warmup TypeError are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "gpu+cpu offload loading failure and Qwen3 MoE memory-usage issue are different problems." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI padding-mask mismatch and Gemma3 sliding-window NaNs are separate multimodal bugs." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Removed pipeline-task docs and a broken DIA documentation example are different documentation issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 13, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44610", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46821" + ], + "soft_pairs": [ + "issue:43611|issue:43646", + "issue:43296|issue:46821", + "issue:43818|issue:46402", + "issue:43644|issue:44079", + "issue:44829|issue:45479", + "issue:42175|issue:43296", + "issue:43818|issue:45357", + "issue:44265|issue:45072", + "issue:43493|issue:43994", + "issue:40444|issue:45381", + "issue:45325|issue:45834", + "issue:45325|issue:45381", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:43873|issue:45701", + "issue:44291|issue:44877", + "issue:43701|issue:45325", + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "issue:40990|issue:45584", + "issue:43262|issue:43746", + "issue:44479|issue:45823", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:43828|issue:46821", + "issue:39692|issue:40444", + "issue:44186|issue:44265", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:43377|issue:44610" + ], + "prepared_review_unit_hash": "06f8c6f31887c439f19735df8e94861912d22cdc7aff2259932b8b597640e25f", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "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": "This cluster is mostly a grab-bag of unrelated model-specific regressions. The only soft duplicate that looks plausibly real is the Qwen2.5-VL vision-position-id / rope-index pair; the rest are too broad or clearly different code paths.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45325 is the best anchor because it shares the clearest underlying code path with another item (issue:45381) around Qwen2.5-VL vision position IDs / rope indexing.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45325 is the most concrete and actionable bug here, and the strongest candidate for a duplicate hub among the issue set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 loading/init regressions, but one is base_model_prefix loading and the other is custom initialization; related subsystem, not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Completely different models and failure modes: PaddleOCR-VL load failure vs TimesFM window_size AttributeError." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different architectures and symptoms; Video-LLaVA tower/weights issue is not the same as Sam3Model text-encoder loading." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer serialization junk is unrelated to ModelOutput key assignment behavior." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are training regressions, but they hit different APIs and different failure mechanisms." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Backend installation packaging issue vs model loading/runtime failure; no shared code path." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Both involve multimodal vision components, but one is a missing temporal-attention/weight-sharing bug and the other is incorrect save_pretrained keys." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export with torch_compilable_check and bfloat16 dtype mismatch in unrelated models are not the same defect." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a HF-vs-JAX discrepancy claim and the other is generic bad outputs; not enough evidence of one concrete bug." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen2.5-VL pathways: finetuning with multi-image iterable data vs video input position-id regression." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL rope-index/position-id bug and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen2.5-VL vision-position-id / rope-index logic being wrong, with still-image and video manifestations that could be fixed together." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied lm_head weights, but one is a runtime tie failure and the other is a serialization inconsistency; distinct bugs." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model families and unrelated loading/quantization failures." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantized offloading behavior and tokenization changes are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Both are loading/config regressions, but one is init_empty_weights argument handling and the other is strict config parsing." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch during resume is unrelated to Qwen2.5-VL position-id computation." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position IDs are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch and torch.export/torch_compilable_check are different failure paths." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity anomaly on GPT-OSS and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and PEFT adapter loading from local checkpoints are separate issues." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Video-input regression across Qwen variants and Gemma4 PLE device mismatch are unrelated." + }, + { + "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:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation are entirely different problems." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc example errors and Qwen2.5-VL multi-image finetuning failure are different model/tooling issues." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER padding/truncation and torch.export failures are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision weight tying and Bamba torch.compile SDPA are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC.from_latents/forward mismatch are different code paths and models." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both are device-mismatch flavored, but they affect different models and mechanisms." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask behavior and OmDet-Turbo processor size mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:45325 vs issue:45381, is plausibly the same Qwen2.5-VL position-id/rope-index defect, while the other rejections are cautious and supported by the titles/descriptions as distinct model paths 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": 24, + "review_unit_index": 14, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43572", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46402", + "issue:46821" + ], + "soft_pairs": [ + "issue:43257|issue:45923", + "issue:43881|issue:44488", + "issue:44568|issue:45920", + "issue:46305|issue:46315", + "issue:42796|issue:46209", + "issue:43454|issue:45072", + "issue:45823|issue:46821", + "issue:40990|issue:42947", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:42617|issue:42915", + "issue:43749|issue:44534", + "issue:43317|issue:43873", + "issue:43572|issue:45759", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:41720|issue:44977", + "issue:36331|issue:42915", + "issue:44466|issue:45357", + "issue:40990|issue:45701", + "issue:43450|issue:45701", + "issue:44877|issue:44991", + "issue:43065|issue:46402", + "issue:43526|issue:43883", + "issue:26413|issue:28530", + "issue:41720|issue:42617", + "issue:43881|issue:44991", + "issue:44186|issue:45072", + "issue:43873|issue:44756" + ], + "prepared_review_unit_hash": "1b3a2ca1be10750457b882a7faf556e8d3b968c643ebc12c514b4e5ac65d8ea6", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36967, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated closed issues that only share broad transformer/model-loading language. The only plausible duplicate pair is the offloading/quantization loading failure pair; the rest look like distinct bugs in different models or code paths.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43873 is the broadest and most representative issue in the only plausible duplicate area (quantization/offloading/device_map loading), and it has the strongest evidence of being the umbrella report for that bug class.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best single issue to anchor triage because it is the most general, still-open report around the shared loading/offloading regression and can absorb nearby duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Different bugs: Qwen3 MOE weight conversion/loading vs a missing gradient-checkpointing support flag." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but for different models and likely different failure causes." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is add_special_tokens/BOS-EOS behavior and the other is wrong token IDs across several models." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Off-by-one attention mask bug vs a tokenizer performance regression; unrelated code paths." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs FP8 inference on B200; not the same defect." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Video processor output shape bug vs bfloat16 dtype mismatch; different subsystems." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device-mapping forward mismatch vs TimesFM window_size AttributeError; unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a specific model/dataset vs gradient checkpointing not taking effect; different problems." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both involve batched behavior, but they affect different models and different mechanisms (padding mask vs resolution/interpolation handling)." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Video processor shape issue vs packed-weight unpacking during accelerate loading; unrelated." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py failure vs Qwen3Moe fine-grained FP8 config failure; not the same bug." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Both are loading/regression reports, but one is FSDP CPU RAM efficient loading and the other is non-persistent buffer initialization." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": true, + "reason": "Both describe the same offloading/quantization loading path failing under device_map=auto and CPU/GPU offload; one looks like a concrete manifestation of the broader issue." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in a config vs AutoModel.from_config not unwrapping text_config; different config-handling bugs." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segfault while loading Llava Next vs quantized model save/load breakage; not the same failure." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Auto device-map cuda assert on Qwen3 vs segfault loading Llava Next; unrelated model-specific issues." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer API kwarg breakage vs 3d_parallel.py runtime failure; different layers." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization memory regression vs an apex RMSNorm memory leak; different causes." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 device-mapping crash vs Qwen3.5 flash-attention generation issue; different code paths." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected Trainer kwarg vs Qwen3Moe FP8 config; unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are save_pretrained regressions, but one concerns tied lm_head serialization and the other incorrect visual encoder keys." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity issue on a model/dataset vs tokenizer behavior changing across versions; not the same bug." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching shape bug vs tokenization changes; unrelated." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech vs tokenizer loading failure for est-roberta; different failures." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Sam3 pixel-decoder dummy Conv2d vs Sam3 text-encoder weights not loaded; same family, but different components and bugs." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Image processor label reduction bug vs missing all_tied_weights_keys on Molmo; unrelated." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume epoch iterator bug vs early-stopping metric selection issue; different training features." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device-map assert vs 3d_parallel.py failure; no shared underlying bug." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Model loading failure vs tokenizer loading failure; too broad to be duplicates." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer batching/padding crash vs bfloat16 dtype mismatch; different defects." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both relate to memory/offloading, but one is quantization offload behavior and the other is mmap-related OOM on Strix Halo." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The triage is grounded in the packet: most pairs are clearly different issues by title, and the one accepted soft pair (43317 \u2194 43873) is the only one that looks plausibly like the same offloading/quantization loading bug class. The umbrella choice of 43873 is reasonable given its broader title and open state. No overclaim in the soft-edge verdicts stood out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 15, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28530", + "issue:30064", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44898", + "issue:44913", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869" + ], + "soft_pairs": [ + "issue:46612|issue:46858", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:43295|issue:45701", + "issue:44186|issue:44610", + "issue:45685|issue:46821", + "issue:43550|issue:43606", + "issue:43646|issue:46665", + "issue:43404|issue:45357", + "issue:44610|issue:44898", + "issue:36010|issue:42617", + "issue:42915|issue:43317", + "issue:44734|issue:46858", + "issue:44423|issue:45406", + "issue:46821|issue:46869", + "issue:44008|issue:45823", + "issue:45632|issue:45684", + "issue:41720|issue:45161", + "issue:28530|issue:33666", + "issue:44464|issue:46858", + "issue:44671|issue:44743", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:36331|issue:41720", + "issue:44186|issue:44361", + "issue:43316|issue:44913", + "issue:42915|issue:43322", + "issue:43425|issue:46821", + "issue:28530|issue:30064" + ], + "prepared_review_unit_hash": "85c4a8615435d00dc335e5c0e27b9c40d5581d1d6c2efd90c2574b890096707a", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35920, + "estimated_input_tokens": 8980, + "estimated_eval_tokens": 18216 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous; the soft pairs mostly share broad themes like cache, loading, or multimodal serving, but not the same concrete bug. I would not merge any of the soft edges. Issue 46612 is the best representative issue because it is a clear, actionable generation-cache bug with multi-model impact and some reference activity.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 46612 is the strongest anchor: it describes a specific, well-scoped generation cache reorder failure with clear affected model families and downstream impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46612 is the most representative and triage-friendly of the set: concrete root area, broad enough impact, and more clearly defined than the other candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation cache internals, but one is about skipped cache reordering while the other is a static-cache slice arithmetic bug; different code paths and symptoms." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "One is a torch.compile/SDPA failure, the other is an accelerate loading issue with packed weights not being unpacked; not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "dtype-loading inconsistency and checkpoint resume max_steps miscalculation are unrelated failures." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor/tokenizer API regression versus tokenization output changing across versions; too broad and different root causes." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to a processor returning the wrong image resolution." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS MoE histogram error and TimesFM window_size AttributeError affect different models and different failing subsystems." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both mention device/runtime issues, but one is SDPA with torch.compile and the other is CPU offload device mismatch; not the same concrete defect." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Custom model initialization breakage is not the same as inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 tied-weight bug and Qwen3.5 incorrect visual encoder save keys are different model-specific serialization/loading issues." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Wrong processor output size and Perceiver non-default-resolution failure are different image-processing/model-path bugs." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import failure and failure to run 3d_parallel.py do not describe the same problem." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config loading failure and gpu+cpu offload dequantized-model failure are distinct loading paths." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both relate to cache handling, but one is serve KV-continuation indexing and the other is prefill seq-length device-tensor arithmetic; not the same bug." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash due to string .to access is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map auto failure are unrelated model-specific issues." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma-family issues, but one is a forward variable-name collision and the other is a device-mapping mismatch; different bugs." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache path collisions for trust_remote_code are unrelated to permission propagation in save_pretrained/register_for_auto_class." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Auto device-map cuda assert and TP-only GPT-OSS MoE failure are separate parallelization/runtime issues." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early-stopping metric lookup and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as a static-cache seq-length/device-tensor arithmetic bug." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are different model behaviors." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FP8 config/model loading failure and kernels version/revision import requirement are different integration problems." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature breakage and Qwen3 auto device-map cuda assert are not the same defect." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and MLukeTokenizer AttributeError are different tokenizer-specific bugs." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and GPTNeoXConfig rotary_pct reload bug are distinct config issues." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Llava Next segmentation fault are unrelated loading/runtime crashes." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch 2.10 incompatibility and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric selection and void segmentation map processing are different problem domains." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 16, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:43329", + "issue:43388", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44062", + "issue:44077", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44898", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:33357|issue:35707", + "issue:29159|issue:36032", + "issue:43526|issue:43881", + "issue:44387|issue:45701", + "issue:43540|issue:43782", + "issue:43873|issue:45704", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:44534|issue:46665", + "issue:43606|issue:43720", + "issue:43531|issue:45759", + "issue:41720|issue:43746", + "issue:44492|issue:44509", + "issue:45406|issue:45464", + "issue:42490|issue:43329", + "issue:43388|issue:45059", + "issue:43606|issue:43653", + "issue:34567|issue:35707", + "issue:34634|issue:41720", + "issue:43531|issue:46821", + "issue:43540|issue:46858", + "issue:45759|issue:45859", + "issue:45357|issue:46402", + "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44625|issue:45479" + ], + "prepared_review_unit_hash": "e04a6aa0275074c9437c94f5c8736693eef5342bda869bf03ccecfc01f06d6ae", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36830, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated bug reports across tokenizers, multimodal processors, loading/offload, and CI regressions. No soft pair looks like the same concrete bug or mergeable PR change.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45701 is the broadest regression-style report in the set and the best umbrella representative for this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the strongest triage signal overall: active discussion, inbound references, and a clearly stated reproducible failure, even though it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "Different failures: MacOS bus error in a CLIP model vs generation behavior with inputs_embeds/past_key_values." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both are tokenizer-related, but one is slow/fast inconsistency and the other is a T5 tokenizer load conflict." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Image-label reduction bug vs a model loading failure; different code paths and symptoms." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/OOM regression is unrelated to a report about tokenization changes." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video input processing error in Qwen3OmniMoe vs from_pretrained weight_only loading error in Qwen3VL." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Offloading/quantization behavior is a different bug from a T5 RMSNorm memory leak." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing and Bark voice_preset handling are unrelated processor bugs." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token decoding." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Both mention model loading/runtime behavior, but one is a non-persistent buffer regression and the other is from_pretrained inside Python classes." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve accelerate/offload/loading, but they are different concrete failures on different models and code paths." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is not the same bug as unwrapping text_config in composite Qwen multimodal configs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "CUDA device-mapping assert and PEFT local-checkpoint loading are different issues." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is unrelated to outdated docs mentioning removed pipeline tasks." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failures are different API bugs." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash local model import warning is unrelated to a multimodal token-counting video-branch bug." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering drops tuple labels; SAM3 bounding-box/text behavior is a different model-input issue." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch and tokenizer special-token decode output are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Trainer token-count tracking and progressive generation are different subsystems." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset handling has no overlap with Qwen3 device-mapping CUDA asserts." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe is not the same bug as static-cache sequence-length tensor arithmetic." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite Qwen config loading and CPU-offload rotary embedding behavior are separate issues." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect visual-encoder save keys and missing text-encoder weight loading are different Qwen/SAM3 problems." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model-loading failures, but for different models and failure modes." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window model behavior and missing Float8 storage lookup are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init gating is unrelated to num_labels propagation in Qwen3.5." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk fill and from_pretrained-in-class inconsistency are different bugs." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken keyword collision is unrelated to ScandiBERT tokenizer loading failure." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver image-classification interpolation failure and bfloat16 dtype mismatch are different model/runtime issues." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and zero-loss classification with num_labels=1 are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 17, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43295", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44186", + "issue:44368", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44995", + "issue:45042", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45704", + "issue:45759", + "issue:45834", + "issue:45907", + "issue:45923", + "issue:45987", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858" + ], + "soft_pairs": [ + "issue:44987|issue:45042", + "issue:43381|issue:43844", + "issue:44368|issue:45357", + "issue:39692|issue:44610", + "issue:41720|issue:45704", + "issue:43746|issue:46050", + "issue:43421|issue:43927", + "issue:43381|issue:45704", + "issue:46655|issue:46693", + "issue:45704|issue:45923", + "issue:42886|issue:44843", + "issue:44918|issue:44936", + "issue:45759|issue:45923", + "issue:43746|issue:43873", + "issue:43994|issue:44671", + "issue:43421|issue:43653", + "issue:44514|issue:44545", + "issue:46032|issue:46463", + "issue:39692|issue:43493", + "issue:43421|issue:44186", + "issue:45081|issue:45356", + "issue:43782|issue:45381", + "issue:30064|issue:36010", + "issue:44995|issue:46858", + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:46829|issue:46832", + "issue:45987|issue:46829", + "issue:43295|issue:45834" + ], + "prepared_review_unit_hash": "6bfd785d6afbaae32fb0f6f90b17982f3334e1915dbe1c06255bfa6ba8c98237", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37485, + "estimated_input_tokens": 9372, + "estimated_eval_tokens": 19000 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous issue reports that only share broad subsystem vocabulary. The only clear duplicate pair is the Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash; the rest are related by theme at most, not by the same underlying bug.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 44545 is the cleanest representative of the only exact duplicate pair: it has the same title/symptom as 44514, with slightly more discussion/inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44545 is the best issue anchor because it is the strongest exact duplicate match and the most directly reusable summary of the cluster's only true duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different bugs: a model-loading regression vs an image-processor torchvision dependency problem." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing misuse and ZeRO-3 gradient explosion are unrelated failure modes." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "LoRA/tie_word_embeddings warning is unrelated to incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 doc-example errors do not match OmDet-Turbo's processor/model image-size mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 CUDA assert and T5 apex RMSNorm memory leak are different code paths and symptoms." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT local-checkpoint loading and sinq quantized save/load breakage are distinct issues." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer backend post-processor updates and DiaConfig custom token-ID loss are different bugs." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to the T5 RMSNorm memory leak." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video processor padding error and FA2 long-context performance regression are not the same bug." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "RMSNorm memory leak and missing gradient_checkpointing flag are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both touch offline tokenization, but 44843 is a specific Mistral-regex model_info call while 42886 is broader cache loading; not enough to treat as the same bug." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Qwen3.5 embedding unpacking failure and trainer.evaluate() after train() are different trainer issues." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Config unwrapping for multimodal Qwen configs is unrelated to a missing gradient_checkpointing flag." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters is different from quantization/offloading behavior." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and failures: SigLIP2 wrong outputs vs CamemBERT masked-LM prediction regression." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Runtime special-token post-processing and BigBird mask-token registration are not the same underlying defect." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact duplicate: identical Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash, same symptom and scope." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2Mixer cache correctness and T5 decoder-input error messaging are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 doc-example problems and HF-vs-JAX implementation discrepancy are related only by model family, not by a single concrete bug." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer special-token post-processing and LayoutLMv2 NER/padding crashes are different tokenizer bugs." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Mistral regex crash and Kimi-K2.5 codec/regression warning are different tokenizer regressions." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only load failure and qwen2.5-vl vision_position_ids bug are separate multimodal issues." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation-map processing and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "GlmMoeDsa stale-cache crash and static-cache seq-length tensor arithmetic failure are different cache bugs." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 example/documentation errors are not the same as quantization offloading behavior." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet unpacking during accelerate load and DAC missing-STE mismatch are different model bugs." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token registration and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "VideoPrism output-field mixup and RT-DETR feature-level TypeError are distinct model-output bugs." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache seq-length contract violation and VideoPrism hidden_states misassignment are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression and Kosmos2.5 long-OCR index error are different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet. The only accepted duplicate pair, issue:44514 and issue:44545, is an exact title/symptom match and the canonical choice is justified by slightly richer references. The summary stays conservative about the rest of the cluster, treating them as theme-level similarities rather than same-bug duplicates, which fits the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 18, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43335", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45834", + "issue:45987", + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46858", + "issue:46932" + ], + "soft_pairs": [ + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:44062|issue:44488", + "issue:43540|issue:46294", + "issue:45381|issue:46693", + "issue:43531|issue:43643", + "issue:43596|issue:44220", + "issue:43611|issue:46665", + "issue:44008|issue:46858", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:41720|issue:44991", + "issue:45987|issue:46932", + "issue:30064|issue:36331", + "issue:43643|issue:44877", + "issue:44220|issue:44661", + "issue:43618|issue:43697", + "issue:43335|issue:43756", + "issue:43550|issue:43819", + "issue:44843|issue:45081", + "issue:44448|issue:44671", + "issue:39692|issue:45834", + "issue:44186|issue:44442", + "issue:44821|issue:45084", + "issue:43540|issue:44008", + "issue:34634|issue:36010", + "issue:45183|issue:45479", + "issue:45584|issue:45834" + ], + "prepared_review_unit_hash": "890e60de5631a12fdb4184988d63c2c00fce301d4966b829875d28cb3a82e6f7", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35741, + "estimated_input_tokens": 8936, + "estimated_eval_tokens": 18128 + }, + "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, with only superficial overlap around model/tokenizer loading and v5 regressions. No soft pair looks like the same underlying bug or a safe combined fix.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the most broadly useful, self-contained regression report in the set; the others are narrower and largely unrelated to each other.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different subsystems: torch.compile/SDPA runtime failure vs config persistence losing custom token IDs." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Both are TypeError-style reports, but they involve different models and failure paths." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer constructor argument collision vs failure to load a specific model tokenizer; not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both touch Qwen video input handling, but one is a processing ValueError and the other is chat-template token/feature mismatch." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "One is a Qwen2.5-VL video position-id bug; the other is a performance regression with FA2 long-context generation." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior vs AutoConfig/trust_remote_code field loss are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed Zero3/BertModel indexing error vs fbank feature extraction issue are different code paths." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Model-loading regression with base_model_prefix vs general from_pretrained behavior inside Python classes are distinct." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable collision in forward() vs cache sequence-length tensor type bug are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer crash on NER/padding vs image-classification interpolation issue; different components." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird special-token registration bug vs DAC forward/from_latents mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "CUDA assert with Qwen3 auto device mapping vs tokenizer load failure for est-roberta are not the same issue." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache sequence-length return type bug vs Gemma4 quantized embedder dtype casting are different fixes." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map handling vs CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is missing returned fields and the other is strict-config rejection of granite_speech." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction issue vs tokenizer-mapping add-new-model-like failure are different areas." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both are v5 output-behavior changes, but for different models and code paths." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs Smollm3 RoPE-layer count bug are unrelated model-specific issues." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different failures: Bamba torch.compile/SDPA vs DAC latent decoding mismatch." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper name, but one is offline model_info access and the other is backend_tokenizer attribute access; different defects." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 model output regressions, but they concern different models and likely different fixes." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Docs/example errors for SigLIP2 vs runtime index error on Kosmos2.5 OCR input are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash vs AutoTokenizer loading FastSpeech2ConformerTokenizer are not the same bug." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading failure vs template compilation error are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal model bugs, but Qwen3OmniMoe video processing and Gemma3n forward variable collision are distinct." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor preset issue vs GenerationMixin import error are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation XOR bug vs sequence-classification zero-loss bug are different model behaviors." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation issue vs Kosmos2.5 long OCR input index error are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 19, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43931", + "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:45381", + "issue:45685", + "issue:45701", + "issue:45834", + "issue:46032", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46846" + ], + "soft_pairs": [ + "issue:43644|issue:43749", + "issue:43322|issue:45685", + "issue:43606|issue:45072", + "issue:43388|issue:46032", + "issue:44479|issue:45834", + "issue:43825|issue:43994", + "issue:43550|issue:45072", + "issue:43782|issue:44977", + "issue:44561|issue:45020", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:46294|issue:46463", + "issue:44991|issue:46291", + "issue:43582|issue:46512", + "issue:43716|issue:44008", + "issue:43931|issue:46846", + "issue:28218|issue:29159", + "issue:44805|issue:44936", + "issue:44610|issue:45072", + "issue:43540|issue:45381", + "issue:43749|issue:44291", + "issue:43720|issue:45072", + "issue:43825|issue:43827", + "issue:43645|issue:46665", + "issue:44671|issue:45701", + "issue:43577|issue:43582", + "issue:34634|issue:36331" + ], + "prepared_review_unit_hash": "38fe273c4395a2333f71eaf5bafe28fa40d6b2e4ea11ab13d3bb7703c014b311", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35451, + "estimated_input_tokens": 8863, + "estimated_eval_tokens": 17982 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy, heterogeneous issue cluster spanning tokenizer, loading, vision/video, training, and dtype regressions. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.37, + "canonical_issue_reason": "If forced to pick one umbrella issue, issue 45020 is the broadest version-regression report and the most reusable triage bucket for this mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best single issue to anchor the cluster because it is the most general cross-cutting regression report among otherwise unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Different load-time failures: junk non-persistent buffers vs broken FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated models and errors: Llava Next segfault vs MPS histogram not implemented for Int." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different bug classes: CPU-offload device mismatch vs bfloat16 dtype mismatch." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Training metric batching bug vs generation cache correctness bug." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal regressions, but they affect different models and different failure modes." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Error-message wording vs an actual inference quality bug in a different model." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile/SDPA failure is not the same as a dtype mismatch regression." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Model load-time weight_only error vs flash-attention generation failure; different paths." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Shared theme of remote_code breakage, but one is a specific helper removal and the other is a broad umbrella report." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Tokenizer post-processor update bug vs Whisper batch_decode skip_special_tokens bug." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Dtype propagation issue vs missing temporal attention/weight-sharing defect." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Different model families and different validation errors." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure is unrelated to a kernels package import/version requirement." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to stale model.config.dtype." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal model bugs: image dtype mismatch vs audio_mel_mask attribute collision." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is not the same as missing TP plan entries causing OOM/shape errors." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Related tokenizer behavior, but one is a specific spacing bug and the other is a broad slow/fast inconsistency report." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/index shape mismatch is not the same as evaluate-after-train failure." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor output-size mismatch is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different video-input regressions in different Qwen model families." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading-related, but they fail via different mechanisms and code paths." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unloading during accelerate loading is unrelated to dtype mismatch inference bugs." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is a runtime error-message issue; the other is stale docs. Same theme, not the same underlying bug." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Notebook custom-model initialization breakage is distinct from from_pretrained inside Python classes." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Masked LM prediction regression and tokenization-version change are not the same concrete defect." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different failures: dtype propagation vs Apple Silicon allocator TypeError." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset bug is unrelated to CustomTrainer compute_loss signature mismatch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 20, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "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:43742", + "issue:43782", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "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:46175", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46697", + "issue:46728", + "issue:46932" + ], + "soft_pairs": [ + "issue:42175|issue:45081", + "issue:46175|issue:46932", + "issue:45003|issue:46285", + "issue:46697|issue:46728", + "issue:43653|issue:44912", + "issue:43782|issue:45325", + "issue:43262|issue:43819", + "issue:45372|issue:46326", + "issue:45081|issue:45406", + "issue:43582|issue:44857", + "issue:43742|issue:45020", + "issue:44589|issue:45042", + "issue:43550|issue:44912", + "issue:43452|issue:44991", + "issue:43257|issue:43329", + "issue:44060|issue:44368", + "issue:43526|issue:43697", + "issue:43329|issue:45600", + "issue:36010|issue:43645", + "issue:43906|issue:46209", + "issue:36010|issue:36331", + "issue:43526|issue:44554", + "issue:43819|issue:43927", + "issue:45084|issue:45538", + "issue:43638|issue:44936", + "issue:43531|issue:45042", + "issue:42175|issue:46291", + "issue:42490|issue:43257" + ], + "prepared_review_unit_hash": "17442d2c8656911979c3ac75021b27a62aedb1be55c02d195d8245ae3cc7a4e7", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 36028, + "estimated_input_tokens": 9007, + "estimated_eval_tokens": 18270 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated issues. Only one soft pair looks like a plausible duplicate: the Qwen tied-weights warning reports. The rest share broad subsystems at best, but not the same concrete bug.", + "confidence": 0.72, + "canonical_issue_reason": "issue:44060 is the strongest canonical issue candidate because it describes the concrete root cause (wrongly tying embed_tokens.weight to linear_attn.dt_bias) that plausibly explains the downstream warning report in issue:44368.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44060 is the best issue to anchor on: it is the most specific, actionable description of the underlying bug and is broader than the user-facing warning in issue:44368.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Both are import/load problems, but one is a backend dependency issue and the other is a Mistral regex crash; different code paths." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both touch Gemma4 vision/audio embedders, but one is about a huge one-hot position embedding and the other is about dtype casting for quantized embedders." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "One is unsafe sys.modules access in modeling_utils; the other is a CLIP class structure regression. Same area, not same bug." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-size/patch-count issues, but they affect different models and different logic (over-padding vs wrong patch count)." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBird special-token decoding and MXFP4 quantization fallback are unrelated failures." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen VL bugs: one is a weight_only loading error, the other is rope-index scaling for still images." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio sampling-rate defaults and DAC latent reconstruction are different processors/code paths." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is a missing ReasoningEffort import during Gemma 4 loading and the other is a continue_final_message behavior bug." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral tokenizer regex patch crash vs Gemma4Processor missing _tokenizer; different concrete failures." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon allocator TypeError and CUDA AMP loss crash are not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error and remote_code breakage are distinct loading regressions." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and PIL/torchvision dependency regression are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is not the same as MXFP4 quantization fallback." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are from_pretrained/tokenizer loading issues, but they target different mechanisms and models." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and multimodal token counting are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": true, + "reason": "Both describe the same tied-weights warning regression in Qwen3-family models; 44368 looks like a downstream report of the same underlying warning logic." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output divergence are separate model bugs." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined multimodal video helpers and stale auto_mappings config references are different issues." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import regression and Jupyter custom-model initialization breakage are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of one bug and an FP8 inference issue on B200 are not the same change." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and CustomTrainer compute_loss signature mismatch are unrelated trainer/model API issues." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Label reduction in BeitImageProcessorFast and an MPS attention correctness issue are different code paths." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token-id loss are different audio/generation bugs." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-compilation TypeError and CLIPTokenizer max_length regression are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3 empty-dimension IndexError during training and trainer.evaluate() failing after train() are different trainer behaviors." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "TensorFlow backend omission and kernels package version requirements are separate dependency issues." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local-model import warning and Qwen3 MoE conversion failure are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the items are mostly unrelated by title, and the only accepted soft pair (44060/44368) is a plausible duplicate around the same tied-weights warning behavior in Qwen-family models. The other soft-edge rejections stay conservative and do not overclaim sameness across different model/code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 21, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:43540", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44977", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46421", + "issue:46424", + "issue:46701" + ], + "soft_pairs": [ + "issue:43746|issue:44811", + "issue:43854|issue:44977", + "issue:43720|issue:44610", + "issue:43643|issue:45759", + "issue:39692|issue:44912", + "issue:38175|issue:44610", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:43257|issue:43931", + "issue:44387|issue:44617", + "issue:43329|issue:43450", + "issue:43329|issue:44479", + "issue:45459|issue:45803", + "issue:42915|issue:43742", + "issue:34567|issue:40990", + "issue:46421|issue:46424", + "issue:43749|issue:44756", + "issue:44291|issue:45042", + "issue:29159|issue:34567", + "issue:43650|issue:43906", + "issue:42915|issue:44821", + "issue:43606|issue:45859", + "issue:43540|issue:46701", + "issue:43927|issue:44912", + "issue:28282|issue:29870", + "issue:44568|issue:45356", + "issue:43454|issue:43577" + ], + "prepared_review_unit_hash": "66ac1a2a1c584d91ddf05f117b1874cbd9ab13202049d472ab03c2fa67f2e2e5", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35444, + "estimated_input_tokens": 8861, + "estimated_eval_tokens": 17978 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated issue reports. I did not find any soft pair that is clearly the same underlying bug/change, so no merges are justified on the available evidence.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43329 is the clearest concrete code-path bug in the set: it names the exact failing multimodal video helper and the undefined variables, making it the best anchor if one issue must represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43329 is the most actionable issue: it identifies a specific failing function, an explicit video branch, and a likely root cause, unlike the broader symptom-only reports elsewhere in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems and failures: PEFT/local checkpoint loading vs Whisper batch decoding token handling." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Unrelated model-loading test failure vs flash-attention generation regression." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight accelerate loading bug vs image processor input-size mismatch." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Different config bugs: trust_remote_code field loss vs missing text_config unwrapping in composite multimodal configs." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation/model-processor mismatch and quantization example issues are not the same as MXFP4 fallback to bf16." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different models and symptoms: zero probabilities vs processor output size mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE loading/FP8 conversion issue is unrelated to GPT-oss CUDA OOM." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug is unrelated to Whisper decode token skipping." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures: MoE weight conversion vs Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but the causes are different: int4 quantization memory regression vs Sam3Video runtime OOM." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is undefined helpers in token counting and the other is batched processor shape output." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Related video-processing area, but 44479 is a broader regression report and does not clearly match the specific undefined-variable bug." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they affect different code paths and different error classes." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different failures: FineGrainedFP8Config on Qwen3MoE vs KeyError loading MobileLLM-125M." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count state bug is unrelated to GPT-oss perplexity behavior." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is recompilation from lazy init and the other is max_cache_length being ignored." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Different loading/OOM problems with different mechanisms: FSDP RAM-efficient loading vs mmap on Strix Halo." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights loading TypeError is unrelated to PIL image processors requiring torchvision." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer parity issue vs TrainerState token counter not updating." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Placeholder/nonspecific issue vs isolated reproduction of a separate issue." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different model/loader problems: FineGrainedFP8Config vs AutoImageProcessor URL loading." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve CPU offload, but they are different model-specific code paths and failures." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different pipelines and symptoms: Qwen3OmniMoe video ValueError vs DiffusionGemma image-text-to-text failure." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token-ID persistence bug is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to Bart generate() UnboundLocalError." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and code paths." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight-tying/generation bug is unrelated to dtype propagation in Blip2 loading." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 22, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44849", + "issue:44857", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869" + ], + "soft_pairs": [ + "issue:44987|issue:45538", + "issue:28282|issue:34689", + "issue:43525|issue:46291", + "issue:43697|issue:45357", + "issue:33357|issue:34567", + "issue:44857|issue:46832", + "issue:43404|issue:45127", + "issue:43425|issue:46291", + "issue:45137|issue:45405", + "issue:45538|issue:46869", + "issue:42915|issue:45538", + "issue:28282|issue:29127", + "issue:42175|issue:43824", + "issue:44479|issue:46693", + "issue:44062|issue:44991", + "issue:43742|issue:44291", + "issue:44936|issue:46821", + "issue:42915|issue:43749", + "issue:24643|issue:29159", + "issue:43452|issue:43582", + "issue:43577|issue:46512", + "issue:44849|issue:45701", + "issue:44987|issue:45907", + "issue:27957|issue:28282", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:44479|issue:45381", + "issue:44568|issue:45488" + ], + "prepared_review_unit_hash": "93de6c9777ad049baf62075d162e19f72c464660d6aeea0803a5b7520a4a8405", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35472, + "estimated_input_tokens": 8868, + "estimated_eval_tokens": 17992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous model-loading/tokenization/runtime issues. Only one pair looks like a likely true duplicate: the Qwen2.5-VL video-input regression pair (44479/45381).", + "confidence": 0.74, + "canonical_issue_reason": "issue:44479 is the strongest representative of the only clearly duplicate-like thread here: it states the broad v5.3.0 video-input regression across Qwen VL/Omni variants, which subsumes the narrower qwen2.5-vl symptom in 45381.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 has the clearest concrete regression description, broad impact, and the strongest duplicate signal among the items in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different bugs: model loading failure for one model vs an absurd tokenizer max-length constant." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Generic PyTorch-missing ImportError vs a specific Llama vision model loading regression." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Unrelated: missing pad_token_id on Llama4Config vs kernels/revision requirement on pipeline import." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different code paths: RTDetrV2 output mismatch vs Qwen3.5 save_pretrained key regression." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP model loading vs TrainerState token counter not updating." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both RT-DETR-related, but one is AMP loss crash and the other is a feature-level mismatch TypeError; not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve weights/tie_word_embeddings, but they describe different failures on different models and workflows." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version compatibility vs kernels revision/version import requirement are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error vs a PEFT minimum-version packaging issue." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Tokenizer max_length bug vs YOLO multi-GPU device-map failure; no shared underlying defect." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to CLIP tokenizer max_length." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import vs layoutlmv3 error-message clarity; not the same issue." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Dependency/backend packaging issue vs missing Qwen2.5-VL symbol import." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both are regressions, but one is video-input correctness and the other is long-context FA2 performance; too broad to merge." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken constructor conflict vs a generic tokenizer load failure; shared tokenizer context is not enough." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "KeyError loading one model vs unexpected _is_hf_initialized argument during init_empty_weights; different failures." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer lifecycle bug vs TimesFM window_size AttributeError." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FP8 config failure vs FSDP CPU RAM efficient loading breakage; unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-dimension runtime error vs slow/fast tokenizer inconsistency." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF load path breakage vs Apple Silicon caching allocator warmup TypeError." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Loading-time dtype mismatch on Blip2 vs from_config config.dtype staying stale; related theme but different bug." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state bug vs broad tokenization-version regression; no concrete overlap." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model/tokenizer loading regression vs list_repo_files revision forwarding; unrelated." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 with XLM-R vs missing PyTorch import error." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device map CUDA assert vs video-input processing ValueError in Qwen3OmniMoe." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen video issues, but different models and error modes; no clear same root cause." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying Qwen2.5-VL video-input regression in v5.3.0; 45381 is a narrower symptom of the broader regression described in 44479." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and code paths; not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The judgments are grounded in the packet and the reject calls stay conservative. The only accepted duplicate pair, 44479/45381, is well supported by the titles as the same Qwen2.5-VL video-input regression at different specificity levels. The summary is also appropriately cautious about the rest of the heterogeneous cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 23, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:24643", + "issue:29870", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:43257", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44964", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45405", + "issue:45600", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46846" + ], + "soft_pairs": [ + "issue:38175|issue:44898", + "issue:34567|issue:36331", + "issue:44792|issue:44964", + "issue:42175|issue:44488", + "issue:43540|issue:44479", + "issue:43257|issue:43756", + "issue:44062|issue:45081", + "issue:44291|issue:44821", + "issue:45042|issue:45081", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:43582|issue:46821", + "issue:43742|issue:44589", + "issue:43716|issue:46701", + "issue:44568|issue:46491", + "issue:45405|issue:45600", + "issue:43531|issue:44821", + "issue:43577|issue:45072", + "issue:45823|issue:46463", + "issue:45672|issue:45674", + "issue:44737|issue:46463", + "issue:43906|issue:46468", + "issue:43906|issue:46693", + "issue:24643|issue:29870", + "issue:43452|issue:44488", + "issue:44625|issue:44877", + "issue:45663|issue:46846", + "issue:43540|issue:46693" + ], + "prepared_review_unit_hash": "b3529f08a23c258b193b259da5874482d29c30e07f964aba4b1b267ef2456447", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35838, + "estimated_input_tokens": 8960, + "estimated_eval_tokens": 18176 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are separate model-loading, tokenizer, dtype, or training regressions across different subsystems. I don\u2019t see any soft edge that clearly represents the same underlying bug, so the cluster does not really form a duplicate set.", + "confidence": 0.78, + "canonical_issue_reason": "No strong duplicate hub exists; if one issue must anchor the cluster, issue 44479 is the least-bad representative because it is a broad regression report with concrete repros across several related Qwen VL/3.5 variants.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the most broadly scoped and actionable report in an otherwise mixed set, with explicit affected models and a clear runtime regression path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision models and different failure modes; both are image-related, but not the same bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Both involve Trainer behavior, but one is token-count tracking and the other is a compute_loss API change." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal models and distinct loading/generation failures." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Completely unrelated: backend packaging vs a specific tokenizer/model load failure." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both mention video inputs, but they target different Qwen model families and likely different code paths." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different models and unrelated defects: MOE weight conversion versus RoPE layer dropping." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading issues, but the concrete exception and root cause are different." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different subsystems: empty-weights model loading versus loading an AutoImageProcessor from URL." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Different bugs: PIL backend dependency requirements versus Mistral tokenizer regex patching." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both touch rotary/RoPE concepts, but the affected models and failure mechanisms are different." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Related terminology, but one is missing RoPE layers and the other is a temporal position scaling bug." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated errors on different platforms/models; no shared underlying bug." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Both are loading-time TypeErrors, but they arise from different objects and code paths." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal model failures with different symptoms and likely different fixes." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different round-trip behavior." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Package versioning/availability issue versus stale config references in auto_mappings." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated: Qwen3-MoE sliding-window behavior versus image-processor loading from URL." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and different inference paths." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Device-mapping bug in Gemma4 versus incorrect T5 decoder-input validation messaging." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both concern 4-bit inference, but one is a Gemma4 audio-module dtype error and the other is BitsAndBytesConfig skip-module handling." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "CPU-device placement bug in XLNet versus a T5 validation error; no shared code path." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "No evidence they describe the same bug; one is a reproduction of an older issue, the other is a broken Nemotron example." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "One is an isolated repro of a prior issue; the other is a long-context FA2 performance regression." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "Training with DeepSpeed versus generation-time Bart decoder-mask handling; different failures." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Different loading failures for different model/tokenizer inputs." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but one is num_labels propagation and the other is strict config loading." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different distributed-training problems on different models and tensor-parallel paths." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video-input processing bug versus a long-context performance regression; not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 24, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:32090", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43819", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44737", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45356", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45479", + "issue:45588", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46463", + "issue:46701", + "issue:46829", + "issue:46832", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43697|issue:46829", + "issue:45357|issue:45920", + "issue:28282|issue:32090", + "issue:44913|issue:46121", + "issue:46463|issue:46899", + "issue:44737|issue:45588", + "issue:43697|issue:45216", + "issue:43526|issue:45479", + "issue:43720|issue:44898", + "issue:43643|issue:45375", + "issue:44466|issue:45005", + "issue:45200|issue:46463", + "issue:44493|issue:46050", + "issue:44361|issue:44442", + "issue:43761|issue:46829", + "issue:43688|issue:43749", + "issue:41762|issue:44936", + "issue:43653|issue:44361", + "issue:43452|issue:44843", + "issue:38175|issue:43295", + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:45372|issue:46170", + "issue:43525|issue:46701", + "issue:46832|issue:46932", + "issue:43295|issue:45356", + "issue:29159|issue:33357" + ], + "prepared_review_unit_hash": "ff0c1d1668a604dd63bae19a2599ad18a45e2ecd557b822c176e72cefa10ee03", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36491, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are still clearly separate. The only borderline pair, #44466 and #45005, shares v5/tied-weights/save_pretrained themes, but the packet only provides titles and a weak similarity signal, so it should be treated as related rather than confirmed duplicate.", + "confidence": 0.76, + "canonical_issue_reason": "#45005 is the broadest representative of the tied-weights/save_pretrained regression theme, but the available evidence is not strong enough to collapse it with #44466 as a duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "#45005 is the strongest global issue candidate because it describes the broader tied-weights problem across translation models; #44466 looks like a narrower, device-dependent symptom of that area, but not conclusively the same bug from this packet alone.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different model families and different output bugs; only a broad hidden-states/output-shape resemblance." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both involve regressions, but one is about visual encoder key serialization and the other about incorrect token IDs; not the same code path." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated failures: missing PyTorch import vs. Trainer GPU broadcast TypeError." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch config/rope-related logic, but the bugs are different: reload reset vs. JSON-list type error." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "Different areas and symptoms: T5 decoder-input validation message vs. Gemma4 quantized multimodal dtype casting." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU tensor creation bug is unrelated to flash_attention handling of sink-less models." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different models and regressions; RT-DETR output mismatch is not the same as Qwen3.5 save_pretrained corruption." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Image-processor label reduction and degenerate classification loss are distinct bugs." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Packed-weight loading in BitNet is unrelated to Perceiver positional interpolation failure." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention missing config fields, but one is generic AutoConfig/trust_remote_code behavior and the other is a specific Qwen vision config field being dropped." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "They look related at a high level (v5, tied weights, save_pretrained), but the packet only shows titles and soft similarity; that is not enough to confirm the same underlying bug." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 token-type defaulting is unrelated to the T5 decoder-input validation issue." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Distinct serialization problems with different triggers and symptoms." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures affecting different components; no evidence of one shared bug." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both concern output fields, but the model implementations and failure modes differ." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM-efficient loading are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure is unrelated to trainer.evaluate() breaking after trainer.train()." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer bugs with different failure modes." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve loading, but one is gguf_file support and the other is an offline-mode model_info() call." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different regressions: unexpected zero probabilities vs. processor/tokenizer image handling breakage." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent decoding mismatch is unrelated to Whisper batch_decode behavior." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 nonsensical results and Perceiver non-default resolution failure are different issues." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import failure is unrelated to the Windows ROCm torch.distributed dependency problem." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config pad_token_id error and DiffusionGemma pipeline failure are different bugs." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level mismatch and Gemma4 quantized embedder dtype casting are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor/tokenizer regression and Kimi tokenizer codec/warning regression are distinct." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow-vs-fast tokenizer inconsistency is unrelated to the MacOS CLIP bus error." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The conclusion is a bit too strong for the packet evidence. #44466 and #45005 do look related at a high level (both mention v5, tied weights, and serialization/save_pretrained behavior), but the packet only gives titles and a low soft-similarity signal, so saying they are the same bug is not well grounded. A more conservative verdict would be that they may be related, not confirmed duplicates. The rest of the pairwise rejections are conservative enough." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 25, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:41720", + "issue:42898", + "issue:43452", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43611", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43927", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44554", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45440", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46002", + "issue:46050", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46821", + "issue:46846" + ], + "soft_pairs": [ + "issue:43531|issue:43742", + "issue:43653|issue:44568", + "issue:45542|issue:46178", + "issue:43646|issue:43749", + "issue:42898|issue:46491", + "issue:43688|issue:45704", + "issue:43756|issue:46402", + "issue:44843|issue:44991", + "issue:43452|issue:43577", + "issue:44464|issue:44743", + "issue:43653|issue:43927", + "issue:43688|issue:45701", + "issue:44479|issue:44625", + "issue:45491|issue:46002", + "issue:44484|issue:44704", + "issue:44821|issue:46821", + "issue:43688|issue:45440", + "issue:33666|issue:36010", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:44977|issue:46693", + "issue:44734|issue:46612", + "issue:44464|issue:44977", + "issue:43504|issue:43550", + "issue:41720|issue:44464", + "issue:43504|issue:43720", + "issue:43611|issue:46846", + "issue:43577|issue:44554" + ], + "prepared_review_unit_hash": "c71943d45a2520aa7a786cf50e9e29c5d489e44ddd9ab4c90196e3269a357521", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35591, + "estimated_input_tokens": 8898, + "estimated_eval_tokens": 18052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous and mostly contains distinct bug reports around loading, tokenization, generation, and model-specific regressions. None of the soft pairs look like true duplicates; they are at best adjacent symptoms in the same broad areas.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43646 is the broadest umbrella in the set: a v5 custom model initialization regression that can plausibly subsume several nearby load/init failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best representative issue for this cluster because it is the most general, high-level loading/initialization regression among otherwise distinct reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different bugs: Qwen3-MoE sliding-window/cache behavior vs MobileLLM-125M load-time key error." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizer special tokens, but they affect different models and different token classes (mask vs BOS/EOS)." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend-related, but one is a tensorboard-only TF backend error and the other is a missing BACKENDS_MAPPING entry for tensorflow_text." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Related to loading/init broadly, but FSDP CPU RAM efficient loading is a separate code path from custom model initialization." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer regressions, but one is cleanup_spaces behavior and the other is CodeLlama leading-space round-trip loss." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Unrelated problems: auxiliary-loss normalization vs an Apex RMSNorm memory leak." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading failures: Smollm3 RoPE layer loss vs Sam3 text encoder weights not loading." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is an offline model_info call and the other is a specific tokenizer load failure in v5." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Both happen during from_pretrained, but gguf_file handling and Blip2 dtype propagation are distinct bugs." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both touch cache/generation, but one is compiled chunked generation inconsistency and the other is recurrent state reset in modular_qwen3_5." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "One is special-token registration, the other is config persistence of custom token IDs after save/load." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Different domains: auxiliary-loss normalization vs version-dependent tokenization changes." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Different Qwen3.5 bugs: video-input regression vs num_labels not propagating to text config." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is a Gemma3 mixed-length sliding-window issue and the other is classification-head init/checkout NaNs." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Unrelated: a save_pretrained shard-size question vs AutoProcessor kwargs not reaching cached_file." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "Different APIs and failure modes: AutoImageProcessor URL loading vs TimesFM window_size AttributeError." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Distinct issues: MoE auxiliary-loss normalization vs DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training setup is unrelated to the GenerationMixin import failure." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast TypeError is not the same bug as Qwen2-VL multi-GPU training support." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both are serialization/load bugs, but tied-weight serialization and sinq quantized model restoration are separate problems." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Shared FA2/generation context, but one is a correctness bug in Qwen3.5 and the other is a performance regression after 5.2.0." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both involve cache handling, but serve KV-continuation indexing and beam-search cache reorder are different code paths." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Different failures: compiled chunked generation inconsistency vs flash-attention behavior in Qwen3.5." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Separate bugs: legacy-field loading failure vs torch.compile + SDPA failure." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device-mapping cuda assert is unrelated to compiled chunked generation output inconsistency." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different load-time failures: legacy preset field vs packed-weights unpacking during accelerate loading." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Both are model-loading/config issues, but base_model_prefix breakage and missing tp_plan entries are not the same underlying bug." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Distinct correctness problems: Blip2 dtype propagation vs MPS attention value/query head-dim mismatch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 26, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:42796", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43688", + "issue:43701", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45584", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46693", + "issue:46710" + ], + "soft_pairs": [ + "issue:43643|issue:44561", + "issue:43782|issue:46693", + "issue:43720|issue:43927", + "issue:43278|issue:43688", + "issue:33666|issue:36331", + "issue:43606|issue:43927", + "issue:43504|issue:44610", + "issue:43262|issue:43295", + "issue:43720|issue:44361", + "issue:43493|issue:43825", + "issue:44964|issue:45405", + "issue:44514|issue:45290", + "issue:44554|issue:46365", + "issue:44977|issue:46209", + "issue:44625|issue:45584", + "issue:43525|issue:43572", + "issue:43452|issue:44451", + "issue:28218|issue:33357", + "issue:45823|issue:46050", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:43493|issue:43844", + "issue:39692|issue:43295", + "issue:43278|issue:43844", + "issue:44568|issue:46489", + "issue:43646|issue:44466", + "issue:46209|issue:46710", + "issue:33357|issue:33666", + "issue:44568|issue:45812", + "issue:43278|issue:43701" + ], + "prepared_review_unit_hash": "556d7f433441745e33a27b60f50df91838a6ee24b8a84a55132149a5042c9d2b", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36808, + "estimated_input_tokens": 9202, + "estimated_eval_tokens": 18660 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated bug reports, with a loose shared theme of Transformers v5 regressions across tokenizers, processors, model loading, and training. None of the soft pairs look like true duplicates of the same underlying bug/change.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43646 is the broadest umbrella report in the set: it describes a general v5.0 breakage in custom model initialization, which best fits a mixed cluster of v5 regression reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most representative issue to anchor this cluster because it is broad, regression-oriented, and closer to the common theme than the model-specific or edge-case reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code/v5 breakage, but one is missing fields from AutoConfig and the other is a removed helper breaking model code; different root causes and fixes." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only loading failure is unrelated to the FA2 long-context performance regression." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading in BitNet and lost custom token IDs in DiaConfig are different code paths and failure modes." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "One is a dtype change between train/eval, the other is auxiliary-loss normalization; no shared bug." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training support is unrelated to a custom compute_loss signature mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch and config token-ID loss are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Legacy preset loading for BEiT and OmDet-Turbo image-size mismatch are different model/processor issues." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Different processor regressions: default sampling rate vs. processor.tokenizer/image-passing breakage." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task errors do not share the same underlying defect." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "A SigLIP2 implementation discrepancy is not the same as a pipeline error message about translation tasks." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat-template crashes, but the triggers differ: batched padding=False versus assistant tool-call messages with no content." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness and importing Trainer conflicting with datasets are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation issues and FP8 inference on B200 are different hardware/model problems." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "num_labels propagation and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config fields, but they concern different models and different token ID attributes." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loader breakage and inability to load a specific model are too broad and not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to a MacOS bus error on a CLIP model." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "A device-map forward mismatch and sinq save/load breakage are different failure modes." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 output quality and return_tensors being ignored are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are different problems." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch and ZeRO-3 gradient blow-up are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example errors and processor/tokenizer regression are not the same underlying issue." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift and ZeRO-3 gradient growth are different bugs." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS with add_special_tokens and the other is DeepSeek-Coder v1 token-ID corruption." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and inconsistent lm_head.weight serialization are separate v5 regressions." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference on B200 and DeepSeek-R1 accuracy regression are different issues." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A CLIP MacOS bus error is unrelated to Qwen2-VL multi-GPU training support." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenization semantics." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "dtype changes in evaluation and resume_from_checkpoint key mismatches are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 27, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:43257", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44493", + "issue:44589", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44869", + "issue:44964", + "issue:45072", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46209", + "issue:46285", + "issue:46399", + "issue:46424", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46832", + "issue:46846" + ], + "soft_pairs": [ + "issue:44488|issue:44843", + "issue:44849|issue:46209", + "issue:44792|issue:45405", + "issue:43927|issue:44361", + "issue:43575|issue:45405", + "issue:43504|issue:43606", + "issue:43824|issue:44589", + "issue:44849|issue:45357", + "issue:43257|issue:43299", + "issue:45245|issue:46710", + "issue:46821|issue:46832", + "issue:44493|issue:46285", + "issue:46399|issue:46846", + "issue:43334|issue:45759", + "issue:43606|issue:44112", + "issue:43334|issue:43572", + "issue:43504|issue:43653", + "issue:44589|issue:45520", + "issue:43572|issue:44291", + "issue:45072|issue:46832", + "issue:44464|issue:46424", + "issue:43937|issue:46701", + "issue:43844|issue:44964", + "issue:43873|issue:46050", + "issue:43994|issue:44493", + "issue:45200|issue:45229", + "issue:44869|issue:46752", + "issue:45229|issue:45823", + "issue:45588|issue:46050" + ], + "prepared_review_unit_hash": "dac33fb18513dd65900fa21254590d4ba128a089221277bfea92674cdf8432ae", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35956, + "estimated_input_tokens": 8989, + "estimated_eval_tokens": 18234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy mix of model-loading, config, offload, and regression reports across different models and failure modes. The Qwen-related items are superficially similar but usually hit different code paths, so none of the soft pairs look like true duplicates.", + "confidence": 0.61, + "canonical_issue_reason": "44849 is a clear, user-facing regression with a specific model family and failure mode, making it a strong representative issue for triage compared with the more tangential or broader reports in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "44849 is the best overall anchor: it is concrete, reproducible, and narrowly scoped, which makes it more suitable as the representative issue than the broader or less directly actionable reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both involve tokenizer/model loading, but one is a specific model load failure and the other is an offline-mode bug in mistral regex patching; different root causes and code paths." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Different problems: Qwen3.5 hidden-states behavior versus FP8 inference on B200. Same broad family, not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus test failure and PEFT version pinning are unrelated; one is a model-specific CI failure, the other is a dependency version issue." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig loses custom token IDs after save/load, while MLukeTokenizer raises an AttributeError on tasks; these are distinct tokenizer/config bugs." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2 tensor-parallel OOM is unrelated to the PEFT minimum-version bump." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field handling in BEiT semantic segmentation is a config-load issue, while bark-small CPU offload has a device mismatch during inference." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing Qwen2.5-VL and missing Float8 storage are unrelated failures in different subsystems." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is about output_hidden_states behavior and the other about save_pretrained writing incorrect visual encoder keys; different failure paths." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen MoE loading, but one is accelerate+deepspeed conversion and the other is Qwen3VL loading in dev; not the same concrete bug." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count RuntimeError and an accuracy regression after upgrade are not the same issue." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size AttributeError and RT-DETR feature-level TypeError are different model-specific bugs." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys and CLIP text-model structure changes are separate API regressions." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3.5 kernel registration failure and Qwen3.5 TP-plan OOM/shape errors are different code-path problems." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-VL pad_token_id AttributeError and missing text_config unwrapping in AutoModelForCausalLM are related to Qwen multimodal configs but not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is not the same as a stale GraniteSpeech device-override test." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-VL config attribute error and StableLm pad_token_idx regression are unrelated config issues." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are distinct bugs." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Missing Float8 storage support and flash_attn import KeyError are different environment/runtime failures." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLm missing pad_token_idx after 5.0 and init_empty_weights unexpected _is_hf_initialized argument are separate compatibility issues." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "dtype mismatches in bfloat16 inference and RT-DETR forward shape/type errors are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to cache length behavior in quantized cache." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GenerationConfig invalid for GLM-5 and DiffusionGemma pipeline failure are different model-family issues." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed gradient growth and Phi-4 multimodal loading failure are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization offloading behavior and sinq save/load corruption are different bugs, even though both touch quantization." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsense outputs via AutoModel/pipeline and unexpected position-id keys are distinct regressions." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma 4 text-only token-type defaults and Gemma4 multi-GPU CUDA OOM are not the same underlying problem." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper trailing replacement-character crash and empty-list chat template IndexError are different input-validation bugs." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 multi-GPU OOM and PLE device mismatch under device_map=auto are separate inference issues." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "flash_attention sinkless-model crash and sinq save/load breakage are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 28, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29870", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43295", + "issue:43404", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46821" + ], + "soft_pairs": [ + "issue:29942|issue:30333", + "issue:42490|issue:43696", + "issue:29159|issue:32090", + "issue:28218|issue:34567", + "issue:44977|issue:46701", + "issue:45084|issue:45520", + "issue:43065|issue:46369", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:44423|issue:44734", + "issue:41720|issue:46710", + "issue:43493|issue:43701", + "issue:45406|issue:46121", + "issue:43404|issue:46710", + "issue:45072|issue:45198", + "issue:43295|issue:43450", + "issue:45588|issue:45759", + "issue:37428|issue:43957", + "issue:43540|issue:45200", + "issue:43295|issue:43873", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:43572|issue:46821", + "issue:43550|issue:43844", + "issue:45200|issue:45823", + "issue:29870|issue:29942", + "issue:43450|issue:43575" + ], + "prepared_review_unit_hash": "e5e216f7bfe4f148fc17e3665c3426c74c822cfa91e74de0b063f6db79c052be", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36189, + "estimated_input_tokens": 9048, + "estimated_eval_tokens": 18352 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous; the soft edges are mostly superficial keyword matches, not duplicates. No PRs are present. The broad tokenizer inconsistency issue is the best representative issue, but there is no true canonical duplicate target for the whole cluster.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:29159 is the broadest and most general tokenizer-related report in the set, so it is the least bad representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "FlashAttention 2 test failures and MLflow reporting on failed jobs are unrelated subsystems and failure modes." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A trailing-slash import warning is not the same bug as a CUDA OOM while loading a model." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and a Trainer GPU broadcast NoneType error are different code paths." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Added-token spacing behavior and TrainerState token counting are separate tokenizer behaviors." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Flash-attention generation failure and a DiffusionGemma pipeline issue are different model/pipeline bugs." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Non-template node compilation and a Python 3.13 flash_attn import error are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3 litetext memory overflow are not the same defect." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "An MPS attention correctness issue is unrelated to a PyTorch version check bug in flex_attention imports." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp support and SigLIP2 zero probabilities are unrelated model/export problems." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing are different serve failures." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "A device-mapping cudaErrorAssert and an accuracy regression after upgrade do not describe the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume-from-checkpoint key mismatch are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-parameter list typing are different issues." + }, + { + "left": "issue:43404", + "right": "issue:46710", + "accept": false, + "reason": "Weight tying in Mistral3ForConditionalGeneration and DeepSeek accuracy regression are separate model issues." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches in CI and Wav2Vec2 save/tokenization failures are not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video shape errors involve different preprocessing paths." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink-less model crash and text_config unwrapping in multimodal configs are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Importing a flash-attention helper and meta-device model loading failures are different root causes." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe and Gemma4 text-only mm_token_type_ids defaults are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor.tokenizer regression and quantization offloading behavior are different problems." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes on NER/padding and return_tensors being ignored are distinct tokenizer bugs." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device mismatch during forward and return_tensors handling are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression and OmDet-Turbo image-size mismatch are different preprocessing issues." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and TimesFM2.5 window_size AttributeError are unrelated config bugs." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile with SDPA and ZeRO-3 gradient growth are different training/runtime issues." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Defaulting mm_token_type_ids and a device_map forward mismatch are not the same defect." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "BART generate() decoder_attention_mask assignment and FlashAttention 2 CI failures are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape handling and tensor-parallel OOM on Qwen2-57B are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 29, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43572", + "issue:43653", + "issue:43824", + "issue:43856", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44737", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44987", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:45520|issue:46178", + "issue:43572|issue:44987", + "issue:44554|issue:45356", + "issue:42490|issue:43493", + "issue:37428|issue:43824", + "issue:39692|issue:46192", + "issue:43232|issue:44849", + "issue:44466|issue:45127", + "issue:43295|issue:43493", + "issue:44521|issue:45290", + "issue:45381|issue:46209", + "issue:43653|issue:44112", + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:44737|issue:46894", + "issue:42915|issue:43824", + "issue:43824|issue:43975", + "issue:43950|issue:46285", + "issue:43452|issue:46512", + "issue:43262|issue:43450", + "issue:44442|issue:45198", + "issue:43334|issue:43525", + "issue:45200|issue:46899", + "issue:45200|issue:46932", + "issue:44792|issue:45563", + "issue:44898|issue:45412" + ], + "prepared_review_unit_hash": "573ae506037934bacbedb37344ab15be52431b2bb60040785228b747b8bbec7e", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35931, + "estimated_input_tokens": 8983, + "estimated_eval_tokens": 18222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues across tokenization, model loading, quantization, generation, and multimodal processors. The only strong duplicate-looking pair is the Gemma4 quantized multimodal embedder dtype-casting bug (46899/46932).", + "confidence": 0.93, + "canonical_issue_reason": "issue:46899 is the clearest and broadest statement of the underlying bug: 4-bit quantization breaks audio/vision processing due to an unsafe dtype cast in multimodal embedders.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46899 best captures the root cause and user impact; it is specific enough to triage but broad enough to subsume the narrower follow-up wording in 46932.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Different import/backend failures: flash_attn on Python 3.13 vs missing tensorflow_text in BACKENDS_MAPPING." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Unrelated model-loading regressions affecting different models and code paths." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Different subsystems: MPS attention correctness vs Kimi-K2.5 tokenizer regression." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Both mention model behavior, but one is a local-path import warning and the other is a SigLIP2 implementation discrepancy." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but they concern different symbols and different model families." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Docs/example problems vs a tokenizer API argument-handling regression are not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Different generation/model bugs with no shared concrete code path." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both touch weights, but one is a serialization inconsistency and the other is LoRA merge collapse after vocab extension." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Different failures: custom processor/tokenizer regression vs SigLIP2 implementation mismatch." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is wrong assistant mask generation and the other is a crash on tool-call assistant messages." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Unrelated: Qwen2.5-VL video position IDs vs FP8 inference failure on B200." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Different areas entirely: tokenizer special-token registration vs a GraniteSpeech CI test issue." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype regression vs MoE training memory usage are not the same underlying bug." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "CPU device placement bug in XLNet positional encoding is unrelated to CohereASR loss shifting." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-VL import failure are separate issues." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Different bugs: model export/import symbol missing vs tokenizer detokenization regression." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained is not the same as CLIP text model structure changes." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "Different regressions: GGUF loading breaks vs config.dtype not being updated after from_config." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and batched video output shape are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/load-save failures for different speech models." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing pad_token_id, but they affect different model configs and likely separate fixes." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma4 multimodal-related, but one is mm_token_type_ids defaulting and the other is quantized embedder dtype casting." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Different underlying bug: text-only fine-tuning token-type defaults vs quantized vision/audio embedder casting." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A Janus image-generation test failure and a stale paged-generate warning are not duplicates." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release are unrelated." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Both describe the same Gemma4 quantized multimodal embedder dtype-casting bug affecting vision/audio processing." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 30, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:44479|issue:46192", + "issue:43819|issue:44112", + "issue:45200|issue:45325", + "issue:41720|issue:46209", + "issue:43335|issue:43550", + "issue:43827|issue:43901", + "issue:44561|issue:46234", + "issue:43819|issue:45083", + "issue:43388|issue:43526", + "issue:44610|issue:44857", + "issue:44857|issue:45593", + "issue:45759|issue:46285", + "issue:43606|issue:45083", + "issue:46512|issue:46821", + "issue:46424|issue:46858", + "issue:44206|issue:45584", + "issue:38175|issue:45412", + "issue:43335|issue:43653", + "issue:29942|issue:32090", + "issue:28282|issue:33357", + "issue:43550|issue:44112", + "issue:37428|issue:43425", + "issue:43611|issue:44466", + "issue:43335|issue:43504", + "issue:44448|issue:44743", + "issue:45520|issue:46170", + "issue:44855|issue:45083", + "issue:43278|issue:43825", + "issue:43335|issue:45083", + "issue:43335|issue:45593", + "issue:43335|issue:44112" + ], + "prepared_review_unit_hash": "2ebe1382a928e5f2c31bdf76782b380bd599ddf7a24188347fbd57a718d46ac3", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37417, + "estimated_input_tokens": 9355, + "estimated_eval_tokens": 18966 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Highly heterogeneous cluster with no convincing duplicate core; all soft-pair candidates look like false positives across distinct bugs, models, and compatibility issues.", + "confidence": 0.96, + "canonical_issue_reason": "No strong canonical issue: the items span unrelated failures in different subsystems, so any single representative would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue stands out as a reliable duplicate anchor for the cluster; the closest matches are still clearly separate problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "Different bugs: video-input regression vs text_kwargs/return_tensors handling." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different code paths: DAC latent mismatch vs GraniteSpeech CI device-override test." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different models and failures: Gemma 4 token IDs vs Qwen2.5-VL rope indexing." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different issues: Qwen3 auto device mapping crash vs FP8 inference on B200." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different subsystems: SwitchTransformers config bug vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both docs-related, but they cover different API changes and different pages." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Different missing symbols/helpers with different root causes." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different model logic: DAC latent reconstruction vs qwen3_omni_moe length calculation." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both label-related, but one is metric gathering and the other is image processor label reduction." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different failures: input sizing bug vs mixed-precision loss crash." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different model/loss behavior; no shared underlying bug." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different composite-model structure issues affecting different classes." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different problems: CPU offload device mismatch vs feature-length computation." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Different config/attribute bugs with unrelated symptoms." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both cache-related, but distinct bugs in different cache pathways." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different audio pipeline regressions with different triggers." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated: zero probabilities vs memory not being released." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different components: model config creation vs tokenizer special-token registration." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Different failures: Flash Attention test regression vs trainer broadcast TypeError." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Different environment errors: missing PyTorch vs MacOS bus error in CLIP model." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different issues: Bamba compile/SDPA vs GraniteSpeech CI test flakiness." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Related to Torch compatibility, but not the same concrete breakage." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Different v5 regressions: base_model_prefix loading vs lm_head serialization." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different bugs in different model classes." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different model behaviors: Pegasus output drift vs Qwen recurrent-state reset." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different dependency/import problems on different platforms." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Different failures: Python parsing/JIT issue vs qwen3_omni_moe length logic." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different issues: dtype mismatch during eval vs misleading pipeline error message." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different model/config bugs with no shared code-path." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different model-specific regressions." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different subsystems; no shared underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 31, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:29127", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44617", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45823", + "issue:45859", + "issue:46234", + "issue:46326", + "issue:46431", + "issue:46566", + "issue:46697" + ], + "soft_pairs": [ + "issue:29127|issue:32090", + "issue:44514|issue:44521", + "issue:43720|issue:44112", + "issue:45290|issue:46326", + "issue:45588|issue:45859", + "issue:37428|issue:44351", + "issue:42490|issue:43854", + "issue:34689|issue:35141", + "issue:45127|issue:45245", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:46431|issue:46566", + "issue:44448|issue:44779", + "issue:45310|issue:45478", + "issue:43606|issue:44857", + "issue:26413|issue:31501", + "issue:28218|issue:32090", + "issue:45459|issue:46234", + "issue:39692|issue:44493", + "issue:43701|issue:45083", + "issue:44617|issue:46697", + "issue:44206|issue:45823", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:44857|issue:45072", + "issue:43550|issue:45083", + "issue:44360|issue:44561", + "issue:29942|issue:35141" + ], + "prepared_review_unit_hash": "a9e3f60de2fd86bc36bdc6d3de1c6f0d5ffb4af23b31d3bb09e9b673beb31faa", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36087, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated similarity hits; the only clear duplicate is the Qwen3.5 MoE `from_pretrained` regression between issue:45310 and issue:45478.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45310 is the earlier duplicate with the same Qwen3.5 MoE `from_pretrained` error title and regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest issue representative because it is the earlier report of the same Qwen3.5 MoE `from_pretrained` failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different bugs: LayoutLMv3 box-validation messaging vs Trainer `_gpu_broadcast_one` on `NoneType`." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve chat templates, but one is a batching/padding crash and the other is incorrect multimodal assistant masks." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different CI failures in different model paths; no shared concrete bug." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both are chat-template related, but one is tool-call handling and the other is `continue_final_message` on mistral_common tokenizers." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Related flash-attention/offload area, but they hit different code paths and symptoms." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Separate import failures for different missing symbols/modules." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "One is a local-path import warning; the other is a model-loading regression for a specific GLM model." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Different model-loading/weight-initialization bugs with different triggers." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA vocabulary merge collapse is unrelated to the categories-exceed-limit runtime error." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "One is DAC latent/STE mismatch; the other is a position-id key warning across models." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs problems are unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Different issues: missing chat template vs weights stuck on meta with `device_map=\"auto\"`." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions in different tokenizer/model outputs; not the same bug." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE `from_pretrained` error, same underlying regression." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different device-mismatch vs AMP/CUDA loss crash scenarios." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint-resume epoch iterator failure is unrelated to FineWeb training startup issues." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer-added-space bug is unrelated to the Trainer `_gpu_broadcast_one` error." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error masking is unrelated to a missing import utility helper." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation/example errors are unrelated to generic position-id warning reports." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "Sam3Video OOM and Swin2SR over-padding are different resource/shape issues." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "LaserFeatureExtractor center-arg regression is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast of `NoneType` is unrelated to MacOS bus errors in CLIP loading." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Path-trailing-slash warning is unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "AMP CUDA loss crash and bfloat16 dtype mismatches are different failures." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile SDPA failure is unrelated to the qwen3_omni_moe helper function bug." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA ReLU discussion is unrelated to removal of `is_torch_fx_available` breaking remote-code models." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resizing tokens." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster call is mostly conservative, and the single accepted duplicate pair is plausible. However, the canonical-issue rationale overstates the packet: `issue:45310` is clearly earlier, but the packet does not support calling it the \u201cfuller\u201d report or saying it has \u201cricher discussion context\u201d (its body is only slightly longer, while `issue:45478` has more discussion activity). Please tone that down to an evidence-grounded statement like \u201cearlier duplicate with the same title.\u201d" + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 32, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:27957", + "issue:29127", + "issue:29870", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46858" + ], + "soft_pairs": [ + "issue:27957|issue:34689", + "issue:38175|issue:44493", + "issue:43278|issue:43329", + "issue:29870|issue:32090", + "issue:45920|issue:46192", + "issue:44448|issue:44977", + "issue:45290|issue:45381", + "issue:10000|issue:15354", + "issue:44855|issue:46399", + "issue:43927|issue:45698", + "issue:44977|issue:45229", + "issue:40444|issue:43526", + "issue:43278|issue:43381", + "issue:29870|issue:33290", + "issue:45290|issue:46655", + "issue:44857|issue:45588", + "issue:37428|issue:42175", + "issue:32090|issue:33290", + "issue:46421|issue:46858", + "issue:44561|issue:44779", + "issue:43873|issue:45229", + "issue:42490|issue:43873", + "issue:44448|issue:44466", + "issue:43976|issue:45440", + "issue:25251|issue:32090", + "issue:44568|issue:45491", + "issue:44871|issue:44977", + "issue:29127|issue:34567", + "issue:45588|issue:45823", + "issue:33357|issue:39692" + ], + "prepared_review_unit_hash": "ebb759ba4cd92030116528bcaefde5546a01474e36c0a9d84da56d16dc0c772a", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37129, + "estimated_input_tokens": 9283, + "estimated_eval_tokens": 18822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; the items are a grab-bag of unrelated bugs/regressions across tokenization, generation, cache handling, multimodal processing, training, and loading. The soft pairs share only broad wording, not the same underlying code-path failure.", + "confidence": 0.98, + "canonical_issue_reason": "None of the issues cleanly represents a shared underlying defect; the cluster is heterogeneous and the pairwise similarities are superficial.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "No issue is suitable as a canonical representative because the items span many independent bug classes and subsystems.", + "best_pr_reason": "No PRs are present, so there is no canonical PR candidate.", + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Different problems: FlashAttention/model-loading regression for XLM-R vs a ViT export/loading issue." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero probabilities is unrelated to position-id key warnings during model loading." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Training/eval dtype drift is unrelated to the multimodal token-counting video-branch undefined-variable bug." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug is unrelated to the Trainer _gpu_broadcast_one NoneType failure." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Both involve tokenizers, but one is wrong token IDs while the other silently ignores return_tensors; different defects." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output mismatch and Qwen flash-attention generation failure are unrelated code paths." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash is unrelated to Qwen2.5-VL video vision_position_ids logic." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBert issue and GeneratorExp/TorchScript export issue are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Different causes: DebertaV2 Python 3.13 import/parsing problem vs Qwen3.5 rotary-pos-emb registration error." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Config token-ID loss after save/load is not the same as loading the wrong custom module from from_pretrained()." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation failure and multi-GPU CUDA OOM are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable-dataset multi-image finetuning and BeitImageProcessorFast label reduction are different bugs." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval-mode dtype change and gradient-checkpointing-in-eval are separate behaviors with different failure modes." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Generate-time unbound variable bug is unrelated to Adafactor+DeepSpeed OOM." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat template tool-call crash is unrelated to SmolVLM video padding calculation." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP float16 loss crash and flash_attention s_aux=None crash are different runtime paths." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Flash-attention import symbol removal and missing TensorFlow in torch install extra are unrelated packaging issues." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType and Adafactor/deepspeed OOM are different training failures." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache/prefill, but lazy cache init recompilation and device-tensor seq_length arithmetic are distinct bugs." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "trust_remote_code breakage from removing is_torch_fx_available is unrelated to DeepSeek tokenizer regression." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are not the same defect." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Import warning for trailing-slash local paths is unrelated to quantization offloading." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is generation output drift and the other is lm_head serialization; different code paths." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility break and DeepSeekV3 implementation divergence are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k output shape change is unrelated to Trainer GPU broadcast NoneType." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer BOS/EOS behavior and Gemma3 NaN embeddings from sliding-window attention are different bugs." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id mismatch is unrelated to Qwen flash-attention generation failure." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 box-validation error messaging and Trainer num_input_tokens_seen not updating are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention sinkless-model crash and Gemma4 PLE device mismatch are different code-path failures." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "CLIP MacOS bus error and SigLIP2 documentation example errors are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 33, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45803", + "issue:46121", + "issue:46693" + ], + "soft_pairs": [ + "issue:43381|issue:43701", + "issue:41720|issue:45229", + "issue:43278|issue:43575", + "issue:44977|issue:45563", + "issue:45198|issue:45803", + "issue:44186|issue:45198", + "issue:44361|issue:45198", + "issue:43611|issue:46121", + "issue:43653|issue:44743", + "issue:29870|issue:34689", + "issue:43756|issue:45440", + "issue:45372|issue:45588", + "issue:42915|issue:42994", + "issue:29942|issue:30064", + "issue:44206|issue:44479", + "issue:43653|issue:44442", + "issue:44265|issue:45198", + "issue:45459|issue:45712", + "issue:45491|issue:46693", + "issue:43065|issue:43994", + "issue:43412|issue:45588", + "issue:45372|issue:45406", + "issue:29127|issue:33357", + "issue:43065|issue:45412", + "issue:45245|issue:45563", + "issue:43575|issue:43701", + "issue:45440|issue:45593", + "issue:42490|issue:43381", + "issue:29127|issue:35141", + "issue:45372|issue:45459", + "issue:43066|issue:44462", + "issue:43421|issue:45491" + ], + "prepared_review_unit_hash": "f110dc5389e1e3a8eeb40fabbb96281f83877a56443c4422c6f2d6381343e9bc", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37354, + "estimated_input_tokens": 9339, + "estimated_eval_tokens": 18934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug/change; the overlaps are mostly broad subsystem or model-family similarity rather than a shared code-path failure. I would keep the issues separate.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45491 is the most concrete, reproducible bug report in the set: it names the model, the GPU/attention conditions, and the observed NaN embedding failure clearly.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45491 is the strongest standalone issue to anchor triage because it has a precise symptom, environment trigger, and likely actionable reproduction path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Different bugs: eval-mode gradient checkpointing limitation vs checkpoint resume key mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Different failure modes and models: cuda assert on Qwen3 auto device mapping vs CUDA OOM on Gemma4 multi-GPU inference." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Unrelated issues: dtype drift during evaluate vs tensor-parallel load OOM." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Both touch generation, but one is a flash-attention correctness regression and the other is only a stale warning about num_return_sequences." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer/save failures in Wav2Vec2 are not the same bug as Fuyu's broad bare-except error swallowing." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model paths: LayoutLMv2 NER padding crash vs Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different model-specific tokenizer bug versus Wav2Vec2 serialization/tokenization failure." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Distinct code paths: base_model_prefix loading regression vs rope-validation list handling TypeError." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to Qwen3.5 recurrent-state reset in cache handling." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "Bart generate() unbound local error and Llama 3.2 Vision model loading breakage are different problems." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both concern model implementation fidelity, but they target different architectures and different defects." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import dependency breakage is unrelated to flash_attention.py crashing on sink-less models." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Different quantization topics: FP8 config failure versus quantized model saving failure." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated bugs." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor center-arg regression and video-input regression affect different components and code paths." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer decode/special-token issue is unrelated to AutoTokenizer loading FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export with torch_compilable_check is a different failure mode than Wav2Vec2 tokenization/save_pretrained errors." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Hidden tokenizer errors from protobuf handling are unrelated to leftover dummy class cleanup." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Same general attention area, but one is NaN correctness failure while the other is a performance regression; not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "A dummy Conv2d placeholder in Sam3PixelDecoder is unrelated to SigLIP2 nonsensical outputs." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "ExecuTorch export/training-guard issues are unrelated to sink-less flash-attention crash." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4, but one is a dependency import error during processor loading and the other is a missing _tokenizer attribute in serve." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-validation messaging and a MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer cleanup is unrelated to RT-DETR memory not being released." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime limit and paged-generate warning are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are different problems." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss behavior do not share a code path." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning and eval-mode gradient checkpointing limitation are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 box error messaging and embedding reinitialization after resize are different issues." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import failure and protobuf-related tokenizer error masking are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are both tokenizer-loading topics but not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor update feature request is unrelated to Gemma3 NaN embeddings on GPU." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 34, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44898", + "issue:44977", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45381", + "issue:45406", + "issue:45412", + "issue:45584", + "issue:45588", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46701", + "issue:46821" + ], + "soft_pairs": [ + "issue:45406|issue:46701", + "issue:43994|issue:45412", + "issue:45412|issue:46369", + "issue:43575|issue:44387", + "issue:44442|issue:45072", + "issue:44464|issue:45584", + "issue:43526|issue:45834", + "issue:42915|issue:43931", + "issue:43526|issue:46693", + "issue:43824|issue:44279", + "issue:27957|issue:29127", + "issue:43994|issue:46369", + "issue:27957|issue:33290", + "issue:43526|issue:44186", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:46121|issue:46399", + "issue:43334|issue:43531", + "issue:45250|issue:46640", + "issue:45588|issue:46821", + "issue:43381|issue:43873", + "issue:43646|issue:44077", + "issue:43761|issue:45859", + "issue:44514|issue:45381", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:43262|issue:44206", + "issue:42490|issue:44743" + ], + "prepared_review_unit_hash": "7120b7a15a3e5631fa2582d541ab7316b1c66887dc1689296fa52877dbbc0bcf", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36207, + "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 a loose mix of mostly unrelated Transformers bug reports. The only recurring theme is broad similarity around Flash Attention, Qwen, memory, and model-loading regressions, but the soft pairs do not describe the same concrete underlying bug or change.", + "confidence": 0.89, + "canonical_issue_reason": "issue:46640 is the closest umbrella FA2 report in the set, but the cluster is too heterogeneous to have a strong true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 is the most concrete and actionable report in the loose FA2 subgroup, with a specific regression description and version boundary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Different models and code paths: Gemma4 processor/serve crash vs DiffusionGemma generation pipeline failure." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "One is a model-quality/output issue, the other is an RT-DETR memory leak; not the same bug." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but they affect different models and failure modes (GC leak vs model call OOM)." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are OOMs, but one is TP load OOM for Qwen2.5-57B and the other is an int4 quantization reserved-memory regression." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer load failure vs dtype mismatch in inference; unrelated underlying problems." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation inconsistency and Whisper empty-transcription handling are different code paths." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Label reduction bug in BeitImageProcessorFast vs Kosmos2.5 OCR index error; different components." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different models/configs: Qwen3Moe FineGrainedFP8Config failure vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Label aggregation bug is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific import error for a Qwen class vs a generic dependency complaint; no shared concrete bug." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash-attention support for XLM-Roberta and a LayoutLMv3 error-message issue are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Output-quality issue vs memory overflow issue; not the same defect." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "FA2 support for XLM-Roberta and Adafactor+Deepspeed OOM are different problems." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Beit label reduction bug and LayoutLMv2 tokenizer crash are separate failures." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer OOM in deepspeed vs model-loading regression for Llama 3.2 Vision; unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM with Adafactor has nothing to do with embedding reinitialization in post_init." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Both touch RoPE-related code, but they fail in different places for different reasons." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id attribute error and Qwen3-MoE sliding_window behavior are different bugs." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are FA2-themed, but one is only a vague topic stub and the other is a specific issue; no shared concrete code-path bug." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Flash-attention crash on sink-less models vs TimesFM window_size AttributeError; unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction and quantization offloading behavior are different issues." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization breakage in v5 is broader than the patchtsmixer post_init constraint; not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden-states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one crashes on batched chat-template padding=False and the other has wrong vision_position_ids; distinct defects." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue and category-count runtime error are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens are different subsystems." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure is unrelated to Perceiver interpolation behavior." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate default and LasrFeatureExtractor center-arg crash are separate audio-processing bugs." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning and Qwen3.5 recurrent-state reset are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 35, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:42175", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43643", + "issue:43701", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45216", + "issue:45325", + "issue:45440", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46506", + "issue:46697", + "issue:46829", + "issue:46932" + ], + "soft_pairs": [ + "issue:45003|issue:45440", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:43493|issue:43827", + "issue:27957|issue:29870", + "issue:44077|issue:44479", + "issue:44062|issue:45907", + "issue:43316|issue:43525", + "issue:43873|issue:44871", + "issue:45325|issue:46697", + "issue:44855|issue:45137", + "issue:43749|issue:43931", + "issue:43643|issue:44913", + "issue:43316|issue:45759", + "issue:44190|issue:44496", + "issue:44442|issue:45803", + "issue:44987|issue:46178", + "issue:43761|issue:44079", + "issue:43761|issue:44188", + "issue:43931|issue:45216", + "issue:43232|issue:43388", + "issue:46829|issue:46932", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:42907|issue:45698", + "issue:43575|issue:43742", + "issue:43550|issue:43701" + ], + "prepared_review_unit_hash": "9797fc1c23284e89d6d6ab4ef78586da5e6623fff4ba9017ec65847448150f93", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35936, + "estimated_input_tokens": 8984, + "estimated_eval_tokens": 18224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated model-loading, config, tokenizer, generation, quantization, distributed training, and docs issues. I don\u2019t see a single underlying bug/change that unifies them, so no canonical issue or PR stands out.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue is suitable because the items span many distinct code paths and model families rather than one shared defect.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No issue is a good global canonical choice; the closest matches are still about different failures and would not safely deduplicate the cluster.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Different bugs: unsafe sys.modules access vs DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Different code paths: accelerate loading for BitNet weights vs AutoTokenizer loading for FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Both touch backend/import plumbing, but one is packaging extras and the other is a missing import_utils symbol; not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "Unrelated issues: SigLIP2 implementation mismatch vs docs still referencing removed pipeline() APIs." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Different model/runtime failures: Flash Attention 2 support for XLMRoberta vs BART generate() decoder_attention_mask error." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Different regressions in different models/subsystems; no shared underlying defect." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken construction bug vs hub list_repo_files revision forwarding bug." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both involve config APIs, but one is Gemma3TextConfig inconsistency and the other is missing pad_token_id on Llama4Config; not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Different problems: quantization/offloading behavior vs Gemma eos_token_id config mismatch." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Different preprocessing bugs in different models: Qwen2.5-VL rope indexing vs Swin2SR image padding." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Completely unrelated failures: Python 3.13 torch.jit parsing vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Different loading failures: FSDP CPU RAM efficient loading vs Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both are config persistence issues, but they concern different mechanisms and bugs; not safe to merge as duplicates." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Related theme of text_config handling, but Gemma3TextConfig API discrepancy is not the same as AutoModelForCausalLM.from_config not unwrapping composite Qwen configs." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Different loaders: local dataset script failure vs unrecognized model/config without model_type." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading bug vs Fuyu tensor conversion exception handling bug." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Different backend-related issues: a specific model load regression vs tensorflow_text missing from BACKENDS_MAPPING." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "One is CLIPVisionModel not returning hidden_states; the other is generic ModelOutput key assignment behavior." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Different areas: CLIP vision outputs vs attention kernel divergence under torch.compile." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Different failures: model shape mismatch on load vs incorrect checkpoint saved by save_pretrained." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Different training utilities: generation kwargs sync issue vs gather_for_metrics dropping tuple labels." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "Different model families and different defects: output field mixup vs quantized embedder dtype casting." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Unrelated: checkpoint resume key mismatch vs CPU/CUDA numerical divergence." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Different distributed/parallel problems: script execution failure vs tensor-parallel OOM on a specific model." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one is dequantized model saving and the other is custom-module resolution after save_pretrained; not the same bug." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Different load failures: OOM under tensor parallelism vs key error for a different model." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Completely unrelated: torch.compile SDPA failure vs checkpoint resume key mismatch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 36, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43504", + "issue:43540", + "issue:43606", + "issue:43646", + "issue:43650", + "issue:43701", + "issue:43716", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45542", + "issue:45584", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46202", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46424", + "issue:46821", + "issue:46894" + ], + "soft_pairs": [ + "issue:27957|issue:32090", + "issue:43606|issue:43701", + "issue:25251|issue:28282", + "issue:46234|issue:46291", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:44464|issue:46421", + "issue:44077|issue:44534", + "issue:43316|issue:43716", + "issue:43316|issue:46821", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:43404|issue:43441", + "issue:45632|issue:46424", + "issue:44242|issue:46894", + "issue:45803|issue:46170", + "issue:44610|issue:46369", + "issue:43650|issue:46202", + "issue:43761|issue:44479", + "issue:43540|issue:44514", + "issue:43504|issue:45698", + "issue:45542|issue:46234" + ], + "prepared_review_unit_hash": "54173e921358edc9de18b24ff1f66052bcd1bee4c19c45697af5581e460e62fc", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35648, + "estimated_input_tokens": 8912, + "estimated_eval_tokens": 18080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers bug reports that only share broad themes like loading, config, or regression handling. The soft-similarity pairs do not describe the same underlying bug/change closely enough to merge.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45698 is the strongest representative: it is an open, well-scoped bug with detailed reproduction and active discussion/inbound references around a concrete from_pretrained/save_pretrained custom-module regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best issue to keep because it is specific, current, and broadly useful as a canonical report for a real loading regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Different problems: FlashAttention 2 support for XLM-R vs a Trainer `_gpu_broadcast_one` NoneType error." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output-shape bug is unrelated to an AutoModel PyTorch ImportError." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils symbol and a pipelines/kernels dependency requirement are different failure modes." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom multimodal processor/tokenizer regression is unrelated to the pipeline translation error message bug." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length handling for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression is not the same as Gemma-3 eos_token_id configuration mismatch." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription handling are separate bugs." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is different from cache lazy-initialization recompilation." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "patchtsmixer post_init validation is unrelated to non-persistent buffer initialization in v5." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image dtype mismatch are different model-specific issues." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id list/single-value mismatch is not the same as sinq quantized save/load breakage." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Transformer 5 custom initialization breakage is broader and different from GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file handling in from_pretrained is unrelated to an unrecognized model lacking model_type in config.json." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors in Fuyu tensors conversion is unrelated to Trainer import failing because of datasets." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus image-generation test failure are distinct model/test issues." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Untied lm_head weights in Mistral3ForConditionalGeneration is different from FlashAttention failures in Ministral-3." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache path collisions for trust_remote_code are unrelated to max_cache_length behavior in quantized cache." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Missing MoE load-balancing loss and CohereASR double-shift training loss are not the same code-path problem." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Fuyu exception handling bug is unrelated to Windows/ROCm torch.distributed import dependency issues." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch is unrelated to memory overflow in sam3-litetext." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "A placeholder/empty issue is not the same as a Gemma pipeline roundtrip tokenization bug." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen VL video-input regression affect different components and paths." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video input validation and Qwen2_5_VL batched chat-template padding are separate bugs." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "BEiT legacy-field loading failure is a different pretrained-model issue from wrong custom-module loading after save/load." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend detection and a missing availability helper are unrelated import bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 37, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:29870", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43475", + "issue:43525", + "issue:43531", + "issue:43572", + "issue:43673", + "issue:43688", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45406", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:46082", + "issue:46178", + "issue:46421", + "issue:46617", + "issue:46640", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932" + ], + "soft_pairs": [ + "issue:43065|issue:44617", + "issue:43388|issue:43688", + "issue:44792|issue:44977", + "issue:44792|issue:45600", + "issue:43572|issue:46178", + "issue:45127|issue:45200", + "issue:43673|issue:44743", + "issue:43352|issue:46640", + "issue:41950|issue:43475", + "issue:44190|issue:44964", + "issue:44534|issue:44913", + "issue:43525|issue:43531", + "issue:44734|issue:45406", + "issue:35141|issue:42490", + "issue:45245|issue:46858", + "issue:45072|issue:46932", + "issue:43827|issue:43994", + "issue:44869|issue:46832", + "issue:44855|issue:45588", + "issue:46082|issue:46697", + "issue:45632|issue:46617", + "issue:43673|issue:46421", + "issue:29870|issue:35141", + "issue:43931|issue:44060", + "issue:44617|issue:45584", + "issue:44242|issue:46897" + ], + "prepared_review_unit_hash": "999b8b0ffd93a1100eda87a1d6b9641fa518d7e1416910ec51d4f2b88ed493b5", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35751, + "estimated_input_tokens": 8938, + "estimated_eval_tokens": 18132 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it contains many unrelated issues across models, cache paths, processors, configs, and docs. All soft-pair similarities are superficial, so none should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the set is heterogeneous, and none of the items is a clear representative duplicate target.", + "canonical_pr_reason": "No PRs in the cluster.", + "best_issue_reason": "No single best issue; there is no shared underlying bug or change that one issue cleanly represents.", + "best_pr_reason": "No PRs in the cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy pixel-decoder Conv2d vs SAM3Video CUDA OOM; different bug classes." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metrics label-dropping bug vs auxiliary-loss normalization bug." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure vs Qwen3.5 flash-attention regression." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus test failure vs removed Sam3LiteText config references in auto_mappings." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Missing config field after v5 update vs backend mapping validation error." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge/embed collapse vs missing mm_token_type_ids default for text-only tuning." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both cache-related, but they hit different code paths and models." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Generic Flash Attention 2 support issue vs a separate flash-attention bug report." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Pipeline processor lookup bug vs missing fpn_position_embeddings attribute." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading failure vs Phi-4 multimodal model loading issue." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs GPTNeoX config reload regression." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id vs sliding_window behavior in a different model family." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation crash in serve vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding resize reinitialization vs import warning for paths ending in a slash." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-count limit error vs static-cache slice arithmetic with torch.compile." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Different dtype-mismatch bugs in different models/modules." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing removed pipeline APIs vs SigLIP2 model inference quality bug." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper trailing replacement-character crash vs RT-DETR feature-level mismatch." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 JIT parsing error vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation vs Swin2SR image over-padding." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Cache-path collision for leaf-directory names vs FileNotFoundError loading from cache." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Chunked-prefill cache missing vs lazy cache init causing recompilation; different symptoms." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "BART generate UnboundLocalError vs embedding resize/post_init reinitialization." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3-Next tied-weight warning." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "SAM3Video OOM vs Whisper empty-transcription generation crash." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Load-balancing loss omission vs Florence2 double-shift training-loss bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 38, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45803", + "issue:45907", + "issue:46369", + "issue:46489", + "issue:46655", + "issue:46697", + "issue:46752" + ], + "soft_pairs": [ + "issue:43644|issue:44913", + "issue:43335|issue:44855", + "issue:25251|issue:27957", + "issue:45563|issue:45584", + "issue:43550|issue:44190", + "issue:44933|issue:45362", + "issue:44077|issue:44877", + "issue:41720|issue:45245", + "issue:45381|issue:46369", + "issue:44479|issue:44734", + "issue:43335|issue:44190", + "issue:43065|issue:44610", + "issue:39692|issue:44190", + "issue:45127|issue:45357", + "issue:44464|issue:45563", + "issue:45381|issue:46655", + "issue:44779|issue:46489", + "issue:44617|issue:46369", + "issue:43295|issue:45276", + "issue:44112|issue:45600", + "issue:44462|issue:45907", + "issue:45290|issue:46752", + "issue:43526|issue:46697", + "issue:44737|issue:45803", + "issue:45276|issue:45584", + "issue:43540|issue:44734", + "issue:44521|issue:45381", + "issue:44938|issue:45542", + "issue:25251|issue:29870" + ], + "prepared_review_unit_hash": "f537fa51cb8466506d7830953235d6886266d5f9698dd2c7ffd13250864e3f4e", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35845, + "estimated_input_tokens": 8962, + "estimated_eval_tokens": 18180 + }, + "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 bugs and regressions. None of the soft pairs look like the same underlying fix, though several share broad subsystem keywords.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out: the items span unrelated models, processors, generation paths, config loading, and CI failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest standalone issue because it has a concrete multimodal repro, multiple inbound references, and the most discussion activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "One is buffer initialization corruption in Transformers 5.0.0; the other is a GPTNeoXConfig reload/default preservation bug. Different code paths and symptoms." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformersConfig is unrelated to a Python 3.13 import/torch.jit.script parsing error." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting output bug and XLM-Roberta Flash Attention 2 support are unrelated features." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate() is not the same as Whisper failing on empty transcription after align_special_tokens." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile + SDPA crash in Bamba is unrelated to local dataset loading in the image-classification script." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing/nonexistent image_utils import and Qwen3.5 chat crash are different failures in different parts of the stack." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init enforcement for patchtsmixer is unrelated to strict config loading for granite_speech." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and category-count overflow are entirely different problems." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Wrong video vision_position_ids in Qwen2.5-VL is not the same as Sam3-LiteText memory overflow." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression across Qwen models and KV-cache continuation indexing in transformers serve affect different code paths." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse layer creation bug and local dataset loading failure are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor/model size mismatch are different model-specific issues." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs example errors are not the same as the image-classification script's local dataset issue." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder keys on save_pretrained are different regression mechanisms." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled chunked generation inconsistency is unrelated to a stale warning about num_return_sequences." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video preprocessing, but the bugs are different: wrong position ids vs incorrect padding calculation." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "DeepSeek tokenizer regression in v5 and the DeepSeek-Coder v1 gap in PR #44801 are related only broadly; they are not the same concrete bug." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory issues in Sam3 variants, but one is a Sam3Video OOM and the other is a Sam3-LiteText memory overflow; likely separate causes." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor.tokenizer regression and resize_token_embeddings not updating tied outputs are different API-level bugs." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "A stale GraniteSpeech CI test and auto_mappings referencing removed configs are separate CI/configuration failures." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are unrelated hub/loading API bugs." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both crash in apply_chat_template, but one is about assistant tool-call messages with no content and the other is an empty-list IndexError; different edge cases and likely different fixes." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "BEiTImageProcessorFast reduce_labels returning one label and Swin2SR over-padding images are unrelated image-processing bugs." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Missing device= in XLNet positional encoding and a bare except swallowing errors in FuyuBatchFeature are unrelated code issues." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty transcription handling are different generation/model bugs." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and transformers serve KV-cache indexing crash are different subsystems." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both touch multimodal chat/video handling, but one is assistant_mask generation and the other is vision_position_ids; not the same bug." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure and the missing TensorFlow backend error from tensorboard-only installs are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k nesting output change and BART generate() decoder_attention_mask initialization are distinct bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 39, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43381", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43582", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45446", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46424", + "issue:46506", + "issue:46858", + "issue:46932" + ], + "soft_pairs": [ + "issue:43673|issue:46858", + "issue:43854|issue:44964", + "issue:45632|issue:46234", + "issue:43643|issue:44496", + "issue:44246|issue:45003", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:27957|issue:35141", + "issue:42175|issue:44279", + "issue:42796|issue:44521", + "issue:46082|issue:46121", + "issue:36246|issue:41628", + "issue:32090|issue:35141", + "issue:43404|issue:45216", + "issue:43531|issue:45600", + "issue:36246|issue:38617", + "issue:41950|issue:44016", + "issue:44295|issue:46506", + "issue:43673|issue:46424", + "issue:43650|issue:44220", + "issue:43582|issue:46932", + "issue:43295|issue:45335", + "issue:43976|issue:44987", + "issue:45083|issue:46506", + "issue:44016|issue:44220", + "issue:44496|issue:45042", + "issue:43526|issue:43901", + "issue:43381|issue:45593", + "issue:44683|issue:45446" + ], + "prepared_review_unit_hash": "7ec189a1704aff151e4f493c32175e20247fbe649f007f2a433c83e9ea90c382", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36400, + "estimated_input_tokens": 9100, + "estimated_eval_tokens": 18456 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose similarity cluster, not a duplicate set: the issues span unrelated models, import errors, cache bugs, packaging, docs, and training/runtime regressions. None of the soft pairs look like the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both concern caching in generation, but one is about missing cache during chunked prefill in v5.0.0 and the other is a device-tensor length bug in static cache slice arithmetic; different code paths and fixes." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading failures for different models (GLM-4.7-Flash vs Phi-4-multimodal); not the same root cause." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "One is a trust_remote_code cache-path collision, the other is a missing import utility symbol; unrelated bugs." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both involve config/model loading, but one is incomplete returned config fields with trust_remote_code and the other is an unrecognized model missing model_type; different failure modes." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowdown is a performance issue; unsafe sys.modules access is a correctness/safety issue in modeling_utils." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different problems: a specific multimodal model load failure versus stale auto_mappings references breaking CI." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flakiness in GraniteSpeech device override is unrelated to loading Phi-4-multimodal." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "XLMRoberta Flash Attention support and token-embedding reinitialization are different model behaviors and fixes." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Both are dependency-related, but one is missing TensorFlow in the torch extra and the other is a generic dependency issue; not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are different text-processing bugs." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Both touch config validation, but one is LlamaConfig head_dim validation and the other is Rope-parameter dict conversion from JSON; separate issues." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and modules (Qwen2.5 VL image processor vs AutoImageProcessor export)." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to token embedding resizing/reinitialization." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different models and bugs: tied lm_head weights in Mistral3ForConditionalGeneration vs checkpoint save_pretrained regression in Qwen3.5." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to stale config references in auto_mappings.py." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but they are for unrelated missing names in different modules; no shared underlying fix." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "A pipeline image-processor lookup bug is unrelated to a syntax error in a notebook." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Different problem domains: position_ids buffer access versus CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is missing cache in chunked prefill and the other is max_cache_length being honored only for quantized cache; not the same defect." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder/low-signal issue title versus a concrete fbank feature extraction bug; no overlap." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon TypeError in caching_allocator_warmup is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different regressions in different model APIs: processor.tokenizer/image passing versus resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version compatibility regression and a specific model-loading failure are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3_omni_moe feature-length helper behavior and PPDocLayoutV3 CPU/CUDA mismatch are different bugs." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error is unrelated to the _torch_extract_fbank_features runtime issue." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model/model_type loading failure is unrelated to PIL image processors requiring torchvision." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BEiT image-label reduction bug and text-classification docs mismatch are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is a different training/runtime issue from D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both are flex_attention-related, but one is a compile failure on torch>=2.9 and the other is an incorrect version check for AuxRequest import; different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 40, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43441", + "issue:43479", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44279", + "issue:44327", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:45020", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45375", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45812", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46512", + "issue:46515", + "issue:46693", + "issue:46752" + ], + "soft_pairs": [ + "issue:42907|issue:43441", + "issue:43901|issue:44496", + "issue:43673|issue:44336", + "issue:43479|issue:45375", + "issue:44496|issue:45759", + "issue:44016|issue:44062", + "issue:43976|issue:44279", + "issue:44792|issue:46424", + "issue:43441|issue:45588", + "issue:43824|issue:44933", + "issue:44521|issue:46693", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:44327|issue:46752", + "issue:46123|issue:46369", + "issue:43299|issue:45216", + "issue:46082|issue:46399", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:46082|issue:46512", + "issue:43976|issue:45405", + "issue:44779|issue:45812", + "issue:42796|issue:43650", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:43299|issue:45357" + ], + "prepared_review_unit_hash": "ee463fe83954bbf8390460b71f1afe2e05b954e057eac4922f6e8fc427a250ca", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35841, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous Transformers regression reports with weak similarity links; most pairs are related only by broad subsystem or model-family overlap, not the same underlying bug. No pull requests are present. The closest thing to an umbrella issue is the v5 import-regression report.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45278 is the broadest umbrella candidate in the set, covering upgrade-related import breakages and serving as the best general anchor among otherwise diverse issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most suitable representative because it captures a broad version-regression symptom that can subsume specific import failure reports more naturally than the other, more narrowly-scoped issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both concern Ministral, but one is a save/dequantization problem and the other is a FlashAttention load/runtime failure; different code paths and symptoms." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline vs an unrecognized model/config loading failure; unrelated bugs." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression vs ANSI color leakage in loading_report; no shared underlying bug." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are multimodal config issues, but they affect different model families and different missing/default fields." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "One is an unrecognized-model config error, the other is AutoModelForCausalLM not unwrapping text_config for composite Qwen configs; distinct failures." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs tokenizer AddedToken argument collision; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "A Python-version compatibility regression is not the same as a generic dependency issue." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus test failure vs cache-length handling; different components and behavior." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention FlashAttention, but they describe different crashes on different models/code paths." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but for different missing symbols/modules and no clear shared root cause." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Chat-template masking bug vs long-context FA2 performance regression; unrelated." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency complaint vs torch-specific incompatibility; too broad to be the same bug." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "t5gemma embedding resize bug vs Whisper empty-transcription generation failure; different paths." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "Two boundary-condition crashes in different APIs; not the same underlying defect." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "MaskGenerationPipeline batch bookkeeping vs sam3-litetext memory overflow; unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is a load-time breakage and the other is an incorrect save_pretrained checkpoint; separate issues." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig validation vs Qwen3.5 kernel-registration failure; different model families and bugs." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Dependency problem with transformers vs unreleased minimum peft version; not the same issue." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one concerns processor/tokenizer image handling and the other Deepseek token IDs; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Two documentation issues, but about different APIs and failure modes; not duplicates." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling vs model config warning about tied embeddings; unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation bug vs Qwen3.5 save_pretrained regression; different model families and code paths." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Both involve config/dtype details, but one is about invalid head_dim validation and the other about stale model.config.dtype after from_config; not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python compatibility regression vs PEFT version pin; unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer logic." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Specific tokenizer BPE-marker bug vs unrelated placeholder issue; no overlap." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "44351 is a specific missing HybridCache import, while 45278 is a broad umbrella report of many import errors; insufficient evidence they are the same underlying defect." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline processor lookup vs remote_code breakage; different problems." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 multimodal regressions, but one affects loading and the other save_pretrained output; not one concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 41, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42175", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43761", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44242", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44336", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45276", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46209", + "issue:46851" + ], + "soft_pairs": [ + "issue:44466|issue:45276", + "issue:43299|issue:43854", + "issue:43653|issue:45593", + "issue:44242|issue:45200", + "issue:41950|issue:45823", + "issue:43650|issue:46209", + "issue:44462|issue:45081", + "issue:43479|issue:43525", + "issue:44016|issue:44291", + "issue:44683|issue:45542", + "issue:44361|issue:45593", + "issue:45081|issue:45907", + "issue:43441|issue:45834", + "issue:45103|issue:45372", + "issue:33290|issue:45656", + "issue:44336|issue:46851", + "issue:42994|issue:43317", + "issue:45859|issue:46851", + "issue:44623|issue:44749", + "issue:44261|issue:44263", + "issue:45600|issue:45712", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:44623|issue:45397", + "issue:43673|issue:43761", + "issue:43901|issue:43994" + ], + "prepared_review_unit_hash": "4c6f85acca929a73b772059531f6ebc62fad9f9ae3431cbaf980319ae6f9f5fe", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35546, + "estimated_input_tokens": 8887, + "estimated_eval_tokens": 18030 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy mix of unrelated Transformers regressions, tokenizer/config bugs, docs issues, and backend-specific failures. None of the soft pairs look like the same underlying defect closely enough to merge, so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out: the set spans many unrelated subsystems and failure modes (tokenizers, multimodal configs, quantization/offload, deepspeed, attention kernels, docs, and model-specific regressions).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the strongest standalone report in the set: it describes a clear, actionable bug in AutoTokenizer's repository file selection path and has a concrete user-facing impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Different bugs: one is tied-weight / lm_head serialization inconsistency, the other is resize_token_embeddings not updating Gemma4 embedding/output layers." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading failures, but for different models and code paths (Qwen3VL MoE loading vs GLM-4.7 unit-test load behavior)." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration bug vs D-FINE auxiliary-loss logic; unrelated subsystems and symptoms." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss gating in MoE vs Gemma 4 text-only mm_token_type_ids defaulting; not the same defect." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video pipeline processor lookup issue vs Gemma4 PLE device-mismatch during forward; different code paths." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Vague data request vs FP8 inference failure on B200; no shared underlying bug." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both touch tokenizer loading, but one is AutoTokenizer ignoring tokenizer.json and the other is a Mistral regex patch crash; distinct root causes." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config bugs: Phi4Multimodal default sub-config initialization vs Llama4Config missing pad_token_id." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights TypeError; unrelated failure modes." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 vs TensorFlow backend import/install problem; different subsystems." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs D-FINE auxiliary-loss behavior; unrelated issues." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash vs list_repo_files revision forwarding; separate bugs with different APIs." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 vs Kosmos2.5 OCR index error; not the same defect." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotations crash vs mistral_common ReasoningEffort import error; different code 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 double optimizer.step calls; not the same concrete bug." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI escape handling in loading_report vs Qwen3.5 variable-length position_ids bug; unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure vs dequantized model loading with device_map=auto offload; related broad area, but different code paths and symptoms." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Both involve Qwen3.5, but CPU-offload rotary embedding failure and variable-length position_ids are distinct bugs." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files vs Chinese report of filtering slowdown; unrelated issues." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision bug vs torch.split return values in GlmMoeDsaIndexer; different GLM internals and fixes." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "auto_mappings CI break from removed configs vs leftover dummy classes / dir(transformers) leak; unrelated maintenance issues." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow missing from torch extra install vs Python version compatibility regression; different packaging problems." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM predictions regression vs Deepseek tokenizer incorrect results; different models and code paths." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor.save_pretrained file omission vs Gemma4 zero3 from_pretrained failure; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing during chunked_prefill vs CLIPVisionModel hidden_states regression; different model components." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs SigLIP2 incorrect outputs; one is documentation, the other is model behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 42, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:41628", + "issue:42491", + "issue:42796", + "issue:43299", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44246", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45800", + "issue:45823", + "issue:46291", + "issue:46399", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:43901|issue:44246", + "issue:43723|issue:44162", + "issue:43824|issue:43976", + "issue:43525|issue:43881", + "issue:42796|issue:43441", + "issue:46291|issue:46399", + "issue:44188|issue:44336", + "issue:45542|issue:45800", + "issue:44016|issue:45823", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:45325|issue:46851", + "issue:46655|issue:46726", + "issue:44246|issue:44496", + "issue:45083|issue:46851", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:44297|issue:45397", + "issue:46399|issue:46851", + "issue:45561|issue:45563", + "issue:45103|issue:46399", + "issue:43526|issue:45003", + "issue:43540|issue:46752", + "issue:45072|issue:46829", + "issue:46614|issue:46665", + "issue:42491|issue:43299", + "issue:43531|issue:45362", + "issue:44246|issue:44871", + "issue:45588|issue:46851" + ], + "prepared_review_unit_hash": "c8be71d62c84383e5d4a9312c60caa447e81dabe3844c49c36e65051d9cb9901", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36748, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated transformer bugs and regressions. The only soft pair that plausibly shares a single underlying model-loading regression is the Qwen3 MoE pair, but that link is based on titles/metadata alone and should stay tentative.", + "confidence": 0.33, + "canonical_issue_reason": "issue:43299 is the clearest representative among the Qwen3 MoE loading-related titles because it names the specific v5.0.0.dev0 breakage and a concrete loading failure path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43299 is the best standalone issue in the packet for the Qwen3 MoE loading regression theme, based on its specific version context and direct loading-failure wording.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for text-classification vs intermittent import slowdown; different symptoms and code paths." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading in v5 and ESM2 model breakage are different failures." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for a VL class and a Python-version compatibility issue are not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Both are loading failures, but for different models and different apparent causes." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Tokenizer BPE marker handling and FlashAttention failures are unrelated." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both touch kernels integration, but one is a dependency/version error and the other is a missing-decorator registration bug." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence and ANSI logging output are unrelated." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TF backend handling and torch/transformers incompatibility are different problems." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-mapping mismatch are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "A missing Llama4 config attribute and a trust_remote_code AutoConfig field-loss issue are different code paths." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Storage-object lookup failure and Qwen3.5 chat crash are different failure modes." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Loading-report ANSI output and a wrong docstring are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both involve position_ids, but they affect different Qwen families and different behaviors." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding calculation and missing vision-backend image-processor errors are different bugs." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowdown and unrecognized-model config validation are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Different Qwen helper behavior vs variable-length position_ids handling." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure and Python-version support regression are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError and TensorBoard backend misdetection are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch and Gemma4 zero3 loading are different issues." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Kernel registration failure and Qwen3.5 variable-length position_ids are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "xdist race on captured_info.txt and stale generate warning are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring annotation handling and kernel decorator registration are different code paths." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video processing and empty chat-template input are different bugs." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "dtype mismatch in inference and incorrect output-field population are unrelated." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend state and from_pretrained behavior inside classes are different issues." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": true, + "reason": "Both titles point to Qwen3 MoE-family loading regressions around the hf5.x/v5 transition; plausible same underlying model-loading break, though the evidence is only title-level." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and Qwen3.5 chat crashes are different model issues." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowdown and Gemma eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "FlashAttention s_aux handling and Qwen3.5 variable-length position_ids are different code paths." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is mostly conservative, but it overstates what the packet supports in one key place: calling issue:43299 \"specific, reproducible, and broad enough to cover the Qwen3 MoE loading regression family\" goes beyond the visible evidence, since the packet only gives titles/metadata and not the issue bodies. The accepted soft pair (issue:42491 vs issue:43299) is plausible, but the rationale should be phrased more tentatively because the shared underlying bug is not directly demonstrated in the packet. A tighter, evidence-bound summary would be safer." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 43, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44485", + "issue:44496", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44877", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46132", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46655", + "issue:46752", + "issue:46821" + ], + "soft_pairs": [ + "issue:44295|issue:45397", + "issue:44242|issue:45593", + "issue:44336|issue:44485", + "issue:45003|issue:46821", + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:44451|issue:46752", + "issue:44779|issue:45292", + "issue:43901|issue:45003", + "issue:36246|issue:42757", + "issue:43257|issue:45137", + "issue:36246|issue:44351", + "issue:41950|issue:44220", + "issue:44496|issue:45003", + "issue:45003|issue:45561", + "issue:43540|issue:46655", + "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:44162|issue:45200", + "issue:44479|issue:46655", + "issue:45859|issue:46399", + "issue:44295|issue:44749", + "issue:43475|issue:46369", + "issue:45137|issue:45600", + "issue:43295|issue:45292", + "issue:45292|issue:45584", + "issue:44466|issue:45335", + "issue:44877|issue:45375", + "issue:36246|issue:43596", + "issue:44242|issue:44857" + ], + "prepared_review_unit_hash": "33b2ebdb2e745551496d8874b2c6c62fcadd49e276ce5714ed861dc1b3534b4f", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36652, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very loose: most items are unrelated Transformers bugs that only share superficial subsystem keywords. I did not find any soft pair that looks like the same underlying issue, so I rejected all candidate merges.", + "confidence": 0.27, + "canonical_issue_reason": "Issue 44479 is the broadest concrete bug report in the set: a video-input regression spanning several Qwen multimodal variants, so it is the best anchor among these loosely related model-regression reports.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the most representative and actionable issue here because it describes a specific regression with multiple affected models and a clear failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Both are model-loading failures, but they are different bugs in different code paths: buffer access vs DeepSpeed/zero3 from_pretrained." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention missing loss terms, but one is router load-balancing loss and the other is D-FINE auxiliary losses; different models and conditions." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI-code output formatting and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "sys.modules access bug and TimesFM window_size AttributeError are unrelated implementation issues." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and AttentionInterface.register behavior are different subsystems and failure modes." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile + SDPA on Bamba and CPU/CUDA divergence on PPDocLayoutV3 are unrelated model/runtime bugs." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "A model-loading failure and an empty-list apply_chat_template crash are not the same bug." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression and resize_token_embeddings propagation are different code paths." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs/behavior mismatch for text classification is unrelated to sys.modules access in modeling_utils." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Two import errors, but for different symbols and different dependency packages." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is weight conversion in loading and the other is a deque IndexError in ZeRO3 init." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name errors, but they concern different missing exports and likely different causes." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor selection and _torch_extract_fbank_features are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading is not the same as unsafe sys.modules access." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access in modeling_utils and pytest-xdist captured_info.txt races are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and SmolVLM padding calculation are both video-related, but they are distinct bugs in different processors." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default and import latency are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal config issues, but one is a missing field dropped by strict config and the other is unwrapping text_config in from_config." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids handling are unrelated model-specific bugs." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video regressions, but one is a broad Qwen v5.3.0 input regression and the other is a SmolVLM padding bug; not the same underlying change." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both touch Qwen3.5 rotary code, but one is CPU offload compatibility and the other is a missing decorator during kernel registration." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A buffer-read IndexError and a general performance slowdown after upgrading versions are not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Missing output attribute in SAM3 video encoder and memory overflow in sam3-litetext are different problems." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Zero3 deque exhaustion and stale auto_mappings references are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor.tokenizer regression and token embedding resize propagation are different features." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and empty-transcription Whisper generation are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Two separate serialization/resizing issues in different model families." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config rejection of granite_speech and missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig are different config issues." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "An import-error for a missing processor export and a DeepSpeed/BertModel IndexError are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing router loss and float16 AMP CUDA crash in LwDetrImageLoss are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 44, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:42199", + "issue:42886", + "issue:43065", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45200", + "issue:45229", + "issue:45250", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45563", + "issue:45656", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46506", + "issue:46710", + "issue:46726", + "issue:46832", + "issue:46851", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:44623|issue:46726", + "issue:43526|issue:46897", + "issue:44987|issue:45459", + "issue:44038|issue:46506", + "issue:29870|issue:30333", + "issue:42199|issue:46851", + "issue:44479|issue:46170", + "issue:44060|issue:44077", + "issue:43526|issue:46894", + "issue:45412|issue:46123", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:43352|issue:45250", + "issue:42886|issue:45229", + "issue:44877|issue:46170", + "issue:43475|issue:43540", + "issue:45397|issue:45656", + "issue:46170|issue:46832", + "issue:43065|issue:43408", + "issue:43723|issue:46710", + "issue:44368|issue:45563", + "issue:44995|issue:45200", + "issue:45987|issue:46082", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:44188|issue:46421" + ], + "prepared_review_unit_hash": "c22b832cc08c2b8d273c1e2f916b7245f54ba4fd5ea5bffffea155f4dffd15ee", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36064, + "estimated_input_tokens": 9016, + "estimated_eval_tokens": 18288 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated bugs across tokenizers, generation, vision models, config loading, cache behavior, and environment-specific failures. None of the soft-edge pairs look like the same underlying issue, so this is not a clean duplicate cluster.", + "confidence": 0.99, + "canonical_issue_reason": "No single canonical issue fits this set; the items are largely unrelated and should be split rather than deduplicated under one bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear best representative exists because the issues span different subsystems and failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing files on save_pretrained and missing-vision-backend AutoProcessor errors are different tokenizer/processor paths." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "Beit label reduction and CohereASR training-loss shifting are different bugs in different models." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Tokenizer load failure in v5.1.0 and protobuf-error masking are unrelated load/error-handling issues." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe version breakage and CPU/CUDA result divergence in PPDocLayoutV3 are different problems." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "A generation-time UnboundLocalError and failed-job MLflow reporting are unrelated." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality validation and Qwen3.5 variable-length position_ids are different code paths." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "A video-input regression and a Windows ROCm import/dependency error are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "Both mention shifting-like symptoms, but they affect different models and different preprocessing/training paths." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "A memory-leak-on-delete issue and a partial-batch pipeline flag bug are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are separate tokenizer/model issues." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-embeddings warning during fine-tuning and a flash-attention generation failure are different failures." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is Nemotron lacking FA2 support; the other is only a generic Flash Attention 2.0 topic with no matching concrete bug." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading and a Windows ROCm distributed-import failure are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "A missing attribute on Sam3 vision output and a Qwen3OmniMoe video-processing ValueError are different bugs." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 Zero3 from_pretrained loading and a double optimizer.step under deepspeed are not the same change or bug." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Import/dependency failure on Windows and RT-DETR forward shape mismatch are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "A dummy Conv2d implementation and a model-type mismatch warning in SAM3 are different issues." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 and an accuracy regression after upgrade are not the same concrete bug." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tie_word_embeddings warning and a stale num_return_sequences warning are different warning/validation issues." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache crash and Gemma4 mm_token_type_ids defaulting are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract and LlamaConfig head_dim validation are separate config/runtime issues." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL-30B weight-shape mismatch and a tie-word-embeddings warning are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile and Gemma roundtrip tokenization failure are different bugs." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request rejection and Gemma pipeline roundtrip failure are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of a different upstream issue is not the same as the Gemma roundtrip bug." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Torch.compile attention divergence and cache lazy-init recompilation are different performance/correctness issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 45, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43441", + "issue:43475", + "issue:43482", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44373", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44964", + "issue:44995", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:46123", + "issue:46132", + "issue:46431", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46858", + "issue:46877" + ], + "soft_pairs": [ + "issue:44995|issue:45588", + "issue:45685|issue:46431", + "issue:45103|issue:46858", + "issue:43065|issue:46123", + "issue:44361|issue:44749", + "issue:44297|issue:44623", + "issue:43994|issue:46726", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:44871|issue:46132", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:43441|issue:46752", + "issue:43475|issue:43643", + "issue:42994|issue:43482", + "issue:45375|issue:45478", + "issue:44188|issue:46851", + "issue:43475|issue:46821", + "issue:28282|issue:30990", + "issue:43232|issue:43673", + "issue:44964|issue:45137", + "issue:44869|issue:45356", + "issue:46463|issue:46877", + "issue:45310|issue:45375", + "issue:39692|issue:46726", + "issue:41628|issue:44933", + "issue:44373|issue:46851", + "issue:45230|issue:45397" + ], + "prepared_review_unit_hash": "a77efa4ddaafa426d8935c88c214f953faaee8f53bea6d0782158ea443e12bee", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35949, + "estimated_input_tokens": 8988, + "estimated_eval_tokens": 18232 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue reports spanning unrelated bugs in loading, generation, tokenizers, vision models, docs, and integrations. None of the soft pairs convincingly describe the same underlying bug/change; the only nearby repetition is the Qwen3.5 MoE from_pretrained family, but it is still not close enough to merge as duplicates.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 45310 is the best representative anchor because it names a concrete, recurring Qwen3.5 MoE from_pretrained regression and is the closest thing to a repeated theme in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the broadest, most actionable issue in the cluster and the closest to a repeated model-specific failure pattern; however, the overall cluster does not look like a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Both are runtime crashes, but they involve different code paths: stale cache on second forward pass vs flash-attention sink-less handling." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "Completely different subsystems: MPS histogram/int kernel support vs chat-template availability in processors." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "One is auto-docstring/introspection with future annotations, the other is cache length arithmetic in prefill; unrelated failures." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Different models and bugs: a dummy Conv2d in Sam3PixelDecoder vs a MaskGenerationPipeline batching flag issue." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer task AttributeError and a performance regression after upgrade are not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both touch save_pretrained, but one is tokenizer metadata and the other is processor file saving; different failure modes." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Both are vision-related, but one is wrong/incoherent model output and the other is an explicit missing-backend processor error." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Data filtering slowdown and double optimizer stepping under deepspeed are unrelated code paths." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch is not the same issue as a performance regression after upgrading." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "EOS token config inconsistency and attention registration behavior are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both reference broad model breakage, but there is no concrete shared code-path or same underlying defect." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained missing artifacts and deepspeed optimizer double-step are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and empty-list chat-template IndexError are separate bugs." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Sam3VisionEncoderOutput attribute error and AutoConfig trust_remote_code field loss are different problems." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving and GGUF loading are opposite directions and different failure modes." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing config field dropped by strict parsing and the other is a generic from_pretrained error; not enough to prove the same bug." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "torch.compile attention-kernel divergence and Qwen3.5 variable-length position_ids are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Sam3 vision encoder attribute error and TimesFM window_size AttributeError affect different models and code paths." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch dependency ImportError is not the same as a hang while loading Sentence Transformers." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs sync-gpus handling and chunked_prefill cache availability are separate generation issues." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "A multimodal model loading failure and a DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both mention token/codec handling, but one is Whisper timestamp decoding and the other is a tokenizer regression in Kimi-K2.5." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "T5 decoder input validation and auto_docstring stdout logging are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5 MoE-related, but one is a generic load failure and the other is a specific vision config field dropping issue." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "A documentation/example mismatch with quantization errors is not the same as a missing vision backend processor error." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different import locations." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "A wrong docstring for position_ids is not the same as a runtime failure using position_ids." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "The left issue is too generic to match a specific gemma-4 zero3 from_pretrained bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 46, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43504", + "issue:43525", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44623", + "issue:44792", + "issue:44857", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45600", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46701", + "issue:46726", + "issue:46877" + ], + "soft_pairs": [ + "issue:43986|issue:46726", + "issue:44038|issue:44623", + "issue:43723|issue:46326", + "issue:42994|issue:43525", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:45406|issue:46202", + "issue:43784|issue:46399", + "issue:44945|issue:45753", + "issue:44857|issue:46877", + "issue:45593|issue:46877", + "issue:41628|issue:44351", + "issue:45081|issue:45103", + "issue:36010|issue:41628", + "issue:46202|issue:46701", + "issue:43278|issue:45137", + "issue:44038|issue:45310", + "issue:42673|issue:43704", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:42831|issue:44222", + "issue:43232|issue:44792", + "issue:43504|issue:45561", + "issue:45561|issue:45600", + "issue:44496|issue:45561", + "issue:42175|issue:44933", + "issue:45405|issue:46877", + "issue:30333|issue:33290", + "issue:43976|issue:44933", + "issue:30990|issue:35141" + ], + "prepared_review_unit_hash": "10c405ac1b90468b6187dc4bd24455a793f91d14261a6a0e0a072e7e67eea0d6", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36448, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers compatibility/import/load regressions rather than one shared defect. The strongest center is the import-error subgroup; most soft pairs are not true duplicates because they hit different symbols, models, or code paths.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43824 is the strongest representative of the import-compatibility subgroup: it is a clear Transformers import failure, has multiple inbound references, and sits near several other missing-symbol/import regression reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 has the best signal for a canonical issue in this cluster: high discussion, inbound references, and a broadly representative import-error failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve AutoProcessor/backend-vision failures, but one is a video model without torchvision and the other is an unrecognized image processor; same area, different bug." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe model compatibility is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and mistral_common continue_final_message are different tokenizer bugs." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure is unrelated to the Llama4Config pad_token_id attribute error." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance is not the same as InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading and pipeline-parallel output corruption affect different execution paths." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip failure are different Gemma issues." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Import-time NameError in sentence-transformers is unrelated to the Qwen3.5 kernel registration crash." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output mismatch is not the same as Qwen3.5 looping on a specific image." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "AMP/CUDA loss crash is unrelated to auto_docstring printing diagnostics at import time." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "Missing auxiliary losses in D-FINE is unrelated to docstring lint output noise." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different code paths." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral tokenizer regex patching and auto_docstring annotations crash are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import failures, but GenerationMixin and AutoImageProcessor are separate missing exports." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Gemma pipeline roundtrip failure is not the same as DiffusionGemmaGenerationOutput pipeline breakage." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift and ZeRO3 deque underflow are unrelated training/runtime bugs." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both are Qwen MoE-related, but they describe different models and different from_pretrained failures." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": false, + "reason": "These are the same title, but without body evidence we cannot confirm the exact same underlying VRAM leak; still too weak to merge here." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained and Qwen3.5 MoE from_pretrained are different failure modes." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure is not the same as an import error for a specific Qwen2.5-VL class." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy regression and FP8 save_pretrained failure are different issues." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to janus image-generation test failure." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy preset loading for Beit is unrelated to a pytest-xdist race in testing utils." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test-worker race and stale auto_mappings references are both CI problems but not the same bug." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config loading and xdist race conditions are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging backend selection and a missing image_utils import are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT version pinning and auto_docstring stdout diagnostics are unrelated maintenance issues." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting after failed training and DeepSpeed OOM from Adafactor are different training issues." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and missing image_utils import are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-transformers load hang and token embedding resize reinitialization are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 47, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44568", + "issue:44623", + "issue:44625", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46877", + "issue:46909" + ], + "soft_pairs": [ + "issue:42898|issue:44568", + "issue:42175|issue:45712", + "issue:43479|issue:46829", + "issue:44623|issue:45310", + "issue:46077|issue:46123", + "issue:42673|issue:46693", + "issue:43479|issue:44869", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:44625|issue:46877", + "issue:44016|issue:46231", + "issue:39692|issue:46909", + "issue:42898|issue:44779", + "issue:43479|issue:44079", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:43874|issue:45092", + "issue:27957|issue:30333", + "issue:42222|issue:45200", + "issue:42898|issue:43295", + "issue:30333|issue:34689", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:43116|issue:44190", + "issue:30333|issue:36331", + "issue:45405|issue:45712", + "issue:22355|issue:28282", + "issue:44222|issue:44297", + "issue:44075|issue:46231" + ], + "prepared_review_unit_hash": "200a501b76ed7c8f48a8bb499e6a86cfcaa6c2be5456a6271970895bf0034f54", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36045, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers issues with a loose concentration around v5 tokenizer/regression reports. None of the proposed soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:42898 is the broadest and most central regression report in this set, and its v5 tokenizer behavior change theme overlaps with several nearby issues more than the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the best representative issue because it is a clearly described cross-cutting tokenizer regression with enough breadth to anchor the cluster, even though it is not a duplicate of the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but they are different concrete failures on different models and code paths." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "One is about missing TensorFlow in the torch extra; the other is about leftover dummy PT classes leaking into exports." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different model families and unrelated bugs: multimodal config initialization vs output field misassignment." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Save-pretrained missing files and Qwen3.5 MoE from_pretrained failure are distinct issues." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Bidirectional attention masking and final-batch pipeline bookkeeping are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leakage in threaded Qwen3 generation is not the same as the FA2 long-context performance regression." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different subsystems and symptoms: multimodal config defaults vs Whisper timestamp decoding crash." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and likely different logic, not one concrete bug." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading in v5 and mDeBERTa special-token behavior are separate problems." + }, + { + "left": "issue:44625", + "right": "issue:46877", + "accept": false, + "reason": "Config propagation for Qwen3.5 MoE is unrelated to auto_docstring import-time stdout diagnostics." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and documentation parameter mismatch are not the same defect." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation examples, but they are different examples with different failures." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but the titles point to different model-specific breakages and no shared concrete code path." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config defaults and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "These are distinct import errors affecting different packages/models." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache response indexing and auto_docstring annotation handling are unrelated code paths." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch method in one processor and meta-init incompatibility in another checkpoint family are different bugs." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and MLflow reporting on failed jobs are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken vitpose models and Gemma 4 token-type defaults are different multimodal issues." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both involve v5 tokenizer/processor changes, but they are not the same failure or fixable by one patch." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow failure handling and Llama 3.2 Vision model loading regression are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and symptoms rather than one shared defect." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Buffer registration/position_ids access and double optimizer stepping with deepspeed are distinct training bugs." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts with different failures: multi-label classification output vs local dataset loading." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Trainer failure reporting and a custom compute_loss signature mismatch are not the same underlying issue." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A version pin/release timing issue is unrelated to dummy class cleanup." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Importing transformers.onnx and missing PyTorch for AutoModel are separate dependency/import failures." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save_pretrained behavior and tokenizer save_pretrained metadata mismatch are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling and documentation parameter naming 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": 24, + "review_unit_index": 48, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44060", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45357", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46655", + "issue:46710", + "issue:46762", + "issue:46932" + ], + "soft_pairs": [ + "issue:44060|issue:45125", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:44933|issue:45712", + "issue:44360|issue:46762", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:45245|issue:46132", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:46132|issue:46710", + "issue:44373|issue:44485", + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:45071|issue:46082", + "issue:43723|issue:44977", + "issue:46614|issue:46932", + "issue:44222|issue:44484", + "issue:43122|issue:46209", + "issue:44190|issue:46082", + "issue:44263|issue:45092", + "issue:43232|issue:46424", + "issue:43232|issue:45834", + "issue:43475|issue:46305", + "issue:30990|issue:38175", + "issue:46209|issue:46431", + "issue:46305|issue:46655", + "issue:44295|issue:44623", + "issue:44263|issue:44373", + "issue:44263|issue:44360", + "issue:45092|issue:45357", + "issue:42907|issue:46050" + ], + "prepared_review_unit_hash": "70447a4b64740f53055f1ba1d9a34c7eb17c53a6759e781b295377ec2fce381c", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36934, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the items are mostly unrelated bug reports across different models, configs, tokenizers, and runtime paths. The soft-similarity links are mostly broad topical overlap rather than the same underlying defect.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out because the issues cover distinct bugs and regressions rather than one shared root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue for deduplication: the cluster does not center on one concrete bug or code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen3-family model internals, but one is about a tied-weights warning and the other about missing tensor-parallel plan support; different bugs." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "One is a model output regression; the other is an API behavior change in AttentionInterface. Not the same issue." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both are tokenizer/loading-related, but one is a BPE marker handling bug and the other is an AutoTokenizer import/load failure." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "These are unrelated import problems: image_utils export vs leftover dummy classes." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "Both touch attention/indexing-like math, but they describe different model implementations and different numerical issues." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy and processor save_pretrained missing files are separate problems." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config mismatch on save_pretrained is unrelated to deepspeed optimizer stepping twice." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category limit error and AttentionInterface behavior change are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default multimodal config initialization and non-persistent buffer corruption are different code paths." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but one is FP8 MoE saving and the other is processor file export; not the same bug." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "AttentionInterface API behavior and a model accuracy regression after upgrade are not the same underlying defect." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring issue is not the same as a RoPE implementation bug." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different packages; only the symptom is similar." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer class metadata mismatch is unrelated to Qwen3.5 MoE from_pretrained errors." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Type-checking breakage in PretrainedConfig is not the same as LlamaConfig head_dim validation behavior." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 and flash-attention generation issues are unrelated." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state and Gemma4 quantized embedder dtype casting are different bugs." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Both mention save_pretrained, but one is an FP8 MoE bug and the other is shard-size default behavior." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer-version drift and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading and LlamaConfig head_dim rejection are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "A torch.split return-value issue in a specific indexer is not the same as InternVL2 meta-init incompatibility." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and cache max length handling are separate generation/cache bugs." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Different generation/pathology vs OCR indexing error; no shared root cause." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Different model components and different off-by-one/attribute errors." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and zero probabilities in SigLIP2 are not the same bug." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference failure and missing chat template support are unrelated." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both are off-by-one/padding-like video or streaming issues, but they affect different processors and different calculations." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Registering position_ids as a buffer and processor save_pretrained missing files are separate bugs." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A runtime split/indexing bug is not the same as a docstring mismatch." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same broad DSA indexer area, but one reports torch.split return values while the other reports a missing ReLU; not clearly the same 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": 24, + "review_unit_index": 49, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43540", + "issue:43644", + "issue:43646", + "issue:43824", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44483", + "issue:44488", + "issue:44568", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45381", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46909" + ], + "soft_pairs": [ + "issue:46369|issue:46909", + "issue:42831|issue:45310", + "issue:44279|issue:46328", + "issue:44483|issue:45406", + "issue:45381|issue:46305", + "issue:22355|issue:27957", + "issue:44261|issue:45092", + "issue:43644|issue:46305", + "issue:44829|issue:46002", + "issue:42831|issue:44038", + "issue:43408|issue:46402", + "issue:41628|issue:43824", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:39401|issue:44568", + "issue:27957|issue:30990", + "issue:42886|issue:42994", + "issue:44188|issue:44373", + "issue:42886|issue:43066", + "issue:42757|issue:45278", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:42796|issue:43122", + "issue:43646|issue:46002", + "issue:45381|issue:46909", + "issue:43540|issue:46909", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:42907|issue:44964", + "issue:43976|issue:44945", + "issue:39401|issue:44488", + "issue:44295|issue:44297" + ], + "prepared_review_unit_hash": "be9893b00df4959fe4c1aa967b96e3f986ffdf2cf53906ed94aa08d04164d842", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36782, + "estimated_input_tokens": 9196, + "estimated_eval_tokens": 18648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issues that only share superficial language around transformers, tokenizers, imports, or model loading. None of the soft pairs look like true duplicates or the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the items span unrelated tokenizer, import, model-loading, quantization, and docs bugs with no clear common root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue is needed, 45278 is the broadest/general compatibility report in the set, but it is still not a true duplicate anchor for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Memory overflow in sam3-litetext is unrelated to a broken DIA documentation example." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy regressions and Qwen3.5 Moe from_pretrained errors are different bugs." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A dependency problem is not the same as a tokenizer feature/performance inefficiency." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions API rejection and Gemma4Processor missing _tokenizer are distinct failures." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Wrong vision_position_ids in Qwen2.5-VL video input is unrelated to a MoonshineStreaming mask off-by-one." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx and Flash Attention 2 support for XLMRoberta are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and remote-code/meta-init incompatibility are different model-loading bugs." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk in Transformers 5.0.0 is not the same as a streaming attention mask bug." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash Attention 3 causing degenerate training is not the same as NaNs in classification heads after init." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy issues and Qwen3-VL-Moe loading problems do not share the same code-path." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "sam3_video type warnings and missing Sam3Model text encoder weights are related by model family only, not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Importing AutoImageProcessor and importing Qwen2_5_VLForConditionalGeneration are separate missing-symbol issues." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy regression and a Qwen3_5 infinite loop on one image are unrelated symptoms." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "ONNX import failure and tokenizer spacing after added tokens are unrelated tokenizer/import issues." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset_mapping in Qwen3 and missing BOS/EOS insertion in mdeberta-v3-base are different tokenizer bugs." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 support and Sentence Transformers hanging on load are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading and quantized model saving failures are different code paths." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring typo." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer cache loading and wrong tokenizer decoder type are both tokenizer-related but not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A single missing hub import and broad import errors after upgrade are related only at a high level, not the same concrete failure." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "sam3_video model-type warning and sam3-litetext memory overflow are different problems." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwarg handling after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer BPE-marker handling in one model and version-dependent tokenization changes are not clearly the same defect." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are not the same underlying bug." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position_ids and a DIA docs example are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and a broken DIA doc example are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "A load hang in Sentence Transformers and a MacOS bus error in CLIP are different failures." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model saving and incorrect pipeline-parallel generation output are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Failed dequantized saving and inability to load Phi-4 multimodal are separate issues." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline-parallel output correctness are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset_mapping and inability to load cjvt/sleng-bert are different tokenizer-loading bugs." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids as a buffer and tokenizer_class mismatch on save are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 50, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43576", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "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:45600", + "issue:46172", + "issue:46326", + "issue:46614", + "issue:46762" + ], + "soft_pairs": [ + "issue:43576|issue:43784", + "issue:43756|issue:44060", + "issue:42371|issue:44263", + "issue:42907|issue:43937", + "issue:41628|issue:45278", + "issue:46172|issue:46762", + "issue:43784|issue:45600", + "issue:44117|issue:44704", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:43408|issue:43475", + "issue:44704|issue:45290", + "issue:43122|issue:44521", + "issue:44360|issue:44485", + "issue:43122|issue:46326", + "issue:42907|issue:43452", + "issue:44038|issue:44297", + "issue:22355|issue:29159", + "issue:45216|issue:45478", + "issue:44038|issue:44295", + "issue:39401|issue:46614", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:43116|issue:45200", + "issue:43122|issue:44779", + "issue:43278|issue:44945", + "issue:36296|issue:43116", + "issue:42757|issue:44351", + "issue:22355|issue:29127", + "issue:42175|issue:44938" + ], + "prepared_review_unit_hash": "2c6ef121d647dd38d2f470abd3bb3054e2bc7f012961c97c57d0ce5cca801c15", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36382, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes import errors, tokenizer regressions, model-specific bugs, and training/runtime issues. None of the soft pairs look like the same underlying defect, so I would not deduplicate or merge any of them.", + "confidence": 0.39, + "canonical_issue_reason": "If one issue must act as a representative, issue 45278 is the broadest umbrella because it captures a general post-upgrade import breakage theme. That said, the cluster is too mixed for any issue to be a true canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best single representative by breadth, but only as a loose umbrella; it does not actually subsume the rest of the cluster. The other issues are mostly too specific and unrelated to serve as a global canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken CLI env command vs import-time NameError in sentence-transformers; different code paths and failure modes." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different models and bugs: Smollm3 RoPE layer count vs Qwen3-Next tied-weights warning." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "Dependency/backend installation issue vs a torch.split behavior bug in a GLM indexer; not the same defect." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models vs invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a missing symbol and the other is broad upgrade-time import failures; too coarse to treat as the same bug." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Different models and different issues: dtype/transpose behavior in DeepSeek vs numerical mismatch in Minimax attention." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError from missing nn vs stale auto_mappings config references; unrelated root causes." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling vs AutoProcessor kwargs forwarding; separate API bugs." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong tokenizer offset mappings vs zero assistant masks in multimodal chat templates; different tokenizer subsystems." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 config propagation bug vs flash_attention_3 training degeneration; not the same underlying problem." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Model-type warning mismatch vs missing attribute on Sam3VisionEncoderOutput; related family, but distinct bugs." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Cached-file kwargs forwarding vs chat-template crashes with tool-call assistant messages; different code paths." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer regression across versions vs multimodal assistant-mask generation; both tokenization-adjacent but not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer activation discussion vs GLM-5 RoPE implementation; unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "General tokenizer regression vs mistral_common continue_final_message handling; no clear shared root cause." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Model save/dequantization failure vs gguf loading breakage; different lifecycle stages and APIs." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs tokenizer_class mismatch on save_pretrained; different symptoms and code paths." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx import vs slow/fast tokenizer inconsistency; unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained checkpoint regression vs from_pretrained error on Qwen3.5 MoE; same model family but distinct operations and failures." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe issue vs position_ids buffer read error; unrelated." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Wrong offset mapping in Qwen3 tokenizer vs stale phonemizer language state in Wav2Vec2PhonemeCTCTokenizer; different components." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs FP8 save_pretrained moe bug; same general area, but not the same concrete issue." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Two import errors, but for different missing symbols and likely different release regressions." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Multi-label example script returning empty results vs Gemma 4 mm_token_type_ids defaulting; unrelated functionality." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer behavior regression generally vs DeepSeek tokenizer regression specifically; not enough evidence they share the same root cause." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "BF16->FP32 dtype change during evaluate vs incorrect output under pipeline parallelism; different training/runtime bugs." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug vs a classification example script bug; unrelated." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Missing is_offline_mode import from huggingface_hub vs missing HybridCache import from transformers; both import errors, but different symbols and causes." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing transformers.onnx module vs LayoutLMv3 error-message clarity; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Install-extra backend packaging issue vs Python 3.14 load failure; different compatibility problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 51, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28348", + "issue:38617", + "issue:42371", + "issue:42673", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43493", + "issue:43611", + "issue:43618", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44263", + "issue:44355", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45092", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46710", + "issue:46752", + "issue:46762", + "issue:46829", + "issue:46877", + "issue:46909" + ], + "soft_pairs": [ + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:43937|issue:44485", + "issue:42898|issue:46614", + "issue:38617|issue:45278", + "issue:43066|issue:44779", + "issue:43611|issue:46002", + "issue:43976|issue:45446", + "issue:44038|issue:45478", + "issue:42673|issue:45072", + "issue:43116|issue:43493", + "issue:45357|issue:45478", + "issue:44355|issue:46231", + "issue:44625|issue:46002", + "issue:42371|issue:43874", + "issue:45083|issue:45446", + "issue:44610|issue:46909", + "issue:44075|issue:44936", + "issue:43618|issue:46829", + "issue:43116|issue:43825", + "issue:43066|issue:46710", + "issue:43992|issue:44704", + "issue:46614|issue:46752", + "issue:44995|issue:46697", + "issue:45092|issue:46762", + "issue:44263|issue:46762", + "issue:28348|issue:46640", + "issue:43827|issue:45446" + ], + "prepared_review_unit_hash": "435b451f75ed0ad39ab6b351d122a9f8d38fb8c52e71752fa5967c200723ec62", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36051, + "estimated_input_tokens": 9013, + "estimated_eval_tokens": 18282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most pairs only share a broad subsystem, model family, or v5-regression theme, not the same concrete bug/fix. I would not merge any of the soft pairs.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different bugs: SigLIP2 implementation discrepancy vs Qwen3_5 infinite-loop behavior on a specific image." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Unrelated areas: attention-kernel divergence under torch.compile vs SequenceFeatureExtractor.pad performance." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Documentation parameter-name mismatch vs import-time doc-lint stdout noise; not the same issue." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Both mention GLM-5, but one is GenerationConfig validation and the other is RoPE implementation; different code paths." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior change vs stale phonemizer backend state; unrelated bugs." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "The second is a broad import-error report; not enough evidence it is the same specific ImportError." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and symptoms; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading/base_model_prefix regression is unrelated to NaNs in classification heads after init." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility issue vs a PyTorch version-check bug in flex_attention; different fixes." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but different versions/symptoms: Qwen3-VL-Moe issue vs Qwen3.5 Moe from_pretrained failure." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM multi-threading is unrelated to bf16 dtype mismatches." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label classification failure is unrelated to SigLIP2 implementation discrepancies." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5/Moe, but one is save_pretrained key regression and the other is from_pretrained loading failure." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors are unrelated to a docs parameter-name typo." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation bug is unrelated to NaNs in classification heads." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API settings discussion is unrelated to a missing image-patch-count method." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extractor length helper behavior in qwen3_omni_moe is unrelated to flex_attention import checks." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor input-size mismatch is unrelated to a broken documentation example." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and trainer evaluate-after-train failure are different code paths and symptoms." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field assignment bugs, but in different models and output classes; not the same concrete issue." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script classification behavior is unrelated to pipeline error-message text." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression is unrelated to a model accuracy regression in DeepSeek-R1-Distill-Llama-8B." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight on model load is unrelated to AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Stale phonemizer language state is unrelated to apply_chat_template crashing on an empty list." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache crash is unrelated to Swin2SR image over-padding." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Different models and failure modes: meta-init incompatibility vs numerical attention mismatch." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "torch.split return-value handling in GlmMoeDsaIndexer is unrelated to Minimax MSA numerical differences." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "FlashAttention 2 support request for GPT2LMHeadModel is not the same as the open 'Flash Attention 2 issue' report." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() after removals is unrelated to a flex_attention import-version check bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 52, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42617", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43122", + "issue:43408", + "issue:43441", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46655", + "issue:46752" + ], + "soft_pairs": [ + "issue:33453|issue:39401", + "issue:43064|issue:43673", + "issue:42673|issue:42796", + "issue:42222|issue:43441", + "issue:43937|issue:45563", + "issue:43673|issue:46328", + "issue:42673|issue:46655", + "issue:44291|issue:45071", + "issue:42222|issue:46752", + "issue:45405|issue:45446", + "issue:44117|issue:45588", + "issue:44466|issue:46002", + "issue:44380|issue:46077", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:44410|issue:45310", + "issue:45341|issue:45561", + "issue:45071|issue:46512", + "issue:45341|issue:46328", + "issue:43450|issue:43986", + "issue:44829|issue:45216", + "issue:44117|issue:45081", + "issue:43408|issue:43742", + "issue:42617|issue:45341", + "issue:43122|issue:46298", + "issue:38617|issue:41628", + "issue:45362|issue:46328", + "issue:42222|issue:46178", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:39401|issue:46209" + ], + "prepared_review_unit_hash": "b5d0c3be2e359689784c1d4102db682de96412ac26e060166236fe7d29764b0c", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36863, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly distinct issue reports; no soft pair looks like the same concrete bug/change. The best canonical issue is the broad tokenizer-regression report around the v4.57.3 -> v5 tokenization change.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43122 is the most general and central regression report in the set: it describes tokenization changing across 4.57.3 to 5.0, which best fits a canonical umbrella issue for tokenizer regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the strongest anchor because it is broad, version-focused, and directly captures the underlying tokenizer regression class that several narrower reports resemble.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer-related, but one is a generic loading regression and the other is a model-specific offset_mapping bug; not the same failure." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Training/optimizer-state corruption on FSDP2+PEFT is unrelated to a generation cache missing during chunked prefill." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloader use is unrelated to wrong BPE marker handling in a tokenizer." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral FlashAttention failure are different model/backend bugs." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale num_return_sequences warning are different generation issues with different symptoms." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Missing generation cache during chunked prefill is unrelated to SequenceFeatureExtractor.pad list/array conversion overhead." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leakage in threaded loading is not the same as incorrect video padding calculation." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and broken PretrainedConfig type checking are distinct API compatibility problems." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model breakage is unrelated to apply_chat_template crashing on an empty list." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A version pin being ahead of PyPI and a PyTorch version check bug are different release/compatibility issues." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping returning None is not the same as flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head serialization inconsistency is different from NaNs appearing in classification heads after checkout/init." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Ignored attention scaling and wrong causal mask construction are separate attention-behavior bugs." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is offset_mapping corruption and the other is Deepseek tokenization output changes; not the same bug." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation failure is different from Qwen3.5 flash-attention generation misbehavior." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qkv/gate projections in qwen3next is unrelated to Qwen3.5 Moe from_pretrained errors." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A generic testing_utils bug is not the same as an xdist race on captured_info.txt." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type checking in v5.4.0 and stale config.dtype after from_config are different configuration-state bugs." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "testing_utils bug and SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Wrong batched video processor shape and missing torchvision crash are different video-processing failures." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training with flash_attention_3 is unrelated to Qwen3.5 checkpoint save_pretrained corruption." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and Mistral regex patch crashing are different tokenizer-loading bugs." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning for sam3_video/sam3_tracker is unrelated to a KeyError loading MobileLLM-125M." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Failure to run 3d_parallel.py is not the same as a small testing_utils bug." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "A tokenizer regression across versions is unrelated to a noisy logging message." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and do not look like the same underlying breakage." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crash and a padding performance issue in SequenceFeatureExtractor are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose breakage is not the same as backend mapping rejecting tensorflow_text." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to a docs typo about set_training parameters." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Shard-size default behavior and Qwen3.5 Moe loading failure are different issues." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset_mapping regression and FP8 inference failure on B200 are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 53, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45278", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46172", + "issue:46617", + "issue:46762", + "issue:46894" + ], + "soft_pairs": [ + "issue:43937|issue:44496", + "issue:42371|issue:44261", + "issue:44261|issue:46762", + "issue:42371|issue:46617", + "issue:44410|issue:45478", + "issue:44933|issue:45278", + "issue:38617|issue:44220", + "issue:44075|issue:45656", + "issue:43208|issue:46894", + "issue:43066|issue:43122", + "issue:44263|issue:44485", + "issue:44483|issue:45464", + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:42222|issue:45542", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:44484|issue:45478", + "issue:43874|issue:44261", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:27957|issue:43352", + "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:43012|issue:43577", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44261|issue:44485", + "issue:44117|issue:44987" + ], + "prepared_review_unit_hash": "ec1182a166b5887993e917364ec6eed6879707befbf6b7a98dceaabecfafd0d2", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 35931, + "estimated_input_tokens": 8983, + "estimated_eval_tokens": 18222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a mix of mostly unrelated v5 regressions: import failures, tokenizer behavior changes, attention-backend bugs, and model-specific loading/training issues. None of the soft pairs look like the same underlying defect, so I reject all candidate merges. The most representative issue in the set is the broad post-upgrade import-regression report (#45278).", + "confidence": 0.72, + "canonical_issue_reason": "#45278 is the broadest and most central regression report here: it captures the general 'many import errors after upgrade' theme that overlaps the most with the other import-related issues.", + "canonical_pr_reason": null, + "best_issue_reason": "#45278 is the best single anchor for this mixed cluster because it is broad, clearly described, and closest to the common upgrade-breakage theme, even though it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Both are loading/config errors, but one is a GLM generation-config validity issue and the other is an unrecognized-model/config.json issue; different root causes." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and an rms_norm_eps precision bug are unrelated code paths and symptoms." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both mention numerical differences, but they concern different models and different attention implementations, so the underlying bug is not the same." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 behavior control and trust_remote_code cache FileNotFound are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen-family loading issues, but one is missing projections in qwen3next and the other is a from_pretrained error in Qwen3.5-MoE." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific nonexistent image_utils import and the other is a broad upgrade-wide import regression; not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "An ImportError for layer_type_validation and an fbank feature extraction issue are clearly different failures." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "One is SGD arguments being ignored, the other is optimizer.step being called twice under deepspeed; different optimizer bugs." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "These are model-specific training bugs in different projects with no clear shared code path." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenization regressions in v5, but one is wrong decoder type and the other is tokenization drift; not enough evidence of one defect." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer and a GLM-5 RoPE implementation discussion are different bugs." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both hit chat/completions, but one is request acceptance/validation and the other is streaming inference failure on a specific model." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "One concerns removal of tie_embeddings_and_encoder_decoder, the other unexpected position_id keys; different breakages." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache/chunked_prefill versus a testing_utils bug are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Vitpose model breakage and a TensorFlow backend detection issue are not the same underlying problem." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen-related model loading issues: weight-shape mismatch versus missing attention projections." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "ImportError for AutoImageProcessor and a PretrainedConfig type-checking regression are distinct." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking behavior in PretrainedConfig is unrelated to the TensorFlow backend error." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained sharding behavior and a Qwen3.5-MoE from_pretrained error are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing get_number_of_image_patches in an image processor and a layernorm epsilon precision bug are different code paths." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different tensor-operation bugs in different model code paths; no shared underlying defect is evident." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in one DSA/indexer path is not the same as the deepseek-v4 comb dtype/transpose issue." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they are different models with different support/status issues." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is a weight mismatch and the other is a v5/Qwen3-VL-Moe failure; not the same bug." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "One is a model support failure for FlashAttention and the other is degenerate training with flash_attention_3; different symptoms and likely different fixes." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch warning during bfloat16 compilation and a Blip2 dtype remaining float32 are different dtype-handling issues." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A config/API removal and a gguf_file loading regression do not share the same failure mode." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils bug are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "A missing torchvision crash in AutoProcessor and a testing_utils bug are not the same issue." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "A layernorm precision bug and a GLM-5 RoPE implementation discussion are different model bugs." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and loading physical-intelligence/fast failing are too indirect to treat as the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 54, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43531", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46897" + ], + "soft_pairs": [ + "issue:45753|issue:46369", + "issue:43531|issue:45341", + "issue:43874|issue:44263", + "issue:45440|issue:46172", + "issue:43097|issue:45588", + "issue:43673|issue:46123", + "issue:44410|issue:45375", + "issue:43986|issue:45372", + "issue:43097|issue:46050", + "issue:44038|issue:44410", + "issue:38617|issue:42757", + "issue:43208|issue:46897", + "issue:43064|issue:44315", + "issue:43986|issue:44484", + "issue:46655|issue:46664", + "issue:46298|issue:46752", + "issue:42890|issue:46298", + "issue:46172|issue:46710", + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:38617|issue:44351", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:43502|issue:43992", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:44938|issue:46178" + ], + "prepared_review_unit_hash": "4029c0c47f06bf5c3aaeed8a12de104ddba17c33dfd12c8bba5f368d16311d0a", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35910, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers bug reports spanning different models, APIs, and test/runtime failures. I don\u2019t see any soft pair that represents the same underlying defect, so all candidate duplicate links should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different products and failure modes: Qwen3_5 image-loop bug vs SAM3-LiteText memory overflow." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "One is a Qwen3-MoE sliding-window bug; the other is a small testing_utils issue with no shared code path." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different Glm* components and different bugs: missing image-patch helper vs torch.split return handling." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both touch DeepSeek, but one is model divergence and the other is a dtype/transpose bug in DeepSeek-V4." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated issues: removed config/API in v5 vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both involve caching/prefill or batching, but they affect different code paths and symptoms." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen configs: missing projections in layer 0 vs silently dropped config field." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are import/loading errors, but they stem from different missing dependencies/symbols and different processor flows." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "One is an API removal complaint; the other is quantized model save/load corruption." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Related to Qwen models, but one reports a general Transformers 5.0 regression and the other a specific missing-projection defect." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportError reports, but for different symbols/modules with no shared underlying bug." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Different model families and failures: xLSTM training blockers vs Florence2 loss-shift bug." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Trainer/FSDP/PEFT optimizer-state corruption is a different issue from Liger Kernel not being applied with model_init." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video-processor dependency crash and save_pretrained shard-size default are unrelated." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same SmolVLM area, but padding calculation and num_frames semantics are different bugs." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging is unrelated to apply_chat_template crashing on an empty list." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A flaky integration test due to missing set_seed is not the same as a logging-message issue." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Different DeepSeek failures: tensor transpose/dtype bug vs model accuracy regression after upgrade." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer constructor argument collision is not the same as TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Different problems: removed API guidance vs offloading failing under quantization." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors from transformers, but they concern different missing exports and code paths." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "bfloat16 warning during compilation is unrelated to a TimesFM window_size AttributeError." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping fallback bug and image-text pipeline failure are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leakage and missing embed_tokens.weight on load are different from_pretrained issues." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate failure after training is not the same as failing to import Trainer because of datasets." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs propagation and auto_docstring future-annotations crash affect different subsystems." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT-2 attention scaling is unrelated to lazy cache initialization causing recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure and tensorflow_text backend mapping error are distinct compatibility issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 55, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:43986|issue:44016", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43825|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43012|issue:44368", + "issue:43208|issue:43550", + "issue:43992|issue:44484", + "issue:43352|issue:43976", + "issue:43066|issue:43906", + "issue:43352|issue:44380", + "issue:44162|issue:46172", + "issue:43097|issue:46298", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42175|issue:46365", + "issue:42757|issue:43824", + "issue:43064|issue:44380", + "issue:42490|issue:43012", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:43208|issue:43526", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:43618|issue:43761", + "issue:42994|issue:44655", + "issue:44038|issue:44230" + ], + "prepared_review_unit_hash": "0eb9373888544a7e2c7951d6c665c8fc31adca858fdba01ec9d99494ecbddb01", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37038, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is still mostly heterogeneous. The only plausible duplicate edge is the CLIP v5 regression pair; the rest appear to be distinct bugs, warnings, or feature/reporting issues based on the titles and available metadata.", + "confidence": 0.5, + "canonical_issue_reason": "issue:43761 is the best issue representative for the CLIP subgroup because its title is the most specific v5 regression report, while issue:43618 is a broader CLIP output/attentions symptom. Based on the visible text alone, 43761 is the cleaner canonical issue for the likely duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43761 is the strongest issue candidate because it is the more specific CLIP v5 regression report and best captures the shared CLIP forward/output regression theme in the only plausible duplicate subgroup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "Different problems: an AutoProcessor import crash from missing torchvision vs a notebook syntax error." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "One is a dequantized-model save failure; the other is an infinite-loop generation bug." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but dequantized-model saving and pipeline-object serialization are different failures." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "A v5 task-support error message is not the same as inability to save Pipeline objects." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A PyTorch warning during bfloat16 compile is not the same as a Bamba SDPA/torch.compile failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Repository dummy-class cleanup/check failure is unrelated to a noisy logging message." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but they point to different model/config/code-path issues." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba compile failures are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing weights on load vs a question about max_shard_size are not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "A Flash-Attention support error for one model is unrelated to the Python version compatibility issue." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "A tokenizer decoder-type regression is not the same as an isolated reproduction of another issue." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different model/backend problems: Nemotron FA2 support vs GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a DeepSeek tensor transpose bug are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed API warning and a noisy logging message do not describe the same issue." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription failure and a Trainer import conflict are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling under backend changes is separate from AttentionInterface.register behavior changes." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTST mixer post_init validation and a Trainer import failure are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both involve MoE/FP8 serialization, but save_pretrained failure and from_pretrained error are different enough that they do not look like the same concrete bug." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to the Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling regression and a degenerate classification-loss bug are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "TensorFlow dependency packaging and a Trainer import conflict are different issues." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and different libraries/models." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling behavior." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "A local-path import warning is unrelated to a bfloat16 compile warning." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "API request validation failure and batched chat-template crash are different code paths." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output regression and GPT2 attention scaling are unrelated models and failures." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction bug are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing configuration_utils symbol and local_files_only still making API requests are unrelated import/network issues." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but one is a Smollm3 layer-count mismatch and the other is a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both are CLIP v5 regression reports about missing forward-populated outputs; based on the visible titles, they plausibly describe the same underlying CLIP forward/output regression." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both concern save_pretrained, but quantized-model saving and pipeline-object saving are not the same failure." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Two Qwen3-VL/MoE fp8-related reports, but one is a generic v5 bug and the other is inference support; too different to treat as duplicates." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall conclusion is reasonable, but the rationale is a bit too strong for the packet. In particular, the claim that issue:43761 has an \"explicit reproducer\" and a \"concrete v5 forward-output failure\" is not supported by the packet text you provided, which only exposes the title/body length metadata. The soft-edge acceptance between issue:43618 and issue:43761 looks conservative and plausible based on both being CLIP v5 output-regression reports, but the issue-level justification should be phrased more cautiously and grounded only in what is visible in the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 56, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:29870", + "issue:33453", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:42757", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44355", + "issue:44483", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45310", + "issue:45375", + "issue:45561", + "issue:45850", + "issue:46050", + "issue:46077", + "issue:46082", + "issue:46202", + "issue:46365", + "issue:46369", + "issue:46829", + "issue:46851", + "issue:46877" + ], + "soft_pairs": [ + "issue:43299|issue:43867", + "issue:36010|issue:42757", + "issue:44625|issue:46365", + "issue:45276|issue:46077", + "issue:43611|issue:44655", + "issue:44483|issue:46369", + "issue:43352|issue:43937", + "issue:36683|issue:43475", + "issue:44355|issue:46877", + "issue:44655|issue:46050", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:44625|issue:46077", + "issue:43867|issue:45216", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:43208|issue:46829", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:44075|issue:46365", + "issue:44908|issue:46851", + "issue:29870|issue:33453", + "issue:44938|issue:45071", + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:43867|issue:45375", + "issue:43010|issue:45850" + ], + "prepared_review_unit_hash": "7d18362ec234e68f0b58a32514ab5719efeec35bf1368ceb63c5086d2d51b5d5", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36687, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab-bag of Transformers regressions and compatibility bugs that only share broad surface similarity (imports, loading/saving, config attrs, or Python-version issues). I found no true duplicate pairs among the proposed soft edges, so all of them should be rejected. Issue 36683 is the most central and concrete issue in the set, but the cluster is still too heterogeneous to treat as one duplicate family.", + "confidence": 0.78, + "canonical_issue_reason": "issue:36683 is the most connected and concrete bug report here: a specific open AttributeError with substantial discussion, making it the best single anchor even though the cluster is not a tight duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:36683 is the strongest representative issue to anchor triage because it is explicit, reproducible, and one of the most discussed items in the group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different failures: Qwen3.5 model loading regression vs sorted-state_dict load error; same broad area, not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and dependencies: GenerationMixin vs is_offline_mode from huggingface_hub." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "One is config field propagation, the other is a Trainer import conflict with datasets; unrelated root causes." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same model family, but different code paths: token embedding resize vs bidirectional attention mask construction." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Different save/load problems: base_model_prefix loading vs saving Pipeline objects." + }, + { + "left": "issue:44483", + "right": "issue:46369", + "accept": false, + "reason": "Chat/completions request validation and SAM3 memory overflow are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Unsupported Flash Attention on one model is not the same as invalid GenerationConfig on another." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both mention missing attributes, but the models and failing objects are different and the underlying bugs are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "One is compiled-Python import failures; the other is import-time docstring lint output to stdout." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Pipeline save_pretrained and quantized-model roundtrip corruption are different serialization bugs." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Missing config attribute vs enforcing optional post_init in a specific model class are different changes." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python compatibility regressions, but they affect different versions and fail for different reasons." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Num-label propagation and bidirectional attention masking are unrelated model-specific bugs." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both involve loading/saving regressions, but one is sorted state_dict loading and the other is a Qwen3.5 checkpoint save_pretrained issue." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention-mask logic and LlamaConfig head_dim validation are different config/code paths." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the Qwen3.5 save_pretrained checkpoint bug." + }, + { + "left": "issue:43208", + "right": "issue:46829", + "accept": false, + "reason": "xLSTM training blockers and VideoPrism output-field mixup are different model bugs." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing-attribute reports, but they concern different configs and different missing fields." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Different configuration propagation bugs in different model families." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "BART generate decoder-mask error is unrelated to the tensor-parallel optimizer/training bug." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer-state corruption and a typo in cache strategies are not the same underlying issue." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad decoration and broad import errors after upgrade are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight is a different from_pretrained failure than the Qwen3.5 MoE loading error." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer arguments ignored and Trainer import blocked by datasets are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "A scheduler-kwargs bug is unrelated to Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "BART generate decoder-mask failure and tokenizer-loading regression are different bugs." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure and PretrainedConfig type-checking breakage are different regressions." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import-time problems, but one is compiled-file handling and the other is a JIT parser indentation issue on Python 3.13." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Sorted state_dict loading and Gemma pipeline roundtrip failure are different serialization/tokenization problems." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific cache-update concern and a broad 'breaks too many models' report 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": 24, + "review_unit_index": 57, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44964", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45600", + "issue:46132", + "issue:46285", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:41669|issue:44246", + "issue:36296|issue:43575", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:42898|issue:46664", + "issue:43502|issue:44062", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:44387|issue:44556", + "issue:43874|issue:46617", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:30333|issue:33453", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:43010|issue:43232", + "issue:46664|issue:46726", + "issue:42548|issue:44351" + ], + "prepared_review_unit_hash": "4fff68443494bea202f21b85eb37c0cdd60afc64330829a67c003ef44d3c3869", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36650, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very noisy: it mixes unrelated loading/import regressions, tensor-parallel bugs, docs, CI flakiness, and model-specific issues. None of the soft pairs look like true duplicates, so I would keep them separate.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 44246 is the broadest standalone report in the loose import/loading subset, but the cluster overall is heterogeneous and not a clean duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44246 is the most general and triage-friendly issue title here; if one issue must represent the cluster, this is the closest fit.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both concern import overhead, but one is about import-star cost and the other about occasional slow imports; related area, not the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug vs tp-related OOM on loading a specific model; different failure modes and code paths." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache/layer no_grad decoration request is unrelated to Python version support breakage." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions field regression is unrelated to patchtsmixer post_init policy." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State-dict sorting load error vs incorrect visual encoder keys on save_pretrained; not the same underlying defect." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "UMT5 weight-missing load bug and Qwen3.5 MoE from_pretrained error are different models and different causes." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-missing ImportError for AutoModel is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both touch CLIP, but one is a missing attentions assignment and the other is a structure inconsistency between two classes." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test flakiness in SamHQ is unrelated to Phi-4 multimodal model loading." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are test failures, but they are on different models and different causes." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "SamHQ test seeding issue is unrelated to stale auto_mappings config references." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenizer cleanup behavior in v5 is unrelated to SmolVLM video num_frames semantics." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network regression and AddedToken special-arg error are distinct tokenizer/loading bugs." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation crash in serve is unrelated to cache loading of a trust_remote_code model." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression and v4-to-v5 checkpoint reload breakage overlap on versioning, but not the same concrete bug." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained MoE issue is different from missing tensor-parallel plan on Qwen3_5MoeForConditionalGeneration." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing Qwen2_5_VL import and FileNotFoundError loading cached trust_remote_code models are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only API requests bug is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization OOM is a different problem from checkpoint reload compatibility after v5 upgrade." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-processor helper in GLM46V is unrelated to cache FileNotFoundError for trust_remote_code." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "no_grad decoration for cache updates and dummy Conv2d in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken transformers env command and AttentionInterface.register behavior change are different features." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training jobs has nothing to do with tokenizer loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is missing _tp_plan while the other is a from_pretrained error; too different to merge." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors are unrelated to the Chinese report about slower filtering after upgrade." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing tensor-parallel plan and missing deepstack_visual_indexes are separate Qwen3.5 vision/MoE config issues." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading stall and forward() doc confusion are not the same underlying bug." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache no_grad decoration request and generation kwargs update bug are different code paths." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "SmolVLM num_frames semantics and AutoProcessor backend-missing error are separate multimodal issues." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "PreTrainedModel import failure and HybridCache import failure are distinct missing-export issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 58, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "issue:43502|issue:44961", + "issue:43502|issue:44222", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:29870|issue:31795", + "issue:33453|issue:34689", + "issue:44355|issue:45071", + "issue:43576|issue:45071", + "issue:42757|issue:43576", + "issue:44315|issue:44360", + "issue:31795|issue:38617", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:36296|issue:43901", + "issue:44908|issue:44961", + "issue:43576|issue:44938", + "issue:43475|issue:46617", + "issue:46143|issue:46144", + "issue:44222|issue:44230", + "issue:44315|issue:46209", + "issue:41628|issue:42548", + "issue:44485|issue:46664", + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44360|issue:46664", + "issue:44273|issue:45003", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44393|issue:45753" + ], + "prepared_review_unit_hash": "af14f3a1ca96a043cb5112845dabb0e7347dd7d4e7800209c86365ad8de21490", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 36943, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated v5 regressions, import/export breaks, model-loading issues, and docs problems. No soft-edge pair looks like a true duplicate of the same underlying bug/change.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45850 is the broadest representative of the cluster\u2019s dominant theme (Transformers 5.x breaking many downstream models), though it is still too general to be a precise duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "45850 is the best umbrella issue for the cluster because it most directly captures the common v5 regression narrative shared by several nearby reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only network leakage and an unrelated placeholder issue are not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "One is about unexpected API requests; the other is FP8 moe save_pretrained behavior." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and an unrelated placeholder issue are not the same change." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting on failed jobs and tensor-parallel training are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-regression reports, but they concern different model-loading failures and likely different fixes." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "A generate() UnboundLocalError and confusing forward() docs are different bugs." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both mention loading regressions, but they affect different models and likely different code paths." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file import/runtime errors and PretrainedConfig type-checking are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command and type-checking regression are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub symbol import and env command failure are different issues." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application with model_init and a ReLU discussion are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion and an ImportError for layer_type_validation are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command and missing Qwen2.5-VL export are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder issue and Gemma audio positional encoding are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and the placeholder issue are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import failure and cache FileNotFoundError are different failures." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and TextClassificationPipeline docs are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling and the placeholder issue are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command and Python 3.14 loading failure are distinct issues." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM3 video attribute error and trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both concern RoFormer, but one is missing kwargs passthrough while the other is about attention-interface usage; not the same fix." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained support and FP8 inference support are adjacent but distinct feature gaps." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel/model_init and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing import symbols from transformers; likely separate export regressions." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked-prefill cache missing and a cache-strategy typo are not the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A specific Qwen3.5 crash and a broad 'many models break' complaint are not the same concrete bug." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading behavior and a TensorBoard-without-TF backend error are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor.save_pretrained files and an unspecified bug report are not the same issue." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer ReLU discussion and SmolVLM num_frames semantics are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading and unsafe sys.modules access are different code paths." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL model loading and missing _tp_plan for tensor parallelism are distinct problems." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox output issues and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-family multimodal complaints, but one is 2D bbox output quality and the other is an infinite-loop case; 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": 24, + "review_unit_index": 59, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43704", + "issue:43976", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46894" + ], + "soft_pairs": [ + "issue:41669|issue:43673", + "issue:43576|issue:44556", + "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:43408|issue:44315", + "issue:41669|issue:46218", + "issue:44230|issue:46095", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44492|issue:46328", + "issue:44297|issue:45230", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:43976|issue:46218", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:43519|issue:46655", + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:45468|issue:46894", + "issue:45230|issue:45310", + "issue:43519|issue:44485", + "issue:43576|issue:46218", + "issue:44655|issue:44861", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:43704|issue:44485" + ], + "prepared_review_unit_hash": "b7ba224872967e8140c912f2efd720bb426af8f1b8dc220a3fd79f1c8a3d8787", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 42, + "serialized_chars": 39147, + "estimated_input_tokens": 9787, + "estimated_eval_tokens": 19830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose v5-regression / loading-import / model-compatibility theme, not a set of true duplicates. I would use the broad v5-breakage report as the issue umbrella, but none of the soft edge pairs look like the same concrete bug.", + "confidence": 0.65, + "canonical_issue_reason": "issue:45850 is the broadest umbrella for the cluster\u2019s recurring theme: Transformers v5 breaks many models and loading paths. It is generic, but it best matches the cluster\u2019s mixed set of v5 regression reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best single representative because it spans the widest set of related complaints (model loading/import/config regressions after v5), even though it is not a precise bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "One is import * / import-time bloat, the other is a missing generation cache in chunked prefill; related area, different bug." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "CLI env command breakage and checkpoint reload incompatibility are both v5 regressions, but they affect different code paths." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific Llama4 pad_token_id AttributeError versus a generic 'many models break' report; not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLm pad_token_idx missing is a concrete config-field regression, not the same as the broad v5 breakage umbrella." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade/loading incompatibilities, but one is checkpoint reload and the other is remote-code/meta-init incompatibility for a different model." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache-strategy typo is a narrow docs/code typo issue, not the same as a general v5 model-breakage report." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Import errors after upgrade are related to the broad regression theme, but this is a distinct concrete failure mode." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 behavior settings and cache-strategy typo are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning in sam3_tracker and Liger Kernel not applied with model_init are different issues." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import * slowdown is a performance/regression issue; Qwen3_5ForCausalLM import failure is a specific missing-module problem." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 support request and weight-conversion-script question are not the same bug or change." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both mention import/lazy-loading pain, but one is intermittent import slowness and the other is a broader lazy-loading malfunction." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Seed-related test flakiness and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Env command breakage and inverse_sqrt scheduler kwargs are different subsystems." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support error and Qwen3-VL bbox hallucination are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and a Qwen3-VL output bug are not the same issue." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwarg propagation and PretrainedConfig type-checking regression are different code paths." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access bug and a generic bug report have no clear overlap." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad inefficiency are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch is a concrete tokenizer bug, while 45230 is too generic to be the same issue." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import * usage slowdown and HybridCache import failure are both import-related but not the same underlying defect." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import * slowdown and a testing_utils bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python3.9+/3.10+ compatibility is a separate environment issue, not the same as broad model breakage." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version support and a model import failure are different problems." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bbox hallucination and Qwen3.5 MoE from_pretrained error are different model bugs." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init enforcement and tied-weight-key AttributeError are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion and tokenizer loading regression are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Env command breakage and lazy-loading malfunction are both v5-related, but distinct behaviors." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application bug and flash_attention_3 degenerate training are different training/model-path issues." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3VL timestamp calculation and SmolVLM video padding are both processor bugs, but on different models and code paths." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure and scheduler kwargs propagation are unrelated." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 positional encoding and CohereASR double-shift training loss are different bugs." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report and Qwen3.5 MoE from_pretrained error are not clearly the same issue." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific algorithm bugs." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Env command failure and Qwen3_5ForCausalLM import failure are different symptoms and code paths." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained and tied-weight-key AttributeError are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 60, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:46018|issue:46172", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:43519|issue:43704", + "issue:43298|issue:46095", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:42913|issue:43066", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:43525|issue:44861", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "30b44f7bc91e74d638f84ad371617980f3411c8564adba2f1152df331396976d", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1845, + "serialized_chars": 957282, + "estimated_input_tokens": 239321, + "estimated_eval_tokens": 478898 + }, + "budget": { + "node_count": 46, + "item_count": 46, + "soft_pair_count": 43, + "serialized_chars": 38567, + "estimated_input_tokens": 9642, + "estimated_eval_tokens": 19540 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: most items are unrelated model/config/import/regression issues that only share broad transformer-version or model-family similarity. I found no safe duplicate merges among the soft pairs.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45850 is the broadest umbrella-style complaint in the set (\u201c5.0 version breaks too many models\u201d), so it is the closest thing to a cluster representative, though the cluster is not truly cohesive.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most general and cluster-like issue; it can serve as the least-specific representative even though it is not a true duplicate target for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek-V4 bugs: gated shared expert logic vs a dtype/transpose problem in comb tensor handling." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both are architecture-related, but one is about GLM-5 RoPE design and the other about Gemma-4 audio positional encoding; not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API behavior and VRAM leakage in multi-dataloader threads are unrelated problems." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network access and Qwen3VL timestamp calculation are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "One is a broad v5 regression complaint, the other is a specific Qwen3_5 import failure; different failure modes." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and processor.save_pretrained missing files are different processor bugs." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return values in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation and VRAM leakage in threaded inference are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching support and DeepSeek-V4 weight conversion are different feature requests." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash-Attention-2 support for NemotronH is unrelated to Qwen3_5 import errors." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but for different missing symbols/modules and likely different root causes." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer v5 changes, but one is a broad behavior drift report and the other is a specific decoder-type bug; too loose to merge." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "GPT2LMHeadModel FA2 support request and a generic Flash Attention 2.0 issue are not the same concrete bug/change." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling and an unrelated joke issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and an unrelated joke issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attention assignment regression and an unrelated joke issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "The latter is a broad version-regression complaint; the former is unrelated." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure and an unrelated joke issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights key handling and chat-template tool-call crashes are different code paths." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and an import error are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing StableLmConfig pad_token_idx and tied-weights key handling are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config pad_token_id missing and tied-weights key handling are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support and processor.save_pretrained file omission are different issues." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they target different models and different fixes." + }, + { + "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 failed jobs and checkpoint loading speed are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading performance and tensor-parallel training bugs are different problems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading speed and forward() documentation confusion are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support and Qwen3.5 from_pretrained errors are not the same bug." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention interface usage are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value usage and DeepSeek-V4 shared expert gating are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect type hint on ModernBERTConfig and tokenizer regex warnings are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2former ignore_value handling and loss-function kwargs propagation are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs propagation and RoFormer attention interface usage are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former ignore_value handling and tokenizer regex warnings are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2former ignore_value handling and RoFormer attention interface usage are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2former ignore_value handling and a typo in quantization conversion text are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs propagation and a config type-hint issue are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT norm_eps typing and a quantization typo are unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm semantics and ModernBERT norm_eps typing are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value handling and ModernBERT norm_eps typing 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": 2, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "4067988de618ebe9cb10cb9484df7bf5886551d4ad800a954eed04563ea4c043", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are about three unrelated feature requests: tokenizer truncation behavior, a ReduceLROnPlateau-like scheduler, and Wav2Vec2 word time offsets. The similarity is only superficial, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and problems: truncation strategy for token sequences vs extracting word timing offsets in Wav2Vec2." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "One is about sequence truncation options, the other is a training scheduler feature request; no shared underlying bug/change." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Completely different functionality requests: learning-rate scheduling vs speech model word boundary timings." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "7944fe93d02efed5d32eb6193fb6bae643426a6e43c9694e4fc57e1d9e356060", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look like three different issues in the model-loading/tokenization area, with no strong evidence that any pair is the same underlying bug. The closest match is the generic model-load failure report (#16618), but the other two are about unrelated tokenization behavior and private-model auth/error messaging.", + "confidence": 0.89, + "canonical_issue_reason": "#16618 is the broadest and most central report in this cluster: it concerns a concrete model-loading failure for a specific model, which is the closest fit to the shared theme of load/tokenization problems.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best representative issue because it is a user-facing model loading failure and is broader/more canonical than the other two, which are narrower and less related to each other.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problems: tokenization differences vs. a model-loading failure. They do not appear to describe the same code-path or bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "#15980 is specifically about the error message when downloading a private model without login, while #16618 is a general inability to load bert-base-uncased. Same broad subsystem, but 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": 4, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "920ab54568cba584ab1096ee3dd0bf4b671d86298aedf3bce585c1f0deeaf200", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated community-contribution tracking issues for different features: Flash Attention 2 support vs GGUF support. They do not describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "Community contribution: Adding Flash Attention 2 support for more architectures", + "right": "Community contribution: Adding GGUF support for more architectures", + "accept": false, + "reason": "Different feature requests for different backends/formats; no shared underlying change or bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-9", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:46226", + "issue:46222|issue:46931", + "issue:46226|issue:46931" + ], + "prepared_review_unit_hash": "ac0b4113aca4c8cb180acff00d8033c958aca85e8f7fa19cd4d6b153233f06e2", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15985, + "estimated_input_tokens": 3997, + "estimated_eval_tokens": 8250 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15985, + "estimated_input_tokens": 3997, + "estimated_eval_tokens": 8250 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster mixes distinct i18n translation requests for different languages with a small set of near-identical placeholder/template issues. Only the template-like issues look like true duplicates; the language-specific requests should stay separate.", + "confidence": 0.59, + "canonical_issue_reason": "issue:43834 is the earliest of the near-identical generic template issues and is the best representative of that small duplicate set; the language-specific translation requests are separate issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the cleanest canonical representative for the duplicate template subgroup because its title matches the other generic placeholder issues and it predates them.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different target language/request; shared translation boilerplate is not enough to make these the same issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish vs a generic template issue; not the same underlying translation request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "One is a concrete Turkish translation request, the other is a generic placeholder title." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language requests (Turkish vs Romanian), so not duplicates." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different language requests (Turkish vs Spanish), despite similar i18n template wording." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request is distinct from the generic placeholder issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language request versus generic placeholder; not the same issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are separate issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different language request versus generic placeholder; similar boilerplate only." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request is distinct from the generic template issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation request is distinct from the generic template issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Concrete Romanian translation request vs generic placeholder title; not the same underlying issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different actual request text; shared i18n boilerplate is insufficient to merge." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different actual request text; shared i18n boilerplate is insufficient to merge." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder translation issue with near-identical title/body; looks like a duplicate." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic placeholder translation issue with near-identical title/body; looks like a duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Titles differ substantially and appear to be different requests, even if the body template is similar." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Titles differ substantially and appear to be different requests, even if the body template is similar." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Different issue text/title; similar translation-template boilerplate is not enough." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder translation issue with near-identical title/body; looks like a duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different issue titles and likely different requests; boilerplate similarity alone is not enough." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different issue titles and likely different requests; boilerplate similarity alone is not enough." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different title/request text; not clearly the same underlying issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different issue titles and likely different requests; similar template content is not enough." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different issue titles and likely different requests; similar template content is not enough." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different title/request text; not clearly the same underlying issue." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Identical title and near-identical issue content; this is a clear duplicate pair." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Both are Thai-titled issues but the request text differs; not enough evidence they are the same issue." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Both are Thai-titled issues but the request text differs; not enough evidence they are the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The duplicate call on the three generic template issues is supported by identical titles and close creation times, and the Thai pair 46222/46226 is clearly identical. The language-specific Turkish/Spanish/Romanian issues are conservatively kept separate, which matches the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36718-19", + "nodes": [ + "issue:36718", + "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:36718|issue:41115", + "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: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": "93954304372319d45ff0c0fdb6f022572c6a87c562e159395722b87fcfea27b3", + "component_budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 40, + "serialized_chars": 24675, + "estimated_input_tokens": 6169, + "estimated_eval_tokens": 12594 + }, + "budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 40, + "serialized_chars": 24675, + "estimated_input_tokens": 6169, + "estimated_eval_tokens": 12594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly independent model-request issues that only share broad wording like \u201cAdd model support\u201d or \u201cBERT-like/TTS/ASR\u201d; they are not true duplicates of the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:42738 is the broadest umbrella request, but the set is too heterogeneous for it to serve as a true canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Different requests: a keypoint matcher versus a MiniCPM3 architecture addition." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support and DEIMv2 are unrelated model additions." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "A config update for EuroBert is not the same change as Qwen3-TTS support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Different model families: EuroBert config versus RF-DETR." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "Both are vision-model requests, but they target different architectures and code paths." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR detection support and LFM2.5 audio support are unrelated changes." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "A detection model request is not the same as adding a weight-sparse transformer architecture." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR affect different model families and tasks." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are distinct model-support requests." + }, + { + "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 the weight-sparse transformer request do not describe the same change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio 1.5B target different model types." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model families, not one underlying bug or feature." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are both text-encoder requests, but they are distinct models and patches." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are unrelated changes." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture work is not the same as adding a weight-sparse transformer." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture and ModernVBERT model support are separate requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture support is unrelated to Voxtral TTS support." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different model-support tasks." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR are different model families and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are unrelated requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "They are thematically related (BERT-like), but one is a specific model request and the other is a broad class request, so not the same change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS are unrelated." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "A model-architecture request and a person-name issue are clearly unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are sibling requests, but they are separate model integrations." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and the weight-sparse transformer request do not overlap." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Both mention TTS, but they are different models with different implementation paths." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio-model additions." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support and EUPE are unrelated model changes." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR support and a weight-sparse transformer change are not the same code path." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model domains." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "An audio model request and a Granite SWA+sink option are unrelated." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are different model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model integrations." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are distinct model requests, even if both are vision-language related." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and a person-name issue are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and a person-name issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "2320b9fc0de98f2483b9425fb2508798d15c8e5c211845a549c0620db750c959", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is a docs request about adding Pruna, the other is an unrelated Vision RoPE refactor. The soft similarity is spurious.", + "confidence": 0.98, + "canonical_issue_reason": "#46443 is the more substantive code-tracking issue, but there is no true canonical here because it is unrelated to #38740.", + "canonical_pr_reason": null, + "best_issue_reason": "#46443 is the better representative only in the sense that it is a concrete technical issue; however, it does not match #38740\u2019s documentation request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and scopes: a documentation addition for an optimization framework vs. a Vision RoPE refactor. No shared bug or change path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "04281c88a6710c9b7b9d1c9e6d5150fc40cd5d9444dd732c3bf7b719a3ef241a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is about set/block decoding behavior, the other is a request for DeepSeek v3.2 support. They do not describe the same underlying bug or feature change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different subjects and likely different code paths: block decoding mechanics vs model support. No concrete overlap or explicit linkage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "29cbd3989ed461e89a362cc8ac3dcd2be25f9373de256989fcb3bbb631f77546", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related only at a high level (memory-saving model components) but describe different features and likely different code paths: one is about a `from_pretrained()` flag for TiledFusedLogitsLoss/LigerFusedLinearCrossEntropy, the other is about integrating TiledMLP. They should not be treated as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue: 41306 is a narrow loader/flag request for FLCE, while 41826 is a separate feature request for TiledMLP memory reduction.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying changes: one concerns exposing a `from_pretrained()` flag for fused logits loss behavior, the other proposes adding TiledMLP for memory footprint reduction. Similar theme, but not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "20e14e98bd1306fe7923de28de12e8672e0614fbe16ec61881de047425bffb10", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related to Trainer customizability, but they describe different problems: one is about `remove_unused_column` behavior, the other is about FLOPS estimation for custom trainers. They do not look like 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:43598", + "right": "issue:43600", + "accept": false, + "reason": "Shared theme only; one targets `remove_unused_column` customizability and the other targets FLOPS accounting for custom trainers, so they are different bugs/fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "2c98d9ddd8a2682ea5c1511fb46727c9c2e4e8b6bc52402d6944d29e59ba4b4a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one requests Qwen3-Omni registration for base/generative auto classes, while the other requests sequence-classification support for Qwen3.5. They involve different model families and different AutoModel heads/code paths.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43684 is the broader registry-addition request and is the closest thing to a cluster representative, but it does not match issue:44405 closely enough to treat them as the same bug/change.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43684 is the better representative only by breadth, since it targets AutoModel registration directly; however, the two issues should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying requests: Qwen3-Omni model registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 AutoModelForSequenceClassification support. Different model families, different head, and different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "b261bcbe8b7d1ec109cec377f55ca2b0fd5a82861ae4d05c199076afc4cd25bc", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is dominated by very low-information issues with generic or identical titles, and there is no substantive evidence that any pair describes the same underlying bug. The safest interpretation is that these are separate low-signal tickets, not confirmed duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43845 is the best available representative only because it is one of the repeated 'huggingface ' tickets and is the earliest among the near-identical entries, but the cluster content is too sparse to establish a real canonical bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the most plausible issue representative by earliest timestamp and title match, but its body is too thin to strongly justify it as a true canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Titles are unrelated ('Fett' vs 'huggingface ') and there is no body/detail evidence of the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Titles are unrelated ('Fett' vs 'huggingface ') and no underlying issue details are available." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Titles are unrelated ('Fett' vs 'huggingface ') with no evidence they refer to the same problem." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "The titles match, but there is no substantive issue description to confirm the same underlying bug rather than repeated low-information tickets." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Identical generic titles alone are not enough to prove the same bug or change." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Identical generic titles alone are insufficient; no body evidence ties them to one concrete 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": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "0fd428e0b8c83f3b8e3c996563df9f7dd07e04d9faf26d1a34a5e6eef8cf4a36", + "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": "This cluster looks like a set of low-content spam issues rather than real bug reports. The only strong duplicate signal is between the three identical '' issues; the others have different titles and should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44371 is the earliest of the identical '' reports, so it is the best representative for that duplicate spam subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44371 is the best global issue representative because it is the earliest and most generic member of the only clear duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": true, + "reason": "Same title/content pattern ('') with no distinguishing details; these look like duplicate spam reports." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": true, + "reason": "Same title/content pattern ('') with no distinguishing details; these look like duplicate spam reports." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Generic low-quality content, but the titles differ and there is not enough evidence they are the same report." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Different title and apparent subject; this does not look like the same underlying report as ''." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic, but the titles are not the same and there is no concrete shared bug/change to merge." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Both are generic, but the titles are not the same and there is no concrete shared bug/change to merge." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": true, + "reason": "Exact duplicate '' issues with no distinguishing details." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Different title/content; not enough evidence of the same underlying issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Different title/content; not enough evidence of the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary stays within the packet evidence: the three '' issues are the only clearly matching titles, while the other issues have different titles and no stronger linkage. The non-duplicate soft-edge rejections are appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "f101a04d539fa30b15f7c22d102916920b3d5bc2c8d1aa039db06b5d8e31520d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues have identical titles and close creation times, so they likely describe the same topic, but the packet does not include body text/content to confirm a stronger duplicate match. #45145 remains the best canonical issue because it was opened earlier and has an inbound reference.", + "confidence": 0.76, + "canonical_issue_reason": "#45145 is the better canonical anchor because it was created earlier and has an inbound reference.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best representative because it is the earlier, more connected instance of the likely duplicate issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Identical titles and near-contemporaneous creation make these likely the same issue topic, though the available metadata is not enough to prove strong content-level duplication." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice is grounded (earlier issue with an inbound reference), but the duplicate verdict is a bit overstated: the packet only supports identical titles, close creation times, and similar body lengths. It does not provide body text/content, so avoid claiming similar content or that the match is strongly established. A more conservative conclusion would be that they likely refer to the same topic/possible duplicate, not a high-confidence duplicate." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "0877273de3e077cf930f8b25490686d8050672865afc4c7d187704a510ba2272", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: they have different person-name titles, different dates, and no bodies or links tying them to the same underlying report.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue stands out because these are unrelated-looking issues with no shared context beyond the generic title pattern.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative, issue:45762 is slightly preferable only because it is earlier, but it is not meaningfully better as a duplicate cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different names and dates with no supporting discussion, body text, links, or shared targets; they do not appear to describe the same bug or request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "79fbeb2e4bb0c5b3d2b92182a09ffaa1948d665a4b9034ca0994c00bbc5ad706", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated standalone entries with different person names and dates; there is no evidence they describe the same underlying bug or request.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different titles, different named entities, and no bodies/links/targets indicating a shared problem. They do not look like duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "0a92dd1dc22f0245f29394bed4d5112716b279f550afdf24057cd423a30b9a71", + "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 requests a new Qwen token-classification/value-model class, while the other asks for FP8 training support. They concern different code paths and should be triaged separately.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different requests with no shared concrete bug or implementation target: model class addition vs FP8 training support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "3f33deb3293418ae5b2085e720f7fe2eef78803495d252f005c702fd1c488c11", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5718, + "estimated_input_tokens": 1430, + "estimated_eval_tokens": 3116 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5718, + "estimated_input_tokens": 1430, + "estimated_eval_tokens": 3116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This set is not one single duplicate cluster: it contains two exact duplicate issue pairs (45870/45871 and 45872/45873) plus one unrelated dataset promo issue (45869).", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45870 is the clearest representative of its duplicate pair because it exactly matches 45871 and is the earlier of the two; however, there is no single canonical issue for the full set since 45872/45873 form a separate duplicate pair and 45869 is unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best overall issue to anchor triage because it is one of the exact-duplicate, clearly product-related issues and is the earliest among that pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different subjects: a dataset marketing/sample post vs an example about time series prediction." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different subjects: dataset/sample post vs the same prediction example topic." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact title match and matching content profile; these look like the same issue duplicated." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related financial/ DataForge theme, but not the same underlying issue: prediction example vs scraping service integration." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as above; different concrete request than the prediction example." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "These appear to be separate feature requests/issues, not the same bug or change." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete issue topics despite sharing the DataForge context." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact title/content duplicate pair; same underlying request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The triage summary is grounded in the packet: 45870/45871 share an identical title, 45872/45873 share an identical title, and 45869 is clearly a different topic. The soft-edge false/true verdicts are appropriately conservative, with no overstatement beyond the evidence shown." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "cc7ce09bc806cf98deca7efd1b3867c92b1672c69411230c189faf124423145c", + "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": "Both issues point at static-cache failures around linear-attention/Qwen3.5, but the reported symptoms differ: one is a `KeyError: 'linear_attention'`, the other a shape-corruption `RuntimeError` during `early_initialization`. With only titles and no shared references, I would not merge them as definite duplicates.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the likely underlying mechanism (`early_initialization` corrupting linear-attention shapes) rather than a model-specific crash symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the strongest standalone tracker: it is broader, more diagnostic, and more likely to capture the root bug affecting multiple models or call paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Related static-cache/linear-attention failures, but the available evidence shows different concrete failures (`RuntimeError` shape corruption vs `KeyError: 'linear_attention'`). Not enough to treat as the same underlying bug with high confidence." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "95d992c8e3a799bd423f69bf614a132989b8f7cd96926991bab5b42424dfce3c", + "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 are duplicates: they have identical titles and matching content describing the same Wav2Vec2CTCTokenizer v5 bug. #46552 is the better canonical tracker because it is open and has inbound references.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #46552 is the open report with inbound references, so it is the better canonical tracker for this bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46552 is the best issue to keep because it is the open, actively referenced tracker for the same reported problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Identical title and same bug description; these are the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pairwise duplicate call is grounded: the two issues have identical titles and matching content. However, the canonical/best-issue rationale overstates the evidence by calling issue #46552 an \"open duplicate/tracking copy\"; the packet only shows that it is open and has inbound references. A more conservative conclusion would be that #46552 is the likely better canonical tracker, not that it is proven to be a duplicate/tracking copy." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "c88b877391ea23717759e9629979f55e9805096b5076ab736867acaa95756f29", + "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": "These two issues are both about training-time failures, but they describe different underlying problems: one is a tensor size mismatch in object detection training, the other is an out-of-memory failure after several epochs in RT-DETR v2 training. They are not the same bug.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 46657 is the more specific, concrete defect report: it names the exact failure mode (tensor size mismatch) and the training context. Issue 46692 is a different symptom class (OOM over time) and is less likely to represent the same root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46657 is the best representative because it describes a single clear code-path error that is easier to triage and de-duplicate against. Issue 46692 appears to be a separate resource-usage problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different failure modes: tensor shape mismatch versus progressive out-of-memory during later epochs. They may both occur in training, but they are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "2ebc0841dbf4d1699b3b9494a50c0c6f32dd4f9d62644b83704714bc40b7f6b8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated bug reports in model loading/dispatch: one about ZeRO-3 zero.Init failing to partition a composite submodule and causing OOM, the other about 4-bit device_map/max_memory dispatch incorrectly falling back to CPU and raising ValueError.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 46822 is the more specific representative because it names the exact failing path (ZeRO-3 zero.Init), the affected composite model component, and the consequence (OOM on multi-GPU load).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is a strong standalone triage target: it has a concrete code path, clear symptom, and narrower scope than the more generic 4-bit dispatch complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Reject: they concern different failure modes and different loading mechanisms. One is ZeRO-3 partitioning of a specific composite submodule; the other is quantized 4-bit device mapping with max_memory causing CPU dispatch/ValueError. They do not look like the same underlying bug or fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46906-4", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46948|issue:46969" + ], + "prepared_review_unit_hash": "6b4b9a70210a41b41e3595aaaa37e88c0ea38a2e3e7ad1e3b20c09edd040ad9b", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4438, + "estimated_input_tokens": 1110, + "estimated_eval_tokens": 2476 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4438, + "estimated_input_tokens": 1110, + "estimated_eval_tokens": 2476 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are highly similar daily triage issues for different dates, but they are not the same underlying bug/report. They should stay separate; if one has to represent the cluster, the earliest and most referenced issue is the best anchor.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #46906 is the earliest item in the series and has the highest inbound references, so it is the strongest canonical anchor if a representative issue is needed.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46906 is the best overall representative because it is the first in the dated sequence and has the most engagement/links, even though the others appear to be separate daily triage threads.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage template and subsystem, but the dates differ and these read as separate daily integration-failure threads rather than one underlying issue." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Very similar title/body pattern, but this is a different day\u2019s triage report, so it is not the same concrete issue." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "These are recurring dated triage issues, not duplicate reports of one bug; keep them distinct." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Adjacent daily triage reports, but still separate issue instances for different dates." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Looks like the same recurring integration-failure triage series, but not the same underlying ticket." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Different dated triage threads with similar structure; not a duplicate pair for the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "47f447dedda99b1cd3ee49c1c7e1305fb975cfde07225cf454e2d99629b74de2", + "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": "Two related VibeVoice pull requests overlap heavily in filenames, but they are not the same change: 40546 is the initial VibeVoice implementation, while 42781 extends it with VibeVoice Realtime and an acoustic tokenizer. This is a related follow-up, not a duplicate.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42781 is the broader, later VibeVoice submission and includes the realtime/acoustic-tokenizer work on top of the base model integration, so it is the best representative if one PR must be chosen.", + "best_issue_reason": null, + "best_pr_reason": "42781 is the most complete VibeVoice artifact in the cluster, but it should be treated as a follow-up rather than a duplicate of 40546.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "They share the same VibeVoice foundation, but 40546 is the initial model integration and 42781 adds a distinct realtime/tokenizer extension; the code changes are related, not the same concrete fix/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": 2, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "6390a70c598f829617b29d1822d085cb1a5597e07bb366ec2bfdffa58b06a2b7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are unrelated feature additions in different models: TimesFM covariate forecasting vs. DINOv3 image classification support.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single best PR: the two pull requests target different code paths, different model families, and are not duplicates of the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and features with no shared bug/change path; they cannot 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": 3, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-13", + "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" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "01d794c07e8c5606d60282e74a1efe63455da388b31c6d50b5e05eec8c377f09", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34788, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34788, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is mostly unrelated pull requests that happen to share broad themes like model additions, auto-mapping, or utility refactors. The only true duplicate-style pair is the two `fixed_cross_entropy` PRs, which patch the same function and same issue by adding supported kwargs to `nn.functional.cross_entropy`.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the better canonical representative: it is explicitly linked to issue 43240 and contains the fuller `fixed_cross_entropy` fix, while 43254 is a smaller near-identical variant of the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best overall PR in this cluster because it is the clearest, most complete implementation of the only genuine duplicate pair and is anchored to the tracked issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Different problems: Mistral tokenizer API gaps vs. Executorch dynamic-shape export testing. Similarity is only at the level of Python/transformers infrastructure." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated changes: tokenizer methods for Mistral vs. adding a new MobileLLM model package and tests." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Both touch processor/model loading areas, but they target different models and different behavior. Not the same underlying bug or change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs bug fix is unrelated to MobileLLM model addition." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Same file theme is not enough here; one fixes loss kwargs, the other is Mistral4 test/model work." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Both involve export/model testing, but they are different code paths and different models; not mergeable as one fix." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch dynamic-shape tests and MobileLLM addition are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model support vs. class config resolution order fix are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Different models and objectives: MobileLLM addition vs. Falcon output-collection refactor." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor is unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Both are model internals, but they affect different architectures and different issues." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Different fixes: Mistral4 test adjustments vs. a CLIP-family `layrnorm` typo/weight-renaming correction." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test/model work is unrelated to chat parsing/serving changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and TDT loss-kernel integration are separate changes with no shared bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test/model changes are unrelated to config resolution ordering." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "A model-specific test fix is not the same as the broad model-creation skill PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Adding a concrete model and adding a model-creation skill are different artifacts and goals." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same underlying bug and same code path: both modify `fixed_cross_entropy` to forward supported kwargs to `nn.functional.cross_entropy` in `loss_utils.py`." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the only clearly duplicate-style pair is 43251/43254, which both patch `fixed_cross_entropy` in `src/transformers/loss/loss_utils.py` and share issue target 43240. The other pairwise rejections stay conservative and do not overclaim shared bugs beyond broad theme similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "0f7ace7a698981e6caa5718843991878edf4b059f351a6dbb3eaee89615a3362", + "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": "Both PRs are workflow-maintenance bumps, but they target different action families and different underlying upgrade goals. They overlap in files yet do not look like the same change or a single mergeable fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42975 is the clearer representative because its scope is coherent and explicit: upgrade GitHub Actions for Node 24 compatibility across workflow actions like checkout/cache/upload-artifact.", + "best_issue_reason": null, + "best_pr_reason": "PR #42975 is the best representative of the cluster because it has the more specific, well-defined maintenance goal and a broader set of related workflow updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "They are both GitHub Actions version bumps, but #42975 is about Node 24 compatibility for several JS actions, while #42976 upgrades docker/build-push-action and other actions to latest versions. Different action sets and different upgrade motives, 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": 6, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:45490", + "pull_request:46562" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:45490", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "81d3a7a736112fa50b5d59c18c2ac9868837e14e284ed1db5d5462a76fd6f1dc", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four pull requests are separate model-addition changes, not duplicates. They share generic Transformers plumbing, but each introduces a different architecture and code path.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs add different model families (ViT NEPA, Molmo, CTSM, Step3p7) rather than the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46562 is the most self-contained and fully fleshed-out representative of a model-addition PR, but it is still unrelated to the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model families (ViT NEPA vs Molmo); shared auto/docs files are just generic model-registration scaffolding." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model implementations; overlap in auto/docs changes does not indicate the same underlying bug or feature." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM introduce distinct architectures and converters/tests, so they are not the same change." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are different model additions with different modeling and processing code paths; only broad repository plumbing overlaps." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-7", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46886", + "pull_request:46922" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43291|pull_request:46922", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46922", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46922", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46922", + "pull_request:46539|pull_request:46922", + "pull_request:46886|pull_request:46922" + ], + "prepared_review_unit_hash": "db5db31f97fd18b4ed5279ee44933e86b7d6c5fa5bae70a65741af69c789b051", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19599, + "estimated_input_tokens": 4900, + "estimated_eval_tokens": 10056 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19599, + "estimated_input_tokens": 4900, + "estimated_eval_tokens": 10056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most items are unrelated PRs that only share superficial similarity (mostly test changes or vague titles). The only clear duplicate/same-change pair is the two YOLOS device-mismatch fixes, which address the same code path in the same file and could be merged together.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46922 is the best canonical PR because it is the more complete YOLOS fix: it addresses the device-mismatch path directly and includes the same no_split_modules adjustment as the earlier YOLOS PR.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46922 is the strongest representative overall: it has a concrete bug description, an explicit related issue target, and the most complete fix for that specific YOLOS failure mode.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer/test changes vs unrelated CLIP/ViT test assertions; no shared bug or code path." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode logic vs FP8 dequant/loading logic are unrelated subsystems." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper-specific fix vs generation watermarking/CI validation changes; not the same underlying issue." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tokenizer fix and YOLOS device mismatch are unrelated models and failures." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Dummy test assertions in CLIP/ViT are unrelated to Phimoe CI environment changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only CLIP/ViT PR and FP8 dequant PR address different problems." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Different scopes: test assertions vs generation config/watermarking and assorted model tests." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Unrelated test tweaks and YOLOS runtime fix do not share the same concrete bug." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequant/model-loading fix and CI memory-limit fix are distinct issues." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different code paths: FP8 quantization loading vs generation watermarking validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8 dequantization and YOLOS device placement are unrelated bugs." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation-config validation and CI runner memory patch are not the same change." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Watermarking/generation config fix and YOLOS device-mismatch fix target different failures." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "Phimoe integration-test CI tuning is unrelated to YOLOS model device placement." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both fix the same YOLOS device_map='auto' mismatch in the same model file; 46922 expands the earlier fix with the actual device move, so they plausibly merge into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: the non-YOLOS pairs are all plausibly unrelated, and the only mergeable/same-bug pair is 46886/46922, which share the same YOLOS file and issue target. The canonical PR reasoning is also supported by the diffs, since 46922 includes the earlier no_split_modules change plus the actual device move." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43451-37", + "nodes": [ + "pull_request:43451", + "pull_request:45144", + "pull_request:46180", + "pull_request:46196", + "pull_request:46266", + "pull_request:46347", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46891", + "pull_request:46895", + "pull_request:46902", + "pull_request:46903", + "pull_request:46907", + "pull_request:46908", + "pull_request:46912", + "pull_request:46920", + "pull_request:46926", + "pull_request:46927", + "pull_request:46928", + "pull_request:46935", + "pull_request:46941", + "pull_request:46949", + "pull_request:46950", + "pull_request:46951", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46961", + "pull_request:46965", + "pull_request:46970", + "pull_request:46971", + "pull_request:46973", + "pull_request:46974", + "pull_request:46975", + "pull_request:46977" + ], + "soft_pairs": [ + "pull_request:46895|pull_request:46958", + "pull_request:46903|pull_request:46958", + "pull_request:46950|pull_request:46951", + "pull_request:46950|pull_request:46970", + "pull_request:46927|pull_request:46950", + "pull_request:46927|pull_request:46951", + "pull_request:46951|pull_request:46971", + "pull_request:46970|pull_request:46971", + "pull_request:46949|pull_request:46971", + "pull_request:46951|pull_request:46970", + "pull_request:46902|pull_request:46965", + "pull_request:46180|pull_request:46347", + "pull_request:46908|pull_request:46928", + "pull_request:46907|pull_request:46926", + "pull_request:46907|pull_request:46928", + "pull_request:46926|pull_request:46928", + "pull_request:46926|pull_request:46941", + "pull_request:46941|pull_request:46970", + "pull_request:46902|pull_request:46957", + "pull_request:46907|pull_request:46941", + "pull_request:46180|pull_request:46658", + "pull_request:46954|pull_request:46965", + "pull_request:46954|pull_request:46961", + "pull_request:46928|pull_request:46941", + "pull_request:46180|pull_request:46707", + "pull_request:46954|pull_request:46977", + "pull_request:46658|pull_request:46903", + "pull_request:45144|pull_request:46912", + "pull_request:46928|pull_request:46951", + "pull_request:46907|pull_request:46927", + "pull_request:46891|pull_request:46954", + "pull_request:46908|pull_request:46951", + "pull_request:46954|pull_request:46975", + "pull_request:46926|pull_request:46927", + "pull_request:46908|pull_request:46941", + "pull_request:46903|pull_request:46970", + "pull_request:46903|pull_request:46973", + "pull_request:46658|pull_request:46902", + "pull_request:46196|pull_request:46902", + "pull_request:45144|pull_request:46196", + "pull_request:43451|pull_request:46902", + "pull_request:46973|pull_request:46974", + "pull_request:46958|pull_request:46961", + "pull_request:46958|pull_request:46973", + "pull_request:46266|pull_request:46975", + "pull_request:46935|pull_request:46957", + "pull_request:43451|pull_request:45144", + "pull_request:46958|pull_request:46977", + "pull_request:43451|pull_request:46266", + "pull_request:46912|pull_request:46935", + "pull_request:46266|pull_request:46891", + "pull_request:45144|pull_request:46658", + "pull_request:43451|pull_request:46935", + "pull_request:45144|pull_request:46707", + "pull_request:46961|pull_request:46973", + "pull_request:46961|pull_request:46974", + "pull_request:46266|pull_request:46836", + "pull_request:46707|pull_request:46935", + "pull_request:46891|pull_request:46935", + "pull_request:46658|pull_request:46970", + "pull_request:46912|pull_request:46920", + "pull_request:46707|pull_request:46920", + "pull_request:46958|pull_request:46974", + "pull_request:46974|pull_request:46977", + "pull_request:46958|pull_request:46965", + "pull_request:43451|pull_request:46920", + "pull_request:46920|pull_request:46957", + "pull_request:46836|pull_request:46920", + "pull_request:46965|pull_request:46973", + "pull_request:46891|pull_request:46974", + "pull_request:46950|pull_request:46971", + "pull_request:46949|pull_request:46950" + ], + "prepared_review_unit_hash": "19c198b97935536188611d3536686de3b3548dbc7ddac0baddfd5b16b7750980", + "component_budget": { + "node_count": 37, + "item_count": 37, + "soft_pair_count": 124, + "serialized_chars": 129586, + "estimated_input_tokens": 32397, + "estimated_eval_tokens": 65050 + }, + "budget": { + "node_count": 36, + "item_count": 36, + "soft_pair_count": 72, + "serialized_chars": 100555, + "estimated_input_tokens": 25139, + "estimated_eval_tokens": 50534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The packet has two real duplicate clusters, not just one: the CohereASR training-loss double-shift fixes, and a smaller Mamba2 OOM-related pair (46950/46971) that looks mergeable into one bugfix PR. Most other pairs are still separate subsystems, test-only churn, or unrelated model work.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "46958 is the cleanest canonical representative: it is a focused CohereASR loss-path bugfix with an explicit issue link, and its changes are narrowly scoped to the same underlying double-shift problem.", + "best_issue_reason": null, + "best_pr_reason": "46958 is still the strongest overall PR candidate because it fixes one concrete bug path with minimal scope and has the clearest issue linkage; the Mamba2 pair is a valid secondary duplicate cluster, but less canonical than the CohereASR fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR double-shift training-loss bug; both touch the same loss path and are alternative fixes for the same issue." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": true, + "reason": "The CohereASR portion is the same double-shift loss bug and same concrete code path; the extra PPFormulaNet changes do not negate the shared fix." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46951", + "accept": false, + "reason": "Both are Mamba2-related only at a high level; one changes model execution, the other changes test/loading setup, so they are not the same concrete fix." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46970", + "accept": false, + "reason": "Mamba2 OOM handling and MusicGen Melody generation are different models and different bug paths." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46950", + "accept": false, + "reason": "GLM46V input casting and Mamba2 OOM are unrelated code paths and unrelated bugs." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46951", + "accept": false, + "reason": "Different subsystems and symptoms; no shared underlying bug." + }, + { + "left": "pull_request:46951", + "right": "pull_request:46971", + "accept": false, + "reason": "PEFT integration loading and Mamba2 test OOM are unrelated; this is test/setup work, not the same code-path bug." + }, + { + "left": "pull_request:46970", + "right": "pull_request:46971", + "accept": false, + "reason": "Different models and different changes; one is generation logic, the other is a Mamba2 test dtype tweak." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46971", + "accept": false, + "reason": "Whisper/AudioFlamingo3 attention-cache changes are unrelated to Mamba2 test-loading OOM." + }, + { + "left": "pull_request:46951", + "right": "pull_request:46970", + "accept": false, + "reason": "Different models and fixes; only broad test-failure overlap, not the same underlying change." + }, + { + "left": "pull_request:46902", + "right": "pull_request:46965", + "accept": false, + "reason": "Offloading/weight-conversion save logic is unrelated to DeepSeek V4 cache handling." + }, + { + "left": "pull_request:46180", + "right": "pull_request:46347", + "accept": false, + "reason": "Both add new models, but they are distinct integrations with different code and docs." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46928", + "accept": false, + "reason": "DeepSeek V3.2 test offload fixes and BLIP2 tokenizer mapping are unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46926", + "accept": false, + "reason": "EdgeTam processor kwarg cleanup and MiniMax-M3-VL test offload fixes are unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46928", + "accept": false, + "reason": "Different models and unrelated test/config changes." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46928", + "accept": false, + "reason": "MiniMax-M3-VL and BLIP2 touch different code paths; no shared bug." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46941", + "accept": false, + "reason": "MiniMax-M3-VL test fixes and DAC output math are unrelated model bugs." + }, + { + "left": "pull_request:46941", + "right": "pull_request:46970", + "accept": false, + "reason": "DAC output-distance math and MusicGen Melody generation are unrelated model bugs." + }, + { + "left": "pull_request:46902", + "right": "pull_request:46957", + "accept": false, + "reason": "Save/offload weight conversion and generation-kernel optimization are separate infrastructure changes." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46941", + "accept": false, + "reason": "EdgeTam kwarg cleanup and DAC distance computation are unrelated." + }, + { + "left": "pull_request:46180", + "right": "pull_request:46658", + "accept": false, + "reason": "Step-3.7-Flash model work and Fun-ASR-Nano model work are different integrations." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46965", + "accept": false, + "reason": "Pytest-v9 compatibility tweak and DeepSeek V4 cache behavior are unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46961", + "accept": false, + "reason": "Pytest-v9 compatibility and workflow normalization are unrelated changes." + }, + { + "left": "pull_request:46928", + "right": "pull_request:46941", + "accept": false, + "reason": "BLIP2 tokenizer support and DAC distance fix do not address the same issue." + }, + { + "left": "pull_request:46180", + "right": "pull_request:46707", + "accept": false, + "reason": "Fun-ASR-Nano addition and native FSDP2 migration are unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46977", + "accept": false, + "reason": "Pytest-v9 model compatibility and Mllama arg renaming are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46903", + "accept": false, + "reason": "Step-3.7-Flash model support and CohereASR/PPFormulaNet loss fixes are separate bugs." + }, + { + "left": "pull_request:45144", + "right": "pull_request:46912", + "accept": false, + "reason": "MiMo-V2 model integration and RoPE test expansion are unrelated changes." + }, + { + "left": "pull_request:46928", + "right": "pull_request:46951", + "accept": false, + "reason": "BLIP2 tokenizer mapping and PEFT integration loading are unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46927", + "accept": false, + "reason": "EdgeTam and GLM46V fixes affect different models and code paths." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46954", + "accept": false, + "reason": "CI workflow updates and pytest-compatibility fixes are different concerns." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46951", + "accept": false, + "reason": "DeepSeek V3.2 test offload issues and PEFT loading behavior are unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46975", + "accept": false, + "reason": "Pytest-v9 compatibility and documentation typo fixes are unrelated." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46927", + "accept": false, + "reason": "Different models, different fixes, no shared bug." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46941", + "accept": false, + "reason": "Test offload setup and DAC output math are unrelated." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46970", + "accept": false, + "reason": "CohereASR/PPFormulaNet loss fix and MusicGen Melody generation fix are separate bugs." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46973", + "accept": false, + "reason": "Training-loss bugfixes and TimesFm2_5 moving-average fix are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46902", + "accept": false, + "reason": "Step-3.7-Flash model work and offloading/weight-conversion infrastructure are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46902", + "accept": false, + "reason": "SDPA dispatch support and offloading/save-weight conversion are different feature areas." + }, + { + "left": "pull_request:45144", + "right": "pull_request:46196", + "accept": false, + "reason": "MiMo-V2 model addition and wav2vec2 SDPA support are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46902", + "accept": false, + "reason": "Molmo2 model addition and offloading/save-weight conversion are unrelated." + }, + { + "left": "pull_request:46973", + "right": "pull_request:46974", + "accept": false, + "reason": "TimesFm2_5 moving-average fix and MusicGen typo fix are unrelated." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46961", + "accept": false, + "reason": "CohereASR loss fix and Serge branch-normalization workflow are unrelated." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46973", + "accept": false, + "reason": "Different models and bugs; only superficial PR-fix overlap." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46975", + "accept": false, + "reason": "DINOv2 modernization and Gemma 4 docs cleanup are unrelated." + }, + { + "left": "pull_request:46935", + "right": "pull_request:46957", + "accept": false, + "reason": "Trackio callback teardown and generation optimization are unrelated subsystems." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45144", + "accept": false, + "reason": "Molmo2 and MiMo-V2 are separate model integrations." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46977", + "accept": false, + "reason": "CohereASR loss fix and Mllama arg rename are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46266", + "accept": false, + "reason": "Molmo2 model addition and DINOv2 modernization are distinct efforts." + }, + { + "left": "pull_request:46912", + "right": "pull_request:46935", + "accept": false, + "reason": "RoPE tests and Trackio callback behavior are unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46891", + "accept": false, + "reason": "DINO modernization and CI workflow changes are unrelated." + }, + { + "left": "pull_request:45144", + "right": "pull_request:46658", + "accept": false, + "reason": "MiMo-V2 and Step-3.7-Flash are different model integrations." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46935", + "accept": false, + "reason": "Molmo2 model addition and Trackio callback fix are unrelated." + }, + { + "left": "pull_request:45144", + "right": "pull_request:46707", + "accept": false, + "reason": "MiMo-V2 model addition and FSDP2 migration are unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46973", + "accept": false, + "reason": "Workflow normalization and TimesFm2_5 bugfix are unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46974", + "accept": false, + "reason": "Workflow normalization and MusicGen typo fix are unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46836", + "accept": false, + "reason": "DINOv2 modernization and Unlimited OCR model addition are different changes." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46935", + "accept": false, + "reason": "FSDP2 migration and Trackio callback behavior are unrelated." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46935", + "accept": false, + "reason": "CI caller changes and Trackio callback fix are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46970", + "accept": false, + "reason": "Step-3.7-Flash model work and MusicGen Melody generation fix are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:46920", + "accept": false, + "reason": "RoPE test coverage and mistral-common version bump are unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46920", + "accept": false, + "reason": "FSDP2 migration and mistral-common API adaptation are unrelated." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "CohereASR loss fix and MusicGen typo fix are unrelated." + }, + { + "left": "pull_request:46974", + "right": "pull_request:46977", + "accept": false, + "reason": "MusicGen typo fix and Mllama arg rename are unrelated." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46965", + "accept": false, + "reason": "CohereASR loss bugfix and DeepSeek V4 cache behavior are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46920", + "accept": false, + "reason": "Molmo2 model addition and mistral-common API adaptation are unrelated." + }, + { + "left": "pull_request:46920", + "right": "pull_request:46957", + "accept": false, + "reason": "Dependency bump for voxtral_realtime and generation optimization are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46920", + "accept": false, + "reason": "Unlimited OCR model addition and mistral-common API adaptation are unrelated." + }, + { + "left": "pull_request:46965", + "right": "pull_request:46973", + "accept": false, + "reason": "DeepSeek V4 cache support and TimesFm2_5 moving-average fix are unrelated." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46974", + "accept": false, + "reason": "CI workflow changes and MusicGen typo fix are unrelated." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46971", + "accept": true, + "reason": "Same Mamba2 OOM/root-cause area: one changes the model code path, the other adjusts the test/load path; they are plausibly mergeable into one bugfix PR." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is too strong for the packet. In particular, it says the only clear duplicate cluster is CohereASR, but the packet also marks pull_request:46950 and pull_request:46971 as a deterministic-accept soft pair: both are Mamba2 OOM fixes, and the changes look plausibly mergeable into one bugfix PR. Rejecting that pair as unrelated overstates the separation. The CohereASR verdicts are more defensible, but the overall clustering is not conservative enough." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 35, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43451-37", + "nodes": [ + "pull_request:43451", + "pull_request:46196", + "pull_request:46266", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46891", + "pull_request:46907", + "pull_request:46908", + "pull_request:46912", + "pull_request:46926", + "pull_request:46927", + "pull_request:46949", + "pull_request:46951", + "pull_request:46957", + "pull_request:46961", + "pull_request:46965", + "pull_request:46968", + "pull_request:46970", + "pull_request:46971", + "pull_request:46973", + "pull_request:46975", + "pull_request:46977" + ], + "soft_pairs": [ + "pull_request:46949|pull_request:46951", + "pull_request:46927|pull_request:46949", + "pull_request:46927|pull_request:46971", + "pull_request:46949|pull_request:46970", + "pull_request:46927|pull_request:46970", + "pull_request:46908|pull_request:46926", + "pull_request:46907|pull_request:46908", + "pull_request:46266|pull_request:46957", + "pull_request:43451|pull_request:46836", + "pull_request:46658|pull_request:46836", + "pull_request:46973|pull_request:46977", + "pull_request:46891|pull_request:46957", + "pull_request:46891|pull_request:46975", + "pull_request:43451|pull_request:46658", + "pull_request:46658|pull_request:46975", + "pull_request:43451|pull_request:46891", + "pull_request:46658|pull_request:46707", + "pull_request:46707|pull_request:46891", + "pull_request:46196|pull_request:46836", + "pull_request:43451|pull_request:46707", + "pull_request:46836|pull_request:46891", + "pull_request:46836|pull_request:46957", + "pull_request:46707|pull_request:46975", + "pull_request:46961|pull_request:46977", + "pull_request:46707|pull_request:46836", + "pull_request:46961|pull_request:46965", + "pull_request:46957|pull_request:46965", + "pull_request:46707|pull_request:46957", + "pull_request:46968|pull_request:46975", + "pull_request:46965|pull_request:46977", + "pull_request:46912|pull_request:46957", + "pull_request:46957|pull_request:46968", + "pull_request:43451|pull_request:46196", + "pull_request:46957|pull_request:46975", + "pull_request:43451|pull_request:46912", + "pull_request:43451|pull_request:46957", + "pull_request:46891|pull_request:46968", + "pull_request:43451|pull_request:46975", + "pull_request:46891|pull_request:46912", + "pull_request:46836|pull_request:46912", + "pull_request:46707|pull_request:46968", + "pull_request:43451|pull_request:46968", + "pull_request:46196|pull_request:46975", + "pull_request:46196|pull_request:46891", + "pull_request:46196|pull_request:46707", + "pull_request:43451|pull_request:46965", + "pull_request:46961|pull_request:46975", + "pull_request:46975|pull_request:46977", + "pull_request:46957|pull_request:46961", + "pull_request:46891|pull_request:46961", + "pull_request:46957|pull_request:46977", + "pull_request:46891|pull_request:46977" + ], + "prepared_review_unit_hash": "31c91ff4abf07c84b9bb00b353b4d348b80c02c1108503f4ea64d090caa26e3d", + "component_budget": { + "node_count": 37, + "item_count": 37, + "soft_pair_count": 124, + "serialized_chars": 129586, + "estimated_input_tokens": 32397, + "estimated_eval_tokens": 65050 + }, + "budget": { + "node_count": 23, + "item_count": 23, + "soft_pair_count": 52, + "serialized_chars": 67331, + "estimated_input_tokens": 16833, + "estimated_eval_tokens": 33922 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: it mixes unrelated model additions, test-only fixes, docs edits, and CI/infra changes. I found no pair that is clearly the same underlying bug or change, so no soft edge should be accepted.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the items are heterogeneous and do not represent one shared fix or feature.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good global representative because the cluster spans unrelated changes across many models and subsystems.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46949", + "right": "pull_request:46951", + "accept": false, + "reason": "Different models and fixes: Whisper/AudioFlamingo3 cache handling vs PEFT integration loading behavior." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46949", + "accept": false, + "reason": "Unrelated test failures in different model families with different code paths." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46971", + "accept": false, + "reason": "Different issues: GLM46V model casting/forward handling vs Mamba2 test load arguments." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46970", + "accept": false, + "reason": "Different model-specific generation fixes; not the same bug or patch." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46970", + "accept": false, + "reason": "Distinct model bugs in unrelated architectures." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46926", + "accept": false, + "reason": "Both are load_error test workarounds, but for different models and failure details; not mergeable into one PR." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46908", + "accept": false, + "reason": "Different model families and different fixes; only both are integration-test related." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "Modernizing DINO conversion/support is unrelated to FP8 generation optimization." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46836", + "accept": false, + "reason": "Two separate model additions, not the same model or change." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Step 3.7 Flash scaffolding is unrelated to Unlimited OCR model addition." + }, + { + "left": "pull_request:46973", + "right": "pull_request:46977", + "accept": false, + "reason": "TimesFm2_5 bug fix vs Mllama arg-name deprecation; no shared underlying change." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46957", + "accept": false, + "reason": "CI PEFT integration workflow changes are unrelated to generation/runtime FP8 logic." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46975", + "accept": false, + "reason": "CI workflow changes and documentation typo fixes are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46658", + "accept": false, + "reason": "Different new model workstreams with no shared bug or feature." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46975", + "accept": false, + "reason": "Step 3.7 Flash implementation is unrelated to docs typo cleanup." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46891", + "accept": false, + "reason": "Model addition vs CI workflow; not the same underlying change." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46707", + "accept": false, + "reason": "New model implementation and FSDP2 migration are unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46891", + "accept": false, + "reason": "FSDP2 migration work is unrelated to PEFT CI branch/workflow changes." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46836", + "accept": false, + "reason": "Wav2Vec2 SDPA dispatch and Unlimited OCR model addition are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46707", + "accept": false, + "reason": "Molmo2 model addition and FSDP2 module migration are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46891", + "accept": false, + "reason": "Model addition vs CI workflow; no shared code path." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46957", + "accept": false, + "reason": "Unlimited OCR model addition is unrelated to FP8 generation optimization." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46975", + "accept": false, + "reason": "FSDP2 migration and docs typo fixes are unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46977", + "accept": false, + "reason": "Workflow normalization and Mllama argument deprecation are unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46965", + "accept": false, + "reason": "Branch normalization workflow and DeepSeek V4 use_cache support are unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46965", + "accept": false, + "reason": "Different DeepSeek V4 cache/generation behavior versus FP8 routing optimization." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46957", + "accept": false, + "reason": "Both touch generation-related code, but one is FSDP2 migration and the other is FP8 decode optimization; not the same bug." + }, + { + "left": "pull_request:46968", + "right": "pull_request:46975", + "accept": false, + "reason": "Docs autolink cleanup and Gemma typo fixes are separate documentation changes." + }, + { + "left": "pull_request:46965", + "right": "pull_request:46977", + "accept": false, + "reason": "DeepSeek V4 cache semantics and Mllama deprecation rename are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:46957", + "accept": false, + "reason": "RoPE test coverage changes are unrelated to FP8 generation kernel behavior." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46968", + "accept": false, + "reason": "Runtime kernel optimization vs documentation autolink cleanup." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46196", + "accept": false, + "reason": "Model addition and wav2vec2 SDPA dispatch are unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46975", + "accept": false, + "reason": "FP8 generation optimization and documentation typo fixes are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46912", + "accept": false, + "reason": "Molmo2 model addition and RoPE test changes are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46957", + "accept": false, + "reason": "New model addition vs generation runtime optimization; different concerns." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46968", + "accept": false, + "reason": "CI workflow changes and docs autolink cleanup are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46975", + "accept": false, + "reason": "Molmo2 addition and Gemma docs typo fixes are unrelated." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46912", + "accept": false, + "reason": "CI workflow changes do not match RoPE test updates." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46912", + "accept": false, + "reason": "Unlimited OCR model addition and RoPE test fixes are unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46968", + "accept": false, + "reason": "FSDP2 migration and docs autolink cleanup are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46975", + "accept": false, + "reason": "Wav2Vec2 SDPA dispatch and Gemma typo fixes are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46891", + "accept": false, + "reason": "Wav2Vec2 model dispatch changes are unrelated to PEFT CI workflow edits." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46707", + "accept": false, + "reason": "Different subsystems: wav2vec2 SDPA dispatch versus FSDP2 infrastructure." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46965", + "accept": false, + "reason": "Molmo2 addition and DeepSeek V4 cache support are unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46975", + "accept": false, + "reason": "Automated branch normalization workflow and docs typo cleanup are unrelated." + }, + { + "left": "pull_request:46975", + "right": "pull_request:46977", + "accept": false, + "reason": "Documentation typo fix and Mllama API rename are unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46961", + "accept": false, + "reason": "FP8 generation optimization and workflow normalization are unrelated." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46977", + "accept": false, + "reason": "CI workflow changes and Mllama deprecation-rename changes are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "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": "86dee1cef376a11f97e3523b2f57b794f2123afbbb3d1cbddc8013bc1282bb42", + "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": "These are three unrelated '[don't merge]' PRs that only share superficial similarity in repo-bot/workflow/test-area edits. No duplicate cluster is justified.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: one tweaks setup/versioning/dependency/test files, the other changes a security-gate workflow trigger. Not the same underlying fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "One is a packaging/version/dependency test PR; the other rewrites several CI/workflow files plus testing utilities. Only broad repo-bot/test overlap, not one concrete bug." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch workflows, but one is about self-comment/self-scheduled/slack automation while the other is a pull_request_target-to-pull_request security gate change. Distinct code paths and purposes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "f948ff0c4ab6982de5ae7b352725dc347575689452a93330e8c986825e0f97f5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different feature PRs for two different pipelines: Promptable Concept Segmentation vs Promptable Visual Segmentation. They share docs/registration scaffolding, but they do not appear to fix the same concrete code-path problem and should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other; if forced to pick a representative, PR 43613 is the broader implementation because it touches more model integrations and tests, but it is still a separate feature from PR 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features and code paths: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. Shared docs/auto-registration files are just infrastructure overlap, not evidence of the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "ff660d3591503d12c89d266c702a500c5f866b0c62e3250785282751a719053c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests both touch `trainer.py`, but they address different Trainer extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. 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Shared file/subsystem alone is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "de56b76a1dd0345e2fb684432e85a31e11392aecdf3e95e80e3dba080d46efa4", + "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": "Both PRs touch the same file and the same general annotation/NameError area in the CLI, but they address different concrete cases and should not be merged as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43656 is the broader, earlier fix for runtime annotation NameErrors in `src/transformers/cli/serve.py`, and its `from __future__ import annotations` change likely subsumes the TypeAdapter typing issue.", + "best_issue_reason": null, + "best_pr_reason": "PR 43656 is the best representative of the cluster because it fixes the underlying annotation-evaluation problem more generally, whereas PR 43842 is a narrower pydantic-specific adjustment.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Reject: both are in `serve.py` and involve NameError-prone type annotations, but 43656 is a broader forward-annotations cleanup while 43842 is specifically about `TypeAdapter` when pydantic is absent; they are related but not the same concrete 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": 13, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + 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"summary": "This cluster is a broad family of output-tracing refactors across many models, not one shared bug. Only the same-model GPT-J and GPT-Neo pairs look like true duplicates; most other soft links are just topical similarity around the same tracking issue.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best representative of the repeated GPT-J/CodeGen tracing refactor: it targets the shared decorator-based output-capture change, touches the relevant code paths, and is the clearest later variant of the same implementation family.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest stand-alone exemplar of the shared GPT-J/CodeGen output-tracing change; it is concrete, code-path specific, and closest to a mergeable final form among the duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths (Cvt/FNet vs GPT-J); shared issue target alone is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models and refactor targets; 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The overlap is only in shared Hugging Face integration files, which is too generic to indicate 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": 17, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44965-2", + "nodes": [ + "pull_request:44965", + "pull_request:46845" + ], + "soft_pairs": [ + "pull_request:44965|pull_request:46845" + ], + "prepared_review_unit_hash": "9022fb27bc1d4aa83cb42bfcf40843a2f186830df88abaa6c5d7315c8ab2f954", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4219, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4219, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are unrelated: one rewrites a docs workflow to convert PRs to draft, while the other tweaks CI routing and includes an unrelated code insertion. They should not be clustered as the same change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46845 is the more coherent representative of the cluster because it has a clear CI-related intent ('Try smaller group') and a consistent workflow change, whereas PR 44965 is a sparse, odd draft-workflow edit with no clear connection to the other PR.", + "best_issue_reason": null, + "best_pr_reason": "PR 46845 is the best standalone representative for the cluster since it is the only PR with a recognizable, actionable CI adjustment; PR 44965 appears unrelated and less substantive.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44965", + "right": "pull_request:46845", + "accept": false, + "reason": "Different underlying changes: 44965 edits a documentation workflow to convert PRs to draft, while 46845 changes CI branch routing and includes an unrelated model file edit. They 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": 18, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "75fc0f97bec8b2511aa4afc76cc6baaebcd33441bfff4df6b2c441fc137a537b", + "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 PRs are related by the general theme of module/kernel fusion, but they target different layers and different concrete changes: one introduces a generic Module Fusion API, while the other wires in n-to-1 kernel fusion through KernelConfig and model loading. They do not look mergeable as one PR or the same underlying change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the more concrete end-user feature: it modifies kernel config, model loading, and integration code to enable a specific fusion path. PR #44979 is a separate foundational API addition, so it is not the best representative of the combined cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the stronger cluster representative because it has a clear, specific code-path change and user-facing integration points, whereas PR #44979 is a separate generic API layer and not the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different scope and implementation: #44979 adds a new generic Module Fusion API, while #45363 implements n-to-1 kernel fusion via KernelConfig and model/integration changes. They are related concepts but not the same underlying fix/change 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": 19, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "5684ddcddc7ed0acb5d8f91f9206e25485f1fc5815b1a14bce58d78bc8c45154", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same Mistral regex patching AttributeError in the same file, with near-identical code changes; 45317 is the more complete version because it adds tests.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "45317 is the stronger canonical PR: it implements the same fix as 45086 but also includes test coverage, making it the more complete and reviewable change.", + "best_issue_reason": null, + "best_pr_reason": "45317 is the best overall PR because it addresses the same concrete bug fix and adds tests, whereas 45086 is just the bare code change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in _patch_mistral_regex, same target file, and the diffs are materially the same aside from added tests in 45317." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "69305fa655507649d3c8ba76227521d99f3557d347fd2cc9d4472ecb16e9baf9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related NemotronH refactors, but they address different layers of the model rollout: one focuses on GraniteMoeHybrid-style inheritance and conversion mapping, while the other splits NemotronH into dense/sparse variants and updates docs/auto-mapping. They are not duplicates.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the broader, more complete implementation: it introduces the dedicated NemotronHDense/NemotronHSparse paths, updates docs and auto mappings, and turns NemotronH into a dispatcher over the new variants.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the best representative of the cluster because it appears to be the main architectural change, while PR 45115 is a narrower refactor/conversion-mapping step.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related NemotronH work, but not the same concrete change: 45115 is about GraniteMoeHybrid-compatible refactoring and weight conversion mapping, whereas 45569 adds dedicated dense/sparse model variants and a dispatcher split. They 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": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "a5b3edef82ad73fb4c438a98e9235afc3d291133cd8806aabcc10a8e872cd1ba", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5953, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5953, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests work on the same heterogeneous-models feature area and even share several files, but they are not the same change: #45333 is the per-layer configuration slice, while #45332 expands into broader heterogeneous model modeling support beyond configuration. This looks like a feature split/subset relationship, not a duplicate PR pair.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45332 is the broader, more complete PR: it includes the per-layer configuration work plus additional modeling/cache/masking integration, so it is the better canonical representative of the feature cluster.", + "best_issue_reason": null, + "best_pr_reason": "#45332 is the strongest single PR to point users to because it covers the broader end-to-end heterogeneous-model support rather than only the configuration subcomponent.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "They are related feature work, but not the same underlying code-path problem. #45333 focuses on per-layer configuration support, while #45332 extends into broader heterogeneous modeling integration; the overlap is from shared feature scope, not a duplicate change that should 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": 22, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "8b29891a014b34e417cf8f850d5b2837c77dea772d43de582410915c712aa2b5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are typing-related PRs, but they address different changes: #45415 enables/extends type checking across many transformer files, while #45425 adds typing helpers/protocols for specific integrations and utilities. They overlap on some files, but not on the same underlying fix/change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45415 is the broader, more representative typing-enablement change across the codebase, so it is the better canonical representative of this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45415 is the strongest standalone representative because it covers the main type-checking rollout and touches the widest relevant surface area.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Related only by general typing cleanup and a few shared files; they fix different typing problems and would not plausibly merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "f255fb7f7eaed8984ace0e124d1da9aad35a525852604ff0d01be58bcc3684c0", + "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 both EP-related pull requests, but they fix different bugs in different loading paths: one targets distributed config serialization/`has_ep` for DeepSpeed ZeRO-3 loading, while the other prevents expert parameters from being overwritten during FSDP2/sharded loading. They are similar in theme, not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No duplicate canonical PR here. If a representative PR is needed, 45662 is the stronger exemplar because it addresses a single concrete overwrite bug in the load path; 45548 is a separate compatibility fix around config handling and EP detection.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both concern expert parallelism and loading, but 45548 fixes distributed config serialization/`has_ep` for ZeRO-3, whereas 45662 fixes experts being overwritten by rank-0 broadcast in a different FSDP2/sharding path. Different bug, different code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "07f3c7229ecc0d5699563f205495532dc52c89b8bc5b01d23bc8d2807e0f6697", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related PRs address xdist/captured_info logging, but they are not the same concrete change: one fixes the producer path in testing_utils, while the other also changes CI workflow log collection.", + "confidence": 0.67, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the broader, more representative patch: it includes the xdist-safe logging change and the CI workflow update to collect multiple captured_info files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 best represents the cluster because it covers the full end-to-end xdist logging problem, including artifact generation and CI retrieval.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": false, + "reason": "Related and sharing the same issue target, but not a duplicate: 45639 only changes the testing_utils output path logic, while 45645 also changes the CI workflow to read multiple captured_info files. These are adjacent fixes on producer vs consumer paths and could coexist in one larger PR, but they are not the same exact 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": 25, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "ed6e28af1765a5af2d241332bef908d9952fdab61fa042082b122c87053497a8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated linter/chore PRs. PR 45720 adds TRF003-related `can_return_tuple` handling across multiple model forwards, while PR 46259 adds a different TRF018 modeling rule with broad initialization changes. The overlap in touched model files is incidental, not the same underlying fix.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate here; if one PR must represent the cluster, PR 45720 is the narrower, more concrete code-path change, while PR 46259 is a separate lint-rule implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR 45720 is the better representative of the pair because it is a focused implementation of one concrete rule across forward methods; PR 46259 addresses a different linter rule and should not be merged with it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different lint rules and different fixes: TRF003 tuple-return handling vs TRF018 weight-init modeling changes. Shared model filenames are not enough to make these the same 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": 26, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "e8ca266c3ffc1524cbac9a55c551b0588219147fdf632f29eefaabf860064f4d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not duplicates: one is a broad model/CI change with telemetry secrets and model code tweaks, while the other is a test migration adding kernel/model tests. They do not appear to fix the same code-path problem or merge into one coherent change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45932 is the broader functional change and the more likely representative of the cluster: it touches CI/workflow plumbing and multiple model files, whereas #46100 is a focused test migration.", + "best_issue_reason": null, + "best_pr_reason": "PR #45932 is the best single representative because it has the wider product/code impact and is not merely test scaffolding.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Both are test-adjacent, but they address different things: #45932 changes CI secrets and model implementation/config defaults, while #46100 migrates/ \u0561\u057e\u0565\u056cds tests. No shared concrete bug or change target is evident." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "d4c50e01670fa10185893d2f152a5f8da77dfc9295a3721b2b759b1359524c50", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two open PRs in the distributed stack, but they are not the same underlying change. PR #46126 is a focused EP/Trainer integration, while PR #46269 is a broad distributed-branch base touching many unrelated areas. The shared files are too generic to justify deduping.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the better canonical PR for this cluster because it is the more focused, concrete change set centered on EP + Trainer integration. PR #46269 is a broad umbrella branch with many distributed/FSDP/MoE edits and is not a clean representative of a single bugfix or feature.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best representative artifact here: its scope is narrower and the intent is explicit. PR #46269 is too sprawling to serve as a good canonical duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Overlap in distributed filenames does not mean same change. #46126 adds EP routing/trainer integration, while #46269 is a large base-branch distributed refactor spanning FSDP, MoE, CI, and many unrelated modules. They do not look 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": 29, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563", + "pull_request:46504|pull_request:46716", + "pull_request:46432|pull_request:46716" + ], + "prepared_review_unit_hash": "22a0d4209244cac0382256a95915103d4a543abd427c938af9ad807d7bf4af30", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26672, + "estimated_input_tokens": 6668, + "estimated_eval_tokens": 13592 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26672, + "estimated_input_tokens": 6668, + "estimated_eval_tokens": 13592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is over-broad: it groups several unrelated workflow-maintenance PRs, and even the multiple pr-ci-security-gate.yml updates make different changes. None of the soft pairs looks like the same underlying fix/change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a good canonical representative because the items span different workflows and the pr-ci-security-gate.yml entries address different concerns (permissions, checkout/ref handling, reusable-workflow hardening, secrets handling).", + "best_issue_reason": null, + "best_pr_reason": "There is no strong global best PR for the cluster since it is not a true duplicate set; any representative would mislead because the changes are heterogeneous.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different changes; one updates self-comment-ci command piping, the other hardens ssh-runner downloads and env handling." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflows; self-comment-ci command invocation versus pr-ci-security-gate permission/approval logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and different purposes; no shared code-path bug." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows; one is self-comment-ci scripting, the other changes secrets handling in pr-ci-security-gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and behavior; build-ci-docker-images command quoting is unrelated to self-comment-ci." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and distinct behavior changes in ssh-runner versus benchmark_v2." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow files; ssh-runner hardening is unrelated to anti-slop permissions." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and unrelated fixes; ssh-runner versus assign-reviewers checkout ref." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and problems; ssh-runner changes are not the same as pr-ci-security-gate changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and unrelated changes; no shared underlying bug." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow YAML updates, but they fix different workflows and different behaviors; not duplicates." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and unrelated CI settings changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different fixes; anti-slop permissions versus build-ci image trigger quoting." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and unrelated changes; anti-slop permissions is not the same issue as pr-ci-security-gate hardening." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and different functionality; assign-reviewers checkout ref versus benchmark dispatch support." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and distinct CI logic changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and unrelated concerns; no same code-path problem." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different trigger logic; not the same fix." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows; benchmark dispatch support is unrelated to pr-ci-security-gate security checks." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different underlying problems; build-ci image trigger quoting versus pr-ci-security-gate security checks." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different behavior changes; not mergeable as one duplicate fix." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different fixes in the same workflow: one adds checkout-based file scanning, the other changes permissions/approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but different fixes: one adds repo checkout and diff checks, the other adds a safety note on the reusable workflow call." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but different changes: checkout-based security checks versus replacing inherited secrets with empty secrets." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but different concerns; permissions/approval gating is not the same change as the safety-note update." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but different fixes; permissions tightening is distinct from changing secrets forwarding." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but one adds commentary about workflow safety while the other changes secrets behavior; not the same underlying change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and distinct CI hardening changes; not duplicates." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and unrelated changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different problems; no shared code-path fix." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and unrelated changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:46546" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:46546" + ], + "prepared_review_unit_hash": "ba01073cbabb4b03f7a68bea62f1846ebece601208dd07b7c735e6cb4822f160", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4851, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4851, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same sliding-window right-boundary off-by-one bug in Moonshine streaming; PR 46546 is the broader, more complete fix and also covers Gemma4 plus tests.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the better canonical PR because it includes the Moonshine streaming boundary fix plus the related Gemma4 correction and test coverage, making it the more complete superset of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 is the strongest representative of the underlying bug/fix set: same boundary correction as 46310, but expanded to another affected model and accompanied by tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Both PRs correct the same right-window boundary condition (`-dist <= right_window_size` vs `<`) in the Moonshine streaming mask; 46546 simply broadens the same fix to Gemma4 and adds tests, so they are 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": 32, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46376-5", + "nodes": [ + "pull_request:46376", + "pull_request:46417", + "pull_request:46425", + "pull_request:46509", + "pull_request:46917" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417", + "pull_request:46376|pull_request:46425", + "pull_request:46425|pull_request:46509", + "pull_request:46425|pull_request:46917" + ], + "prepared_review_unit_hash": "6444fa4c2acd61bfc5b04b3750f1ab9f58ed03c24c590458ad44b5bf278cf9f4", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 13751, + "estimated_input_tokens": 3438, + "estimated_eval_tokens": 7132 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 13751, + "estimated_input_tokens": 3438, + "estimated_eval_tokens": 7132 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes continuous-batching multimodal work, two unrelated new model integrations, another model integration, and a deprecation cleanup. The soft similarity links are too broad to indicate duplicate PRs.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical PR: the items are not the same change set or bugfix, so there is no single PR that should represent the cluster as a duplicate.", + "best_issue_reason": null, + "best_pr_reason": "46425 is the cleanest standalone representative if one must be picked: it is a self-contained model addition with docs, auto-mapping, and tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different features in different code paths: continuous batching multimodal support vs. adding the HunYuan VL model." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46425", + "accept": false, + "reason": "Unrelated scopes: continuous batching infrastructure changes vs. adding RADIO model support." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46509", + "accept": false, + "reason": "Both are model-addition PRs, but for different models and implementations; not the same underlying change." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46917", + "accept": false, + "reason": "Different work entirely: new RADIO model support vs. removing deprecated args / image-processor API cleanup." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "6eb9cb486a52589cb8134150e1b969383a07b1929e598b3d473638ecdaf3905c", + "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": "Two open PRs in the cluster address different bugs in different code paths: one fixes CodeLlama tokenizer decoding/leading-space stripping, the other fixes DeepSeek-Coder/DeepSeek-LLM tokenizer-class selection in AutoTokenizer. They are not duplicates and should stay separate.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different models and failures: CodeLlama decode stripping vs DeepSeek auto-tokenizer misclassification. They touch separate files and fixes are not 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": 34, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46603-2", + "nodes": [ + "pull_request:46603", + "pull_request:46604" + ], + "soft_pairs": [ + "pull_request:46603|pull_request:46604" + ], + "prepared_review_unit_hash": "6221b09d265a41fb007707248ab900a5b935e180c2cccbb664a58db5c74267ae", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5496, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5496, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different Mistral PRs: one refactors/moves MistralConverter into the integrations package, while the other adds tekken tokenizer detection, conversion, and save utilities. They share files because they touch the same Mistral tokenizer codepath, but they do not appear to be the same change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46604 is the more substantial and representative Mistral tokenizer change; PR #46603 is a narrower refactor that relocates existing converter code.", + "best_issue_reason": null, + "best_pr_reason": "PR #46604 is the best anchor for this cluster because it introduces the new tokenizer functionality, whereas PR #46603 is just an organizational move of converter code.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Different underlying changes: #46603 moves MistralConverter into integrations/mistral, while #46604 adds tekken tokenizer detection/conversion/save behavior. Shared files alone are not enough to treat them as the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46933-2", + "nodes": [ + "pull_request:46933", + "pull_request:46942" + ], + "soft_pairs": [ + "pull_request:46933|pull_request:46942" + ], + "prepared_review_unit_hash": "d8eff921ea07efc648fa1c4f1d516b81c4521f1e4fdb8dedcd8408372620e3d7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4372, + "estimated_input_tokens": 1093, + "estimated_eval_tokens": 2442 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4372, + "estimated_input_tokens": 1093, + "estimated_eval_tokens": 2442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate model-specific fixes for the same general anti-pattern (casting activations to quantized weight dtypes), but they affect different code paths and cannot be treated as duplicates: Gemma4 vision/audio embedders vs. TimesFM 2.5 ResidualBlock.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single best PR for deduplication: both PRs are valid but target different models and different forward paths, so neither can serve as the canonical duplicate of the other.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46933", + "right": "pull_request:46942", + "accept": false, + "reason": "Same high-level dtype-cast pattern, but different model families, different filenames, and different concrete bugs; they are not the same underlying change 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 + } + ] +} diff --git a/snapshots/20260630T120021Z/analysis-runs/hybrid-model-20260630t120021z/manifest.json b/snapshots/20260630T120021Z/analysis-runs/hybrid-model-20260630t120021z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0298407c817230e4ac5cc60587bc2accac5acf61 --- /dev/null +++ b/snapshots/20260630T120021Z/analysis-runs/hybrid-model-20260630t120021z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260630t120021z", + "artifacts": { + "hybrid": "snapshots/20260630T120021Z/analysis-runs/hybrid-model-20260630t120021z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260630T120021Z/analysis-runs/hybrid-model-20260630t120021z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-30T12:07:02Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260630T120021Z", + "variant": "hybrid" +} diff --git a/snapshots/20260630T120021Z/manifest.json b/snapshots/20260630T120021Z/manifest.json index d5d1b96f095bdaea773e03c04b932d483ed2c675..8855f4b860d57e83412ff22896da00683bed4aef 100644 --- a/snapshots/20260630T120021Z/manifest.json +++ b/snapshots/20260630T120021Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1316 }, "extracted_at": "2026-06-30T12:00:21Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260630t120021z", + "runs": { + "hybrid-model-20260630t120021z": { + "analysis_id": "hybrid-model-20260630t120021z", + "artifacts": { + "hybrid": "snapshots/20260630T120021Z/analysis-runs/hybrid-model-20260630t120021z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260630T120021Z/analysis-runs/hybrid-model-20260630t120021z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260630T120021Z/analysis-runs/hybrid-model-20260630t120021z/manifest.json", + "model": null, + "published_at": "2026-06-30T12:07:02Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260630T120021Z", "watermark": {