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"summary": "Cluster of 2 issues and 5 PRs centered on issue #46894.", + "cluster_id": "cluster-46894-8", + "summary": "Cluster of 3 issues and 5 PRs centered on issue #46894.", "status": "open", "confidence": 0.8, "canonical_issue_number": 46894, "canonical_pr_number": 46903, "issue_numbers": [ 46894, - 46897 + 46897, + 46901 ], "pr_numbers": [ 46895, @@ -4407,69 +3856,6 @@ } ] }, - { - "cluster_id": "cluster-45488-4", - "summary": "Cluster of 2 issues and 2 PRs centered on issue #45488.", - "status": "open", - "confidence": 0.6, - "canonical_issue_number": 45488, - "canonical_pr_number": 47017, - "issue_numbers": [ - 45488, - 46489 - ], - "pr_numbers": [ - 46580, - 47017 - ], - "evidence_types": [ - "closing_reference", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46580, - "right_pr_number": 47017, - "code_similarity": 0.225, - "size_similarity": 0.275, - "file_overlap": 0.5, - "area_overlap": 0.0, - "patch_similarity": 0.13, - "shared_filenames": [ - "src/transformers/models/auto/tokenization_auto.py" - 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"cluster_id": "cluster-44018-2", + "cluster_id": "cluster-47123-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 44068, + "canonical_pr_number": 47123, "issue_numbers": [], "pr_numbers": [ - 44018, - 44068 + 47123, + 47280 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 44018, - "right_pr_number": 44068, - "code_similarity": 0.766, - "size_similarity": 0.939, + "left_pr_number": 47123, + "right_pr_number": 47280, + "code_similarity": 0.547, + "size_similarity": 0.522, "file_overlap": 1.0, - "area_overlap": 0.425, - "patch_similarity": 0.866, + "area_overlap": 0.368, + "patch_similarity": 0.093, "shared_filenames": [ - "src/transformers/models/gpt_neo/modeling_gpt_neo.py", - "tests/models/gpt_neo/test_modeling_gpt_neo.py" + "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "filename": "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py", "left_ranges": [ [ - 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"cluster_id": "cluster-45488-4", - "canonical_issue_number": 45488, - "duplicate_issue_numbers": [ - 46489 - ], - "reason": "Issues in cluster-45488-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." - }, - { - "cluster_id": "cluster-46894-7", + "cluster_id": "cluster-46894-8", "canonical_issue_number": 46894, "duplicate_issue_numbers": [ - 46897 + 46897, + 46901 ], - "reason": "Issues in cluster-46894-7 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "Issues in cluster-46894-8 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." } ], "duplicate_prs": [ @@ -7212,28 +6627,25 @@ "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-43451-17", + "cluster_id": "cluster-43451-14", "canonical_pr_number": 43451, "duplicate_pr_numbers": [ + 46376, + 46509, 46658, - 46912, - 47003, 47034, 47096, 47143, 47163, - 47166, - 47175, 47181, 47198, 47210, - 47241, - 47253, - 47255, - 47264 + 47216, + 47243, + 47255 ], "target_issue_number": null, - "reason": "PRs in cluster-43451-17 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-43451-14 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-43698-3", @@ -7261,15 +6673,6 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-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, @@ -7279,15 +6682,6 @@ "target_issue_number": 45081, "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-45488-4", - "canonical_pr_number": 47017, - "duplicate_pr_numbers": [ - 46580 - ], - "target_issue_number": 45488, - "reason": "PRs in cluster-45488-4 are treated as duplicates because they converge on issue #45488 with closing_reference, soft_similarity evidence." - }, { "cluster_id": "cluster-45561-3", "canonical_pr_number": 45645, @@ -7355,7 +6749,7 @@ "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-46894-7", + "cluster_id": "cluster-46894-8", "canonical_pr_number": 46903, "duplicate_pr_numbers": [ 46895, @@ -7364,7 +6758,16 @@ 47235 ], "target_issue_number": 46894, - "reason": "PRs in cluster-46894-7 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-46894-8 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-47077-2", + "canonical_pr_number": 47077, + "duplicate_pr_numbers": [ + 47078 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47077-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-47122-3", @@ -7376,6 +6779,24 @@ "target_issue_number": null, "reason": "PRs in cluster-47122-3 are treated as duplicates because they share soft_similarity evidence." }, + { + "cluster_id": "cluster-47123-2", + "canonical_pr_number": 47123, + "duplicate_pr_numbers": [ + 47280 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47123-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47175-2", + "canonical_pr_number": 47175, + "duplicate_pr_numbers": [ + 47283 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47175-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-47205-3", "canonical_pr_number": 47218, @@ -7387,15 +6808,15 @@ } ], "best_issue": { - "cluster_id": "cluster-46894-7", + "cluster_id": "cluster-46894-8", "issue_number": 46894, - "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 7 artifacts, and carries 1 discussion comments plus 13 inbound references.", - "score": 185.0 + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 8 artifacts, and carries 1 discussion comments plus 13 inbound references.", + "score": 195.0 }, "best_pr": { - "cluster_id": "cluster-43451-17", + "cluster_id": "cluster-43451-14", "pr_number": 43451, - "reason": "PR #43451 is the strongest global PR candidate because it is open, belongs to a cluster with 17 artifacts, links to 0 issues, and carries 480 review/discussion events.", - "score": 1243.678 + "reason": "PR #43451 is the strongest global PR candidate because it is open, belongs to a cluster with 14 artifacts, links to 0 issues, and carries 480 review/discussion events.", + "score": 1213.678 } } diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index ac70f3e64ae9ffb7788fd98a81a90b34d5c0f8a9..7170b20aafc88499d49b4145aeed2795fffa6126 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": "20260713T000021Z", - "generated_at": "2026-07-13T00:05:56Z", + "snapshot_id": "20260713T060023Z", + "generated_at": "2026-07-13T06:13:46Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -131,364 +131,412 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "b3234c3629a912cc8eefe96aef2dbe53849806945b49f3e68b4f0070d1f07a3d", + "prepared_review_unit_hash": "86314cfc079fd9ee5b689b58092b7047b6d20e44b234cb656467477af6f65ac7", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 62, - "serialized_chars": 46276, - "estimated_input_tokens": 11569, - "estimated_eval_tokens": 23394 + "serialized_chars": 46262, + "estimated_input_tokens": 11566, + "estimated_eval_tokens": 23388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly unrelated issue reports. I only see two strong duplicate subclusters: the Bert/DeepSpeed ZeRO-3 index-0 failures and the torch 2.4.1 incompatibility reports.", + "summary": "This cluster is mostly a loose collection of unrelated closed issues: model-specific runtime errors, distributed-training/ZeRO/FSDP failures, compatibility complaints, and a couple of docs cleanup reports. Only one clear duplicate pair stands out from the titles alone.", "confidence": 0.78, - "canonical_issue_reason": "issue:43596 is the clearest representative of the ZeRO-3/BERT index-0-out-of-bounds bug, and it has a near-identical duplicate in 43638.", + "canonical_issue_reason": "issue:43596 is the broadest, most canonical report of the ZeRO-3 \"index 0 is out of bounds\" BERT failure; issue:43638 appears to be the same bug with a more specific non-pretrained BERT reproduction.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best representative issue overall among the true duplicate pairs: specific, reproducible, and general enough to cover 43638.", + "best_issue_reason": "issue:43596 is the best representative issue for the only strong duplicate set in this cluster, with the clearest general wording of the underlying failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Same broad model family, but different failures: missing config attribute vs streaming chat/completions error." + "reason": "Different model families and failure modes: missing config attribute vs streaming chat/completions error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different hardware/code paths: AMD GPU failure for GPT-OSS vs MPS histogram not implemented for Int." + "reason": "Both are MoE/GPU-related, but the concrete errors and code paths differ (AMD GPU failure vs MPS histogram unsupported for Int)." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different models and symptoms: image preprocessor dtype mismatch vs GPT-OSS AMD GPU failure." + "reason": "Different symptoms and subsystems: image preprocessor dtype mismatch vs GPT-OSS running on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are runtime errors, but the model/code-path and root cause are unrelated." + "reason": "Both mention dtype/runtime problems, but they affect different models and different execution paths." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "GPT-OSS on AMD GPUs is unrelated to the Nemotron example breakage." + "reason": "Unrelated failures: AMD GPU model support vs a broken official Nemotron example." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model families and failures; no shared concrete bug path." + "reason": "Same broad MoE area, but not the same bug; one is an AMD device issue, the other is an invalid method call." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export failure are unrelated problems." + "reason": "Different problems: DeepSpeed collective mismatch vs ONNX export failure." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are different bugs." + "reason": "Both are model-specific errors, but the titles point to different bugs and code paths." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Export-time issue vs device-mapping CUDA assert; different code paths." + "reason": "ONNX export issue is unrelated to Qwen3 auto device-mapping cudaErrorAssert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and outdated RAG docs are unrelated." + "reason": "Different docs/user-facing topics: table QA crashes vs outdated RAG examples." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export error and GenerationMixin import error do not describe the same bug." + "reason": "ONNX export regression is unrelated to the GenerationMixin import error." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanups, but they reference different removed docs content and are separate documentation issues." + "reason": "Both are docs cleanups for v5 removals, but they cover different removed references and are not the same underlying issue." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL SFT embedding unpacking and resume-training-with-remote-code are unrelated failures." + "reason": "Different features and failures: Qwen3.5 embedding unpacking vs resuming training with trust_remote_code." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Different topics: remote-code resume issue vs YOLO multi-GPU device map problem." + "reason": "Resume-training remote-code issue is unrelated to multi-GPU YOLO device-map failure." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask-shape mismatch and Gemma4 PLE device mismatch are different bugs." + "reason": "Different error classes: generic mask/index shape mismatch vs Gemma4 PLE device mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexError-style reports, but one is ZeRO-3/BERT initialization and the other is a mask/tensor shape mismatch." + "reason": "Both are IndexError-style reports, but one is ZeRO-3 BERT loading and the other is a mask/tensor shape mismatch." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "BERT ZeRO-3 init bug is unrelated to the remote-code resume issue." + "reason": "Different domains: ZeRO-3 BERT initialization vs remote-code resume training." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different concrete failures: ZeRO-3/BERT index error vs mask/tensor shape mismatch." + "reason": "Shared IndexError wording only; the underlying bug and trigger are different." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask/tensor shape mismatch and Qwen3.5 video token mismatch are different problems." + "reason": "Mask/tensor shape mismatch is unrelated to Qwen3.5 video token/feature mismatch." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Remote-code resume and Nemotron example breakage are unrelated." + "reason": "Remote-code training resume and Nemotron example breakage are separate issues." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask shape mismatch and GPT-OSS TP-only failure are different code paths." + "reason": "Generic shape mismatch vs GPT-OSS MoE tensor-parallel failure are different bugs." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video StopIteration and resume-training remote-code issues are unrelated." + "reason": "Video embedding StopIteration and remote-code resume training are unrelated." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "DeepSpeed collective mismatch and Bert ZeRO-3 index error are different failures." + "reason": "Both involve distributed training, but the concrete failures differ (collective mismatch vs BERT ZeRO-3 index error)." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3/BERT initialization bug: both report index-0-out-of-bounds with a non-empty vs non-pretrained variant." + "reason": "Same ZeRO-3 BERT loading failure with the same index-0-out-of-bounds symptom; one is just a more specific reproduction." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy routing and GPT-OSS TP-only behavior are unrelated." + "reason": "Liger kernel cross-entropy call and GPT-OSS MoE tensor-parallel failure are different code paths." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "DeepSeek detokenization and LoRA merge/reload output mismatch are different bugs." + "reason": "Different model/output problems: detokenization bug vs LoRA merge/save output mismatch." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3 NVFP4 run error and LoRA merge/reload mismatch are unrelated." + "reason": "Qwen NVFP4 runtime error is unrelated to LoRA merge/save inconsistency." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral and remote-code config_class AttributeError are different issues." + "reason": "Processor failure for Voxtral is unrelated to remote-code config_class AttributeError." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed training weight-dimension error and collective mismatch are not the same failure." + "reason": "Both mention DeepSpeed, but one is a weight-shape error and the other is a collective mismatch." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Mistral-3 dtype mismatch and YOLO multi-GPU device map failure are unrelated." + "reason": "Different models and failures: Mistral-3 dtype mismatch vs YOLO multi-GPU device-map issue." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "FSDP activation-checkpoint recompute mismatch is a different bug from a mask indexing shape error." + "reason": "Activation-checkpointing/FSDP recomputation error is not the same as a mask shape mismatch." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS MoE histogram error and YOLO multi-GPU device mapping are unrelated." + "reason": "MPS histogram error in MoE is unrelated to YOLO multi-GPU device mapping." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Both involve Qwen3.5 MoE rotary embedding, but one is CPU offload incompatibility and the other is uninitialized memory after meta-to-empty materialization." + "reason": "Both involve Qwen3.5 MoE rotary embedding, but the trigger and failure mode differ (CPU offload vs uninitialized memory after materialization)." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation checkpointing/FSDP mismatch and CustomTrainer kwarg incompatibility are unrelated." + "reason": "Checkpointing/FSDP tensor recomputation bug is unrelated to CustomTrainer compute_loss signature breakage." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "BERT ZeRO-3 init bug is unrelated to GPT-OSS tensor-parallel failure." + "reason": "ZeRO-3 BERT index error and GPT-OSS tensor-parallel failure are unrelated." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Different models and distinct distributed-training failures." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method are different bugs." + "reason": "Different bugs: dtype mismatch in Mistral-3 preprocessing vs invalid method call in GraniteMoEHybrid." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video token mismatch are unrelated." + "reason": "Different model behaviors: expensive reverse embedding lookup vs video feature/token count mismatch." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen-3 NVFP4 runtime error and GPT-OSS AMD GPU failure are different problems." + "reason": "Qwen-3-8B-NVFP4 runtime error is not the same as GPT-OSS AMD GPU failure." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 config attribute issue with vLLM and Mistral tokenizer regex crash are unrelated." + "reason": "vLLM sliding_window_pattern error is unrelated to the Mistral regex patch crash." }, { "left": "issue:45800", "right": "issue:46515", - "accept": true, - "reason": "Both report the same torch 2.4.1 compatibility problem; 46515 is the shorter duplicate of 45800." + "accept": false, + "reason": "Both are torch compatibility complaints, but the titles are too generic to confirm the same concrete bug." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Gemma4 device-mapping mismatch and expensive reverse embedding lookup are separate issues." + "reason": "Device-map mismatch in Gemma4 PLE is unrelated to the reverse embedding lookup regression." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map CUDA assert are unrelated." + "reason": "Checkpointing/FSDP recomputation error is unrelated to Qwen3 auto device mapping on A800." }, { - "left": "issue:43827", - "right": "issue:44512", + "left": "issue:43425", + "right": "issue:44292", "accept": false, - "reason": "Both are docs cleanup, but one is pipeline-task references and the other is run-command references." + "reason": "Torch 2.10 incompatibility and Qwen NVFP4 runtime error are different problems." }, { - "left": "issue:43039", - "right": "issue:43828", + "left": "issue:43828", + "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy routing and Phi-tiny-MoE autocast dtype mismatch are unrelated." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same as GPT-OSS tensor-parallel failure." }, { - "left": "issue:30277", - "right": "issue:36331", + "left": "issue:43541", + "right": "issue:43716", "accept": false, - "reason": "DeepSpeed collective mismatch and compute_loss kwarg incompatibility are unrelated." + "reason": "Mixtral torch-dynamo grouped_mm tracing error is unrelated to Mistral-3 image-preprocessor dtype mismatch." }, { - "left": "issue:44918", - "right": "issue:45161", + "left": "issue:43828", + "right": "issue:44292", "accept": false, - "reason": "TRL SFT embedding unpacking and GPT-OSS tensor-parallel failure are unrelated." + "reason": "Different models and errors: autocast dtype mismatch vs Qwen NVFP4 runtime failure." }, { - "left": "issue:34634", - "right": "issue:35545", + "left": "issue:43716", + "right": "issue:45685", "accept": false, - "reason": "BarkProcessor voice_preset and ModernBERT export are unrelated." + "reason": "Mistral-3 dtype mismatch is unrelated to the MoE MPS histogram Int error." }, { - "left": "issue:45237", - "right": "issue:46015", + "left": "issue:45507", + "right": "issue:45685", "accept": false, - "reason": "GPT-OSS on AMD GPUs and outdated RAG docs are unrelated." + "reason": "Invalid method call in GraniteMoEHybrid and MPS histogram unsupported are different bugs." }, { - "left": "issue:45823", - "right": "issue:45507", + "left": "issue:44292", + "right": "issue:44918", "accept": false, - "reason": "Gemma4 device mismatch and GraniteMoEHybrid invalid method are different bugs." + "reason": "Different Qwen-related failures: NVFP4 runtime error vs embedding unpacking with TRL SFT trainer." }, { - "left": "issue:44560", - "right": "issue:46294", + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and distinct failures." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking bug is unrelated to GPT-OSS MoE tensor-parallel support." + }, + { + "left": "issue:43039", + "right": "issue:44918", "accept": false, - "reason": "Both mention video, but the errors are different: StopIteration vs feature/token count mismatch." + "reason": "Liger kernel cross-entropy routing and TRL embedding unpacking are separate issues." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3-related IndexErrors, but they affect different models and likely different root causes." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Different docs removals: pipeline task references vs transformers run command references." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Phi autocast dtype mismatch and MPS histogram Int error are unrelated." + "reason": "Autocast dtype mismatch and MPS Int histogram error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy call is unrelated to Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and compute_loss signature breakage are different failures." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP issue is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS AMD GPU failure and outdated RAG docs are not the same issue." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross-entropy issue and mask shape mismatch are different code paths." + "reason": "Liger Kernel cross-entropy routing bug is unrelated to a generic mask/tensor shape mismatch." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The two accepted pairs are strongly supported by the titles/body patterns, and the rejected soft pairs are mostly plausibly unrelated based on concrete model/path differences rather than broad similarity alone." + "feedback": "The assessment is well grounded in the packet. The canonical/representative choice of issue:43596 over issue:43638 is supported by the nearly identical ZeRO-3 BERT IndexError titles, and the cluster summary stays conservative by describing the rest as mostly unrelated or loosely related issues. The soft-edge verdicts also look appropriately cautious overall, with no obvious overclaiming." }, "evaluator_used": true, "retried": false, @@ -504,8 +552,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -601,20 +649,20 @@ "issue:41093|issue:41762", "issue:45399|issue:46661" ], - "prepared_review_unit_hash": "50d19502d53cb6f829485deba8d0ea36ea987a805bf215c0d8d2791d78170443", + "prepared_review_unit_hash": "dd3bc620272221225040adf1a90088b333ce126a3a9fd9e17fb362f4f0918a32", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39734, + "serialized_chars": 39735, "estimated_input_tokens": 9934, "estimated_eval_tokens": 20124 }, @@ -623,237 +671,237 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and does not represent one single bug. The only clear duplicate-like subclusters are the tokenizer wrong-ID regression (45812/45920) and the DeepSpeed ZeRO-3 index-out-of-bounds loading failures (41762/43596).", - "confidence": 0.87, - "canonical_issue_reason": "issue:45920 is the broader tokenizer-regression report: it covers multiple model families and explicitly frames the problem as a v4\u2192v5 regression, while issue:45812 is a narrower Granite-only instance.", + "summary": "The cluster is mostly heterogeneous. The strongest canonical issue remains the broad AutoTokenizer v5 regression (45920), with 45812 as a narrower duplicate. I corrected the overreach on 41093 \u2194 43638: those reports describe different failure contexts and should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45920 is the best umbrella issue: it describes the broad AutoTokenizer token-ID regression across multiple models and subsumes the narrower Granite-specific report in 45812.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best representative issue because it generalizes the underlying tokenizer-ID regression across several affected models and likely matches the broader fix scope.", + "best_issue_reason": "Issue 45920 is the strongest representative of the cluster\u2019s recurring regression pattern and has the broadest, most reusable description among the issues here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both are compatibility regressions, but one is torch 2.4.1 vs transformers 5.8.0 and the other is v5.9.0 with USE_DISTRIBUTED=0; different concrete failures and likely different fixes." + "reason": "Different failures: torch/transformers version incompatibility vs USE_DISTRIBUTED=0 support regression." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Different model/runtime problems: PaddleOCR-VL loading in vLLM versus distributed support breakage in v5.9.0." + "reason": "Different code paths: vLLM model load failure vs distributed-disabled PyTorch support break." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Different models and symptoms: a corrupted Ovis2 checkpoint versus missing Sam3 text encoder weights." + "reason": "Both are load failures, but for different models and different root causes." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 config attribute error with vLLM is unrelated to Qwen3 auto device-map CUDA assertion on A800." + "reason": "Unrelated symptoms: Gemma3/vLLM config attribute error vs Qwen3 auto device-map cuda assert." }, { "left": "issue:41762", "right": "issue:43596", "accept": true, - "reason": "Both report the same ZeRO-3 loading path failing with index-out-of-bounds errors during model initialization; this looks like one underlying bug affecting different models." + "reason": "Same underlying ZeRO-3 Bert loading bug: index-out-of-bounds at initialization with size-0 tensors." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they concern different documentation mismatches and unrelated content." + "reason": "Both are docs-related, but they cover different doc mismatches and should not be merged." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Completely different subsystems: AMD GPU failure for GPT-OSS versus table-question-answering crash." + "reason": "Different subsystems and failures: AMD GPU model support vs table-question-answering crash." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the USE_DISTRIBUTED=0 PyTorch compatibility regression." + "reason": "Different regressions: missing Float8 storage vs distributed-disabled build/runtime break." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel calling cross_entropy and Qwen3-vl video StopIteration are unrelated bugs." + "reason": "Liger Kernel cross-entropy dispatch issue is unrelated to the Qwen3-vl video StopIteration bug." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Different failure modes: device placement mismatch for Gemma4 PLE versus video feature/token mismatch in apply_chat_template." + "reason": "Both involve model runtime errors, but one is Gemma4 device placement and the other is Qwen video chat-template mismatch." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Voxtral processor failure and Gemma4 device mismatch are separate model-specific issues." + "reason": "Processor failure and device-map forward mismatch are different bugs." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Detokenization bug in deepseek-coder is unrelated to outdated RAG examples documentation." + "reason": "Model detokenization regression vs outdated RAG examples; not the same issue." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption for Ovis2 is unrelated to ModelOpt/NVFP4 compatibility for DiffusionGemma." + "reason": "Checkpoint corruption and NVFP4 compatibility are different problems." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to RAG docs examples." + "reason": "NemotronH checkpoint loading bug is unrelated to RAG documentation drift." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support break are different compatibility regressions with different code paths." + "reason": "Both mention version regressions, but one is remote-code model loading and the other is USE_DISTRIBUTED=0 support." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Both describe the same tokenizer wrong-ID regression in v5; 45920 is the broader multi-model report and 45812 is a narrower Granite-specific instance." + "reason": "Same AutoTokenizer v5 regression; 45920 is the broader multi-model report and 45812 is a narrower instance." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Different loading failures for different models: corrupted checkpoint versus implementation unable to load checkpoints." + "reason": "Different model-loading failures with different causes; not the same concrete bug." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to outdated RAG documentation." + "reason": "NVFP4 runtime error and docs/example updates are unrelated." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params argument incompatibility is not the same bug as the PyTorch distributed-support regression." + "reason": "bitsandbytes constructor incompatibility is unrelated to distributed-disabled PyTorch support." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but one is a Gemma3 vLLM config attribute issue and the other is a Qwen3-MoE sliding_window model issue; too different to merge." + "reason": "Both mention sliding window, but they target different models and different failure modes." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are IndexErrors, but one is a mask/tensor length mismatch and the other is a ZeRO-3 empty-tensor init failure." + "reason": "The packet shows 41093 as a mask-shape IndexError ([1406] vs [1405]), while 43638 is a ZeRO-3/Bert size-0 loading error; that is not enough to treat them as the same bug." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper model loading and table-question-answering task crashes are unrelated." + "reason": "Whisper model loading and table QA crashes are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "GLM-4.7-Flash test loading failure and Ovis2 checkpoint corruption are different model-specific problems." + "reason": "Different model load failures: GLM-4.7 unit-test issue vs corrupted Ovis2 checkpoint." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch 2.10 incompatibility and PretrainedConfig pydantic field regression are unrelated compatibility issues." + "reason": "Torch 2.10 compatibility and pydantic PretrainedConfig regression are different incompatibility classes." }, { "left": "issue:43541", "right": "issue:47228", "accept": false, - "reason": "Different compiler/tracing regressions on different models and ops; not the same concrete bug." + "reason": "Different compilation/runtime bugs on different model stacks; not one concrete code-path fix." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization bug and table-question-answering crash are unrelated." + "reason": "Detokenization regression and table QA crash do not share the same underlying bug." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper loading failure is unrelated to the PretrainedConfig pydantic regression." + "reason": "Whisper loading and pydantic config regression are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Qwen3.5-35B chat crash and streaming chat/completions failure are different Qwen issues with different symptoms." + "reason": "Both are Qwen3.5 issues, but one is chat crash and the other is streaming API failure; not clearly the same bug." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3 index-out-of-bounds loading and torch/transformers version incompatibility are different bugs." + "reason": "ZeRO-3 Bert index error is unrelated to the torch/transformers version incompatibility report." }, { "left": "issue:43541", - "right": "issue:46869", + "right": "issue:45685", "accept": false, - "reason": "Mixtral torch-dynamo grouped_mm tracing failure is unrelated to YOLO multi-GPU device-map auto failure." + "reason": "Grouped_mm tracing error and MPS histogram Int error are different MoE/runtime failures." }, { - "left": "issue:44292", - "right": "issue:45901", + "left": "issue:43541", + "right": "issue:43828", "accept": false, - "reason": "Qwen NVFP4 runtime error is unrelated to table-question-answering task crashes." + "reason": "Similar MoE/dtype context, but different models and distinct failure modes; too broad to merge." }, { - "left": "issue:39290", - "right": "issue:45823", + "left": "issue:44841", + "right": "issue:45084", "accept": false, - "reason": "Gemma3 sliding_window_pattern missing in vLLM and Gemma4 PLE device mismatch are separate model/runtime issues." + "reason": "Processor failure and template-compilation error are not the same underlying bug." }, { - "left": "issue:45464", - "right": "issue:45685", + "left": "issue:45507", + "right": "issue:46869", "accept": false, - "reason": "Streaming chat API failure and MPS histogram_mps unsupported for Int are unrelated." + "reason": "Invalid-method bug in GraniteMoEHybrid and YOLO multi-GPU device-map issue are unrelated." }, { - "left": "issue:36010", - "right": "issue:39290", + "left": "issue:43404", + "right": "issue:43866", "accept": false, - "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern issue are different regressions." + "reason": "lm_head tying bug and checkpoint corruption are different issues." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexErrors, but the tensor-shape mismatch and the ZeRO-3 empty-index failure are not the same bug." + "reason": "Both are size-0/indexing errors, but the shapes and loading contexts differ enough that they do not look like the same bug." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-Attn2 fallback gating and remote-code config_class errors are unrelated." + "reason": "Flash-attn fallback gating and remote-code AutoModel attribute errors are unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it treats the cluster as heterogeneous, and the two duplicate-like subclusters it names are well supported by the issue titles and soft-pair similarities. The accepted soft-edge pairs are also phrased cautiously enough to avoid overstating certainty." + "accept": false, + "feedback": "Most of the clustering is conservative and grounded, and the AutoTokenizer umbrella choice (45920 over 45812) looks fine. The main issue is the accepted soft-edge pair `issue:41093` \u2194 `issue:43638`: the packet gives 41093 only as a mask-shape `IndexError` ([1406] vs [1405]), while 43638 is a ZeRO-3/Bert size-0 loading error. That connection is not supported by the packet and reads too strong. I\u2019d keep that pair rejected." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -866,8 +914,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -957,250 +1005,250 @@ "issue:44918|issue:45507", "issue:45183|issue:46463" ], - "prepared_review_unit_hash": "3d3a717525507c7df32f7bfbd8cd28edf8126061c21d71d7e15354900ebec74c", + "prepared_review_unit_hash": "542c5c771b670ed4a88103210a6db800392fe722d63bda486d88118193b6d9c4", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38035, - "estimated_input_tokens": 9509, - "estimated_eval_tokens": 19274 + "serialized_chars": 38030, + "estimated_input_tokens": 9508, + "estimated_eval_tokens": 19272 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated bug reports, with two plausible duplicate subclusters: Qwen video-input/template mismatches and trust_remote_code custom-module/cache collisions. The rest of the soft pairs look like neighboring regression reports but not the same concrete bug.", + "summary": "Mostly unrelated issue set with a few true duplicate pairs: Qwen3.5 video-input regression, remote-code/custom-module loading, and generic input/decoder validation messaging. No pull requests were provided.", "confidence": 0.67, - "canonical_issue_reason": "45020 is the broadest umbrella issue in the set, covering the remote-code regression subgroup better than the narrower model-specific reports.", + "canonical_issue_reason": "Issue 45183 is the broadest, most generally worded bug report in the accepted set; it captures the shared validation-path problem that 46463 narrows to T5 decoder validation.", "canonical_pr_reason": null, - "best_issue_reason": "45020 is the strongest canonical-style issue overall: it states a broad, actionable regression affecting multiple remote-code models and can absorb several related reports.", + "best_issue_reason": "45183 is the best umbrella issue because it is cross-model, names the underlying XOR validation logic directly, and is likely to absorb future related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Different failures: one is a missing config field after v5 update, the other is a pydantic/config validation break. Related theme, not the same bug." + "reason": "Different regressions: StableLM pad-token config vs pydantic PretrainedConfig field handling." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "One is a torch/Transformers compatibility problem; the other is a Gemma4 forward device mismatch. Different code paths and symptoms." + "reason": "One is a torch/transformers version incompatibility; the other is a Gemma4 device-mapping forward mismatch." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Unrelated model-loading/support issues: PaddleOCR-VL in vLLM versus GGUF gpt-oss architecture support." + "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support are unrelated model/runtime problems." }, { "left": "issue:43872", "right": "issue:47228", "accept": false, - "reason": "bitsandbytes init-arg incompatibility is unrelated to the Sam3 bf16 compilation regression." + "reason": "bitsandbytes init-arg incompatibility is separate from the Sam3 bf16 compilation regression." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are index/mask-style failures, but they involve different models, workflows, and likely different root causes." + "reason": "Both are shape-related failures, but they affect different Qwen3.5 code paths and symptoms." }, { "left": "issue:43716", "right": "issue:47228", "accept": false, - "reason": "Image-preprocessor dtype mismatch is not the same problem as the Sam3 compilation regression." + "reason": "Image-preprocessor dtype mismatch is unrelated to the Sam3 compilation regression." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "torch.autocast dtype mismatch on Phi-tiny-MoE is a different bug from Qwen3.5 streaming inference failure." + "reason": "Different model families and different failure modes: autocast dtype mismatch vs chat/completions streaming failure." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "gpt-oss GGUF support and Qwen3.5 streaming inference are unrelated issues." + "reason": "GGUF architecture support and Qwen3.5 streaming inference are not the same bug." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Both involve v5-era breaking changes, but one is init_empty_weights/_is_hf_initialized and the other is a PretrainedConfig field/pydantic break." + "reason": "The init_empty_weights/_is_hf_initialized error is distinct from the pydantic field regression." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "int4 OOM under v5.x and tied-weights translation-model issues are different concrete bugs." + "reason": "Int4 OOM behavior is not the same as tied-weight handling on translation models." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig/pydantic regression." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig pydantic breakage." }, { "left": "issue:46869", "right": "issue:47228", "accept": false, - "reason": "YOLO device-map issues and Sam3 compilation regression affect different models and code paths." + "reason": "YOLO multi-GPU device-map failure is a different subsystem from Sam3 compilation." }, { "left": "issue:45507", "right": "issue:47228", "accept": false, - "reason": "GraniteMoEHybrid invalid-method calls are not the same problem as the Sam3 bf16 compilation regression." + "reason": "GraniteMoEHybrid invalid-method calls are unrelated to the Sam3 bf16 regression." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but the shapes, triggers, and model contexts differ; too broad to merge." + "reason": "Both are index errors, but they arise from different shapes, models, and initialization contexts." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Similar multimodal/Qwen3.5 area, but image dtype mismatch and video token/feature mismatch are different concrete bugs." + "reason": "Image dtype mismatch is not the same as Qwen3.5 video feature/token mismatch." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "remote_code breakage and torch/Transformers version incompatibility are distinct root causes." + "reason": "Remote-code breakage is broader and different from a torch 2.4.1 / transformers 5.8.0 incompatibility report." }, { "left": "issue:44479", "right": "issue:46294", "accept": true, - "reason": "Both report Qwen video-input regressions with mismatched video features/tokens on the same model family; likely the same underlying template/tokenization bug." + "reason": "Same Qwen3.5/Qwen2.5-VL video-input regression: both describe mismatched video features/tokens in the chat-template/video pipeline." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Siglip2 embedding quality regression and nonsensical pipeline results are related at most by model family, not the same bug." + "reason": "Both mention SigLIP2, but one is a relative quality complaint and the other is a loading/pipeline correctness issue." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Broken official example and multi-GPU device-map failure are different issues." + "reason": "Official Nemotron example breakage and YOLO device-map failure are unrelated." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "The deepspeed zero3 BertModel crash and the trust_remote_code resume/training issue do not share the same failure mode." + "reason": "Zero3/BertModel index error is distinct from the local-model trust_remote_code resume problem." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Both involve Qwen multimodal internals, but one is from_config text_config handling and the other is uninitialized rotary embedding memory." + "reason": "Composite-config unwrapping and uninitialized rotary embedding memory are different bugs." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 issue and remote-code model_class/config_class AttributeError are unrelated." + "reason": "Flash Attention 2 issue and remote-code model_class/config_class error are separate failures." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different modalities and failures: image preprocessor dtype mismatch versus input-embedding unpacking in TRL SFT training." + "reason": "Image dtype mismatch is unrelated to Qwen3.5 input-embedding unpacking with TRL SFT." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-shape error and Qwen3.5 TRL embedding unpacking failure are unrelated." + "reason": "FSDP 2-D weight error does not match the Qwen3.5/TRL embedding unpacking failure." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom-model notebook initialization and flash-attn fallback gating are different problems." + "reason": "Jupyter custom-model initialization and flash-attn2 fallback gating are unrelated." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss and a GLM5 issue are not the same underlying bug." + "reason": "GPT-OSS perplexity regression and GLM5 are unrelated model reports." }, { "left": "issue:45632", "right": "issue:45698", "accept": true, - "reason": "Both point to trust_remote_code dynamic-module cache/path collisions causing the wrong custom module to be loaded." + "reason": "Both point to the same dynamic-module/custom-code misresolution problem: the wrong remote/custom module is loaded because of cache/path handling." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8/Qwen3-MoE loading failure is unrelated to flash-attn fallback blocking." + "reason": "FineGrainedFP8Config failure is not the same as flash-attn2 fallback blocking." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "lm_head tying in Mistral3 conditional generation is a different tied-weights bug than translation-model v5 behavior." + "reason": "Mistral3 tied-weight bug is model-specific and not the same as the broader translation-model tied-weights report." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer discussion and docs mentioning a removed command are unrelated." + "reason": "A missing ReLU discussion and a docs typo are unrelated." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior does not match the tied-weights translation-model regression." + "reason": "Quantized offloading/OOM behavior is not the same as tied-weight initialization on translation models." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategy typo and removed-run-command docs issue are different documentation bugs." + "reason": "Cache-strategy typo and removed CLI docs are unrelated documentation issues." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is not the same as tied-weights translation-model behavior." + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight translation-model behavior." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "TRl embedding unpacking and GraniteMoEHybrid invalid method calls are different failures." + "reason": "Qwen3.5 TRL embedding unpacking and GraniteMoEHybrid invalid method are different problems." }, { "left": "issue:45183", "right": "issue:46463", - "accept": false, - "reason": "They both concern input validation, but T5 decoder-input messaging and broad XOR validation across models are not the same bug." + "accept": true, + "reason": "46463 is a model-specific instance of the broader input_ids/inputs_embeds validation/message bug described in 45183." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The canonical choice of issue:45020 is defensible from the packet, and the two accepted soft pairs (44479/46294, 45632/45698) are conservative enough. The rejections also stay within the evidence rather than overclaiming duplication." + "feedback": "The summary is grounded in the packet, and the accepted issue pairs are conservative enough: 44479/46294, 45632/45698, and 45183/46463 all read like plausible same-bug clusters from the titles alone. The rejected pairs are also mostly well-justified, and the summary does not overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -1216,8 +1264,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -1283,8 +1331,8 @@ "issue:46899|issue:46932", "issue:45920|issue:46489", "issue:43054|issue:45701", - "issue:43828|issue:44928", "issue:38175|issue:43054", + "issue:43828|issue:44928", "issue:45987|issue:46858", "issue:43950|issue:45902", "issue:43054|issue:43493", @@ -1302,220 +1350,220 @@ "issue:41553|issue:43883", "issue:43824|issue:43872" ], - "prepared_review_unit_hash": "238fd85fbc11fd6c0d58a4fac8dab0a1be4d26487b2e9a046478d5e79e43dea0", + "prepared_review_unit_hash": "8122bf0eb96f084cd442658b23299a56013a23529f4b0fda6be5da06e428a633", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37050, - "estimated_input_tokens": 9263, - "estimated_eval_tokens": 18782 + "serialized_chars": 37048, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated standalone issues. The only clear duplicate clusters are the non-persistent buffer regression in v5, the Gemma4 quantized embedders dtype-cast bug, and the StaticCache get_seq_length contract bug. No pull requests are present.", - "confidence": 0.77, - "canonical_issue_reason": "issue:43950 is the most specific representative of the non-persistent-buffer regression cluster: it names the exact failing API (`from_pretrained`), the corrupted object type (`register_buffer(persistent=False)`), and the v5 regression scope.", + "summary": "The cluster is mostly heterogeneous, with a few true duplicate pairs around Transformers 5.x regressions (buffers, cache length, Gemma4 quantized embedders, and Mamba2 recurrence). Most other soft edges are broad thematic similarities but not the same concrete bug.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43950 is the clearest anchor for the strongest duplicate pair: it states the non-persistent-buffer regression directly, and 44534 is essentially the same bug described later.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best global issue representative because it is the clearest, most concrete duplicate target among the cluster and most precisely states the shared underlying bug.", + "best_issue_reason": "issue:43950 is the best representative of the only very tight duplicate-like thread in this cluster; it is specific, concrete, and broadly phrased enough to serve as the anchor issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "Different bugs in different model families: NemotronH checkpoint loading vs tied-weights handling for translation models." + "reason": "Different problems: NemotronH checkpoint loading vs tied-weights handling in translation models." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different model-specific failures: tokenizer detokenization regression vs Qwen NVFP4 loading/runtime error." + "reason": "Both are model load/runtime failures, but for unrelated models and failure modes." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but for different models and different concrete symptoms." + "reason": "Both are tokenizer regressions, but they affect different model families and different behaviors." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Docs example mistakes/quantization failure is not the same issue as degraded SigLIP2 text embeddings." + "reason": "SigLIP2 docs-example errors vs a quality/regression report on SigLIP2 embeddings; not the same bug." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same v5 regression: non-persistent buffers are being corrupted/filled with junk." + "reason": "Same underlying regression: transformers v5 mishandles non-persistent buffers and fills them with junk." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Unrelated training API signature error vs DeepSpeed ZeRO-3 loading failure." + "reason": "Trainer compute_loss signature breakage vs Gemma3 DeepSpeed ZeRO-3 loading error." }, { "left": "issue:46032", "right": "issue:47246", - "accept": false, - "reason": "Related Mamba-family code, but different concrete model/path and not clearly the same bug." + "accept": true, + "reason": "Same recurrence bug family in Mamba2-style mixers; 47246 is the NemotronHMamba2 propagation gap of the Mamba2 fix." }, { - "left": "issue:43644", + "left": "issue:43643", "right": "issue:43950", - "accept": true, - "reason": "Same underlying non-persistent-buffer corruption regression in Transformers 5.x." + "accept": false, + "reason": "Remote-code config field loss is unrelated to non-persistent-buffer corruption." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different quantization/storage incompatibilities with different failure modes." + "reason": "Distinct quantization/import compatibility failures with different exceptions and code paths." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "Clear duplicate: both are Gemma4 quantized vision/audio embedder dtype-casting bugs." + "reason": "Same Gemma4 4-bit quantized vision/audio embedder dtype-casting bug; one reports it, the other fixes it." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Both concern tokenization, but they affect different models and different tokenizer bugs." + "reason": "Both are tokenizer issues, but they concern different models and different tokenizer bugs." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "Different topics: SigLIP2 embedding quality vs broad tokenization changes." + "reason": "SigLIP2 embedding quality issue vs a broad tokenization change regression; not the same artifact." }, { - "left": "issue:43828", - "right": "issue:44928", + "left": "issue:38175", + "right": "issue:43054", "accept": false, - "reason": "Different model/backends and different failure types; not the same concrete bug." + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is degraded text embeddings; too different to merge." }, { - "left": "issue:38175", - "right": "issue:43054", + "left": "issue:43828", + "right": "issue:44928", "accept": false, - "reason": "Both mention SigLIP2, but one is zero probabilities and the other is worse text embeddings; not clearly the same defect." + "reason": "Different model/runtime failures: dtype mismatch under autocast vs RLHF gradient explosion from 3D position_ids." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same API bug: `cache.get_seq_length()` returns a tensor instead of an int, with 46858 showing a backend-specific downstream failure." + "reason": "Same cache.get_seq_length contract bug: it returns a tensor instead of an int, breaking downstream arithmetic." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "Related buffer/materialization theme, but 45902 is a model-specific uninitialized-memory bug rather than the same from_pretrained regression." + "reason": "Both involve buffers, but one is v5 junk-filled non-persistent buffers and the other is a specific uninitialized inv_freq materialization bug." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Different SigLIP2 issues: embedding quality regression vs HF/JAX implementation discrepancy." + "reason": "Related SigLIP2 theme, but not the same concrete bug; one is a quality complaint, the other is an HF-vs-JAX implementation discrepancy." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Different Qwen3.5 issues with different code paths: flash-attention crash vs CPU-offload incompatibility." + "reason": "FlashAttention packed-sequence misinterpretation vs CPU-offload incompatibility in a rotary embedding path." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different models and different failure mechanisms; both involve weights/buffers but not the same bug." + "reason": "Gemma4 FSDP2 shared_kv_states bug vs unrelated buffer materialization corruption." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Different training pathologies: gradient checkpointing/LoRA vs int4 quantization memory growth." + "reason": "Different performance/memory regressions: LoRA checkpointing behavior vs int4 CUDA reserved-memory OOM." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "General loading noise vs a specific tokenizer loading failure for one model." + "reason": "Generic loading noise vs a specific model loading failure." }, { - "left": "issue:24643", - "right": "issue:28530", + "left": "issue:44403", + "right": "issue:44488", "accept": false, - "reason": "Unrelated: DeepSpeed weight-dimension runtime error vs early-stopping metric resolution." + "reason": "Same broad loading-area theme, but different model-specific failures." }, { - "left": "issue:44403", - "right": "issue:44488", + "left": "issue:44991", + "right": "issue:45399", "accept": false, - "reason": "General logging/noise issue vs a specific model loading failure." + "reason": "Tokenizer loading regression vs flash-attn2 fallback gating; unrelated subsystems." }, { - "left": "issue:43975", - "right": "issue:45520", + "left": "issue:41553", + "right": "issue:43883", "accept": false, - "reason": "Different root causes: model detokenization regression vs import-time KeyError on Python 3.13." + "reason": "Bad AutoTokenizer error message for Voxtral vs missing tied-weights attribute on MolmoForCausalLM." }, { - "left": "issue:43643", - "right": "issue:45020", + "left": "issue:43824", + "right": "issue:43872", "accept": false, - "reason": "Both involve remote_code, but one is missing fields in AutoConfig and the other is a broader loading regression." + "reason": "Import error for a model class vs bitsandbytes constructor incompatibility." }, { - "left": "issue:41762", - "right": "issue:42915", + "left": "issue:43644", + "right": "issue:45902", "accept": false, - "reason": "Different model families and failure modes: DeepSpeed ZeRO-3 loading vs FineGrainedFP8 config failure." + "reason": "Both mention buffer handling, but the underlying bugs are different and model/module-specific." }, { - "left": "issue:42947", - "right": "issue:43856", + "left": "issue:44589", + "right": "issue:46858", "accept": false, - "reason": "Different performance/training issues: gradient checkpointing vs MoE memory usage." + "reason": "Storage-type import/runtime error vs cache length returning a tensor; no shared bug." }, { - "left": "issue:44991", - "right": "issue:45399", + "left": "issue:44910", + "right": "issue:45859", "accept": false, - "reason": "Different tokenizer/loader problems with no clear shared code-path." + "reason": "These are different Qwen3.5 failures with different execution paths and symptoms." }, { - "left": "issue:41553", - "right": "issue:43883", + "left": "issue:43643", + "right": "issue:45020", "accept": false, - "reason": "Bad tokenizer error message vs missing model attribute; unrelated issues." + "reason": "Remote-code config field loss is not the same as the broader remote_code breakage reported in 45020." }, { "left": "issue:43824", - "right": "issue:43872", + "right": "issue:44928", "accept": false, - "reason": "Different incompatibilities: missing model import vs bitsandbytes Int8Params keyword mismatch." + "reason": "Import path failure and RLHF gradient instability are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the canonical issue choice is reasonable. The accepted soft-edge pairs that link near-identical titles (43950/44534, 43644/43950, 46899/46932, 45987/46858) are conservative enough based on the available evidence, and the rejected pairs are appropriately cautious. No pull requests are present in the packet." + "feedback": "The summary is grounded in the packet and the soft-edge decisions are conservative. The accepted pairs are well-supported by the issue titles (#43950/#44534, #45987/#46858, #46899/#46932, and likely #46032/#47246 as the same Mamba2 recurrence bug family). The rejected pairs are generally separated by model, subsystem, or failure mode rather than the same concrete bug. Minor caveat: phrasing like 'only very tight duplicate-like thread' is a bit stronger than necessary given the few other duplicate-like pairs, but it does not materially overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -1531,8 +1579,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -1591,15 +1639,15 @@ "issue:43782|issue:44960", "issue:45020|issue:45823", "issue:44661|issue:45020", - "issue:41553|issue:43881", "issue:43828|issue:45823", + "issue:41553|issue:43881", "issue:45020|issue:45356", "issue:42491|issue:44368", "issue:43872|issue:46869", "issue:45715|issue:46315", "issue:45759|issue:46661", - "issue:43881|issue:43883", "issue:43827|issue:44509", + "issue:43881|issue:43883", "issue:45020|issue:46661", "issue:45488|issue:46489", "issue:43404|issue:43950", @@ -1615,208 +1663,208 @@ "issue:41093|issue:44805", "issue:44928|issue:45588" ], - "prepared_review_unit_hash": "3531998f648e30831d6c60910202468ed7672b6d5ae15cd522281a9995c8ec7f", + "prepared_review_unit_hash": "22bb316bb9f453a6af167414ae4326baaeff0597f05d9d512ccee5d533e929ac", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36630, - "estimated_input_tokens": 9158, - "estimated_eval_tokens": 18572 + "serialized_chars": 36627, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous issue bundle spanning tokenizer, model-loading, training, docs, and vision/audio regressions. Only a few pairs look like true duplicates or near-duplicates; most are merely same-subsystem reports and should stay separate.", - "confidence": 0.7, - "canonical_issue_reason": "issue:46894 is the clearest concrete bug report in the set and the strongest duplicate anchor: it has the most discussion/inbound context and pairs directly with issue:46897 as the same training-loss double-shift problem.", + "summary": "Mostly a heterogeneous set of unrelated issue reports, with only a few strong duplicate pairs. The clearest same-bug pairs are the docs pipeline regression, the generic mask-shape mismatch, the Whisper/fbank failure, and the training-loss double-shift reports; most other soft pairs are only loosely related by subsystem and should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical issue spans this heterogeneous set; if a representative is needed, issue 46894 is the best anchor for the only very clear duplicate cluster (with 46897) and is the broader, more central report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46894 is the best overall issue candidate because it is specific, reproducible, and clearly tied to an otherwise matching duplicate report, making it the most useful canonical representative here.", + "best_issue_reason": "Issue 46894 is the best overall issue candidate because it is the broader, well-scoped parent in the strongest duplicate pair and has the clearest duplicate evidence.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Both mention flash-attn/Mistral loading paths, but one is a tokenizer regex crash and the other is a fallback-blocking check; different failure modes." + "reason": "Different bugs: tokenizer regex loading crash vs flash-attn fallback gating logic." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different bugs: MPS histogram/int handling in MoE versus device placement mismatch with Gemma4 PLE." + "reason": "Unrelated failures: MPS histogram int support vs Gemma4 device-map mismatch." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Both are model-loading failures, but for different model families and different error surfaces; not the same concrete bug." + "reason": "Different model/load problems with no clear shared code-path." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote-code breakage is too broad to merge with a device_map/forward mismatch bug." + "reason": "Remote-code regressions and device-map placement are separate issues." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping edge case versus remote_code compatibility regression; unrelated code paths." + "reason": "Tokenizer-mapping add-model bug is not the same as the remote_code breakage." }, { - "left": "issue:41553", - "right": "issue:43881", + "left": "issue:43828", + "right": "issue:45823", "accept": false, - "reason": "Both are loading complaints, but one is about a bad AutoTokenizer error message and the other is a model loading failure." + "reason": "Different concrete failures: autocast dtype mismatch vs PLE device mismatch." }, { - "left": "issue:43828", - "right": "issue:45823", + "left": "issue:41553", + "right": "issue:43881", "accept": false, - "reason": "Different runtime issues: autocast dtype mismatch versus device mismatch during auto sharding." + "reason": "Different model-loading errors; not the same underlying bug." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Broad remote_code regressions and a specific tokenizer codec/warning regression are not the same bug." + "reason": "Remote-code regression vs Kimi tokenizer codec regression are unrelated." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both involve Qwen/LoRA-related warnings, but one is cross-version incompatibility and the other is a config warning about tied embeddings." + "reason": "Both involve Qwen/LoRA warnings, but the reported bugs are different." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "bitsandbytes param-construction incompatibility is unrelated to YOLO multi-GPU device-map failures." + "reason": "bitsandbytes constructor incompatibility is unrelated to YOLO multi-GPU device-map failure." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they affect different APIs and different internal loops." + "reason": "Both are tokenizer performance regressions, but in opposite conversion directions and likely different fixes." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Composite-config unwrapping in from_config is a different code path from remote-code model_class config_class handling." - }, - { - "left": "issue:43881", - "right": "issue:43883", - "accept": false, - "reason": "Both are model loading errors, but for different models and different missing pieces." + "reason": "Composite-config unwrapping and remote-code config_class lookup are different failures." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "These are effectively the same docs cleanup: both say pipeline task docs still reference removals from v5." + "reason": "Same docs regression: both report stale v5 docs still referencing removed pipeline tasks." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different models and different loading errors; not a duplicate." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Generic remote_code breakage versus missing config_class on remote-code models; not the same underlying fix." + "reason": "Both touch remote_code, but one is a broad regression and the other is a specific config_class AttributeError." }, { "left": "issue:45488", "right": "issue:46489", - "accept": true, - "reason": "Both describe v5 tokenizer output corruption/regression for DeepSeek-family models and point to the same tokenizer/pre-tokenizer handling area." + "accept": false, + "reason": "Related DeepSeek tokenizer area, but 46489 is a follow-up gap in a prior fix rather than the same issue." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Tied lm_head weights and non-persistent buffer corruption are different from_pretrained issues." + "reason": "lm_head tying and non-persistent buffer corruption are distinct regressions." }, { "left": "issue:46894", "right": "issue:46897", "accept": true, - "reason": "Same training-loss double-shift bug, explicitly framed as the same pattern across two model reports." + "reason": "Same underlying training-loss double-shift bug pattern; the two reports are model-specific duplicates of the same issue class." }, { "left": "issue:43792", "right": "issue:44220", "accept": true, - "reason": "Whisper failing to run and a bug in _torch_extract_fbank_features() point to the same speech frontend code path." + "reason": "Same audio feature extraction failure path; the Whisper run failure aligns with the fbank extraction bug." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "DeepSpeed weight-loading failure and DeepSpeed gradient-averaging behavior are different bugs." + "reason": "Both involve DeepSpeed, but one is weight conversion and the other is gradient averaging." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unexpected compute_loss kwarg and mask/tensor shape mismatch are unrelated training errors." + "reason": "Unexpected compute_loss kwarg and mask/tensor shape mismatch are unrelated." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "A general LoRA gradient-checkpointing complaint is not the same as a missing supports_gradient_checkpointing flag on a specific remote-code model." + "reason": "Gradient checkpointing ineffectiveness and missing capability flag are related but not the same concrete bug." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model families and different load failures; no clear shared code-path bug." + "reason": "Different model-loading failures with no shared root cause shown." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 weight-loading failures, but on different Qwen variants with different symptoms; too broad to merge." + "reason": "Both are ZeRO-3 weight-loading failures for Qwen variants, but the model generations and error signatures differ enough to avoid merging." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight-shape error and void segmentation-map preprocessing are unrelated." + "reason": "Training with DeepSpeed vs void segmentation-map processing are completely different bugs." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both involve video input regressions, but the titles indicate different model scopes and different concrete failures." + "reason": "Both are video-related, but they affect different models and failure modes." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Nearly identical IndexError about mask shape not matching indexed tensor shape; looks like the same underlying indexing bug." + "reason": "Same generic mask/tensor shape mismatch error; these look like duplicate reports of the same bug." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Gradient explosion under SDPA/BF16 and an AttributeError in flash_attention sink handling are different problems." + "reason": "RLHF gradient explosion and flash_attention s_aux=None crash are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The canonical issue choice is well supported by the packet, and the accepted soft pairs are conservative enough. Minor phrasing like \"most discussion\" is a bit broad, but not enough to invalidate the summary." + "feedback": "The summary is grounded in the packet and stays conservative. The four accepted duplicate pairs are well supported by the issue titles/bodies, and the broader characterization of the rest as mostly unrelated is reasonable. The canonical/best-issue choice for 46894 is also a cautious, defensible anchor for the strongest duplicate cluster." }, "evaluator_used": true, "retried": false, @@ -1832,8 +1880,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -1899,9 +1947,9 @@ "issue:44155|issue:45584", "issue:45663|issue:45823", "issue:42915|issue:43957", - "issue:41553|issue:44488", "issue:43824|issue:43957", "issue:43716|issue:44560", + "issue:41553|issue:44488", "issue:43950|issue:45834", "issue:42617|issue:43366", "issue:43645|issue:43646", @@ -1921,82 +1969,82 @@ "issue:43638|issue:44661", "issue:43596|issue:44661" ], - "prepared_review_unit_hash": "9a945393e4b7fdb53e3b3283cc448f6db1cc0c7ad8a72573d4bf8b20c039057d", + "prepared_review_unit_hash": "2c5e75d5b546c0d298da5a9fd1933a40fe44559b2b8825387eae3334c754682e", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 37346, - "estimated_input_tokens": 9337, - "estimated_eval_tokens": 18930 + "serialized_chars": 37344, + "estimated_input_tokens": 9336, + "estimated_eval_tokens": 18928 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous Transformer bug reports, with a few tight duplicate-like pairs. I only accept the pairs that appear to describe the same concrete failure mode; the rest are too model-, version-, or subsystem-specific to merge safely.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43994 is the clearest representative of the strongest duplicate pair in the set: it names the exact model and a broad symptom, and it aligns closely with issue:38175\u2019s same-model regression report.", + "summary": "Mostly heterogeneous issue cluster with no PRs. Only two soft duplicate pairs look real: the siglip2-base-patch16-224 regression and the Transformers 5.0 custom model initialization regression. The rest are distinct bugs across different models/subsystems.", + "confidence": 0.92, + "canonical_issue_reason": "No single cluster-wide canonical issue exists because the set contains multiple unrelated bug themes; if one representative must be chosen, issue 43994 is the strongest because it states the siglip2 failure more broadly and concretely than 38175.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43994 is the best single issue representative because it is concrete, model-specific, and has the clearest same-bug counterpart; the rest of the cluster does not cohere around one dominant defect.", + "best_issue_reason": "Issue 43994 is the best representative issue: it clearly describes the user-facing failure, names the exact model, and subsumes the narrower 38175 report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Different problems: image preprocessor dtype mismatch vs a broken official example for Nemotron." + "reason": "Different models and failures: image-preprocessor dtype mismatch vs Nemotron example breakage." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Both are model/runtime failures, but they point to different models and different code paths." + "reason": "Both mention model loading/FP8 issues, but they are different bugs and code paths." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Both are load failures, but one is NemotronH checkpoint loading and the other is Sam3Model text-encoder weights not loading; not the same bug." + "reason": "Unrelated loading failures for different model families." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache/Qwen3.5 linear_attention crash is unrelated to NemotronH checkpoint loading." + "reason": "PagedAttentionCache/linear_attention crash is unrelated to NemotronH checkpoint loading." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both involve tokenizer loading, but the models and failure modes are different." + "reason": "Both are tokenizer-loading regressions, but for different models and symptoms." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Unrelated model-support and sliding-window issues." + "reason": "Different Qwen/GGUF feature requests or bugs; not the same underlying issue." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Specific DeepSpeed ZeRO-3 BertModel IndexError vs a generic torch version incompatibility report." + "reason": "Bert zero3 index error is unrelated to torch 2.4.1 incompatibility." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both mention rotary/position-related internals, but they are different models and different bugs." + "reason": "Different rotary/position-id bugs in different models; too broad to merge." }, { "left": "issue:43366", @@ -2008,163 +2056,157 @@ "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "DeepSpeed/BertModel IndexError is not the same as a torch 2.4.1 incompatibility." + "reason": "Different failures: ZeRO-3/Bert index error vs version incompatibility." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different audio-generation bugs with different triggers and symptoms." + "reason": "Both are generation bugs, but they affect different models and code paths." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4-related, but one is an FSDP2 shared_kv_states KeyError and the other is a device-map mismatch." + "reason": "Gemma4 FSDP2 shared_kv_states bug is not the same as device-map forward mismatch." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3MoE FP8 failure and meta-device loading breakage are separate issues." - }, - { - "left": "issue:41553", - "right": "issue:44488", - "accept": false, - "reason": "Both are loading-related, but they concern different models and different errors." + "reason": "FineGrainedFP8Config failure and meta-device loading regression are separate issues." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Importing a missing VL class and meta-device loading failures are distinct bugs." + "reason": "ImportError for a missing class is unrelated to meta-device loading problems." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different multimodal models and unrelated failure modes." + "reason": "Different models and failure modes; no shared concrete bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but they concern different tokenizer/model problems." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption is unrelated to Kosmos2.5 long-input indexing." + "reason": "Non-persistent buffer corruption and long-ocr index error are unrelated regressions." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py execution failure and GGUF architecture support are unrelated." + "reason": "3d_parallel.py runtime issue is unrelated to GGUF model support." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same Transformers 5.0 custom-model initialization regression; the notebook-specific report is a narrower instance of the broader custom-model initialization breakage." + "reason": "Same Transformers 5.0 custom-model initialization regression; 43645 is just the notebook-specific manifestation of 43646." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Qwen3-vl video StopIteration and MPS histogram int-not-implemented are unrelated." + "reason": "Qwen3-vl StopIteration and MPS histogram int error are unrelated." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both touch cache/position-related internals, but the concrete failure modes and code paths differ." + "reason": "Both touch attention/cache machinery, but one is Flash Attention on Qwen3.5 and the other is static-cache arithmetic on non-CUDA backends." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 failure." + "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 config failure." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different Qwen3-family failures with different triggers and symptoms." + "reason": "Different Qwen3.5/embedding/trainer issues with no shared concrete code-path." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is not the same as a torch 2.4.1 incompatibility." + "reason": "Different torch-version compatibility failures, but not the same bug." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "torch.compile+SDPA crash on Bamba-9B-v2 is different from the Qwen3.5 flash-attention position_ids bug." + "reason": "Both involve attention/compile, but the models and failure mechanisms differ." }, { "left": "issue:42947", "right": "issue:47254", "accept": false, - "reason": "Both involve PEFT and gradient checkpointing, but one says it is ineffective while the other reports a CheckpointError under ZeRO-3; too different to merge." + "reason": "Related training stack components, but one reports ineffective checkpointing and the other a ZeRO-3 CheckpointError." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and do not clearly share the same underlying bug." + "reason": "Different tokenizer regressions for different model families." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device-mapping mismatch is unrelated to a generic torch version incompatibility." + "reason": "Device-map forward mismatch is unrelated to a torch 2.4.1 incompatibility report." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer mapping-name validation failure and Gemma4 forward device mismatch are unrelated." + "reason": "Tokenizer-mapping edge case and Gemma4 device mismatch are separate bugs." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Video StopIteration and mask-shape IndexError are distinct bugs." + "reason": "Both are runtime errors, but they arise from different input-shape/logic issues." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same model-specific regression for google/siglip2-base-patch16-224; 43994 is the broader, more representative report and 38175 is a symptom-focused variant." + "reason": "Same siglip2-base-patch16-224 regression; both report incorrect/degenerate outputs from the same model, and 43994 is the broader description." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-validation failures, but on different models/configs and likely different validation rules." + "reason": "Both mention config validation, but they affect different models and are not the same bug." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "DeepSpeed ZeRO-3 BertModel IndexError and add-new-model-like tokenizer mapping failure are unrelated." + "reason": "ZeRO-3/Bert index error is unrelated to tokenizer-mapping new-model support." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different bugs: BertModel ZeRO-3 init crash vs tokenizer-mapping-name handling." - }, - { - "left": "issue:43596", - "right": "issue:43638", - "accept": true, - "reason": "Same error class, same DeepSpeed ZeRO-3 + BertModel initialization path, with only pretrained-vs-non-pretrained wording differing." + "reason": "Different problems: deepspeed/Bert indexing vs tokenizer mapping constraints." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative overall. The chosen canonical pair (38175/43994) is supported by the shared model-specific symptom, and the accepted soft-edge pairs are plausibly same-bug duplicates rather than overclaims. I don\u2019t see evidence that the cluster has a clearer single dominant defect than the analyst states, and the remaining pair rejections are appropriately cautious." + "feedback": "Grounded overall. The summary correctly reflects that this is a heterogeneous issue cluster with no PRs, and it conservatively identifies only the two obvious duplicate pairs already supported by the packet (43645/43646 and 38175/43994). The representative-issue choice of 43994 is reasonable. The other soft-edge false verdicts are appropriately cautious and do not overclaim duplicate status from the available evidence." }, "evaluator_used": true, "retried": false, @@ -2180,8 +2222,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -2255,8 +2297,8 @@ "issue:39692|issue:43994", "issue:43257|issue:43854", "issue:43856|issue:43873", - "issue:42491|issue:45292", "issue:42491|issue:45335", + "issue:42491|issue:45292", "issue:43854|issue:43931", "issue:43856|issue:44387", "issue:43708|issue:44075", @@ -2265,220 +2307,232 @@ "issue:45276|issue:45335", "issue:45488|issue:45812" ], - "prepared_review_unit_hash": "2500a9a9af47dbf569842be4d78d579abce4e5ebd242ba9ddc300c1973c81982", + "prepared_review_unit_hash": "58e234a38d1f8499df2964b33b13063665fe1469d7f5818ff64020c4219db2b7", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36039, - "estimated_input_tokens": 9010, - "estimated_eval_tokens": 18276 + "serialized_chars": 36035, + "estimated_input_tokens": 9009, + "estimated_eval_tokens": 18274 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, but it contains two clear duplicate pairs: the Transformers v5 non-persistent buffer corruption report and a Gemma4 4-bit multimodal dtype-cast failure. No pull requests are present.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43644 is the best canonical issue: it is the clearest, most general statement of the shared Transformers v5 non-persistent-buffer bug, and issue:44534 is a near-verbatim duplicate.", + "summary": "This cluster is broadly about Transformers v5-era model loading/initialization regressions, but most items are model-specific and not true duplicates. The clearest duplicate candidates are the non-persistent-buffer regression and the resize_token_embeddings propagation issues.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43644 is the broadest, most central regression here: a generic Transformers 5.0.0 initialization/buffer bug that plausibly underlies several downstream loading failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the strongest representative for the cluster because it is concise, specific, and directly duplicated by issue:44534; it captures the underlying regression better than the noisier variants.", + "best_issue_reason": "issue:43644 is the best representative issue for this cluster because it is the most general, cross-cutting v5 regression among the listed issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different problems: Qwen3 MoE LoRA incompatibility on hf4.x vs BitNet packed-weight unpacking during accelerate loading." + "reason": "Different model families and failure modes: Qwen3 MoE LoRA compatibility vs BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Unrelated bugs: tokenizer mapping registration failure vs a tensor/mask shape mismatch at indexing time." + "reason": "Unrelated bugs: tokenizer mapping/add-new-model-like failure vs a mask/tensor shape mismatch at inference." }, { "left": "issue:45672", "right": "issue:46899", "accept": true, - "reason": "Same underlying Gemma4 4-bit multimodal dtype-cast bug; the second report broadens the same failure mode across audio/vision embedders." + "reason": "Same underlying Gemma4 multimodal 4-bit quantization bug: unsafe dtype handling in audio/vision embedders." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Different code paths and symptoms: _is_hf_initialized regression vs Kosmos2.5 long-OCR index error." + "reason": "Different subsystems and symptoms: `_is_hf_initialized`/v5 initialization regression vs a Kosmos2.5 OCR long-input index error." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Both mention loading/memory, but the concrete bugs are different: dequantized model offload loading vs mmap-induced OOM on Strix Halo." + "reason": "One is dequantized model offload loading, the other is mmap OOM on Strix Halo; not the same bug." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but not the same bug: zero probabilities vs docs example errors/quantization failure." + "reason": "Same model family, but the reported problems differ: zero probabilities vs doc-example model/processor mismatch and quantization errors." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Near-verbatim duplicate reports of the same Transformers v5 non-persistent buffer junk regression." + "reason": "These are the same v5 non-persistent-buffer corruption regression, just phrased differently." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different Qwen3 issues: auto device mapping cuda assert vs FineGrainedFP8Config failure." + "reason": "Both involve Qwen3/Qwen3MoE, but the failures are distinct: auto device map CUDA assert vs FineGrainedFP8Config behavior." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Different subsystems: Qwen3Moe FP8 config failure vs mmap/OOM behavior on Strix Halo." + "reason": "Completely different problems: Qwen3MoE FP8 config vs mmap-related OOM on Strix Halo." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different bugs: qwen3_moe LoRA usability on hf5.x vs Gemma4 resize_token_embeddings not updating embeddings." + "reason": "Different concrete bugs: hf4.x/hf5.x Qwen3 MoE LoRA incompatibility vs Gemma4 resize_token_embeddings propagation." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and failures: GLM5 issue vs Qwen3.5 flash-attention generation bug." + "reason": "Unrelated model-specific issues: GLM5 vs Qwen3.5 flash-attention generation failure." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading failures, but there is no evidence they share the same concrete root cause." + "reason": "Both are loading failures, but the model names and likely code paths differ; not enough to call them the same bug." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "Different issues: NemotronH checkpoint loading vs missing linear_attn entries in Qwen3.5 TP plan." + "reason": "NemotronH checkpoint loading failure vs Qwen3.5 TP-plan missing linear_attn entries are separate issues." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different regressions affecting different paths: ZeRO-3 weight loading vs incorrect visual-encoder keys in save_pretrained." + "reason": "Different regressions: ZeRO-3 weight loading for language_model vs incorrect visual encoder keys in save_pretrained." }, { - "left": "issue:46459", - "right": "issue:46512", + "left": "issue:45507", + "right": "issue:46468", "accept": false, - "reason": "Related to dtype handling, but different bugs and code paths: AutoModelForCausalLM loading vs from_config config-state staleness." + "reason": "Different models and failures: GraniteMoEHybrid invalid method call vs broken official Nemotron example." }, { - "left": "issue:45507", - "right": "issue:46468", + "left": "issue:46459", + "right": "issue:46512", "accept": false, - "reason": "Different models and failures: GraniteMoEHybrid invalid method call vs Nemotron example breakage." + "reason": "Related to dtype handling, but not the same bug: loading dtype ignored vs from_config leaving config.dtype stale." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "One is the non-persistent buffer junk regression; the other is a notebook/custom-model initialization issue." + "reason": "These are different regressions: buffer junk filling vs custom-model initialization in Jupyter notebooks." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model loading regressions, but the titles do not indicate the same underlying bug." + "reason": "Both are tokenizer-loading complaints, but for different model families and likely different root causes." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both involve SigLIP2, but one is a docs-example/quantization error report while the other is a nonsensical-results runtime bug." + "reason": "Same SigLIP2 family, but the titles point to different reported failures and not the same concrete defect." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different model families and bugs: Qwen3 MoE weight conversion with accelerate+deepspeed vs GLM-4.7-Flash loading in tests." + "reason": "Different code paths: Qwen3 MoE weight conversion with accelerate+deepspeed vs GLM-4.7-Flash unit-test loading." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Different symptoms: Qwen3 MoE training memory inefficiency vs quantization offloading not working." + "reason": "Distinct issues: training memory efficiency in Qwen3 MoE vs quantization offloading behavior." }, { "left": "issue:42491", - "right": "issue:45292", + "right": "issue:45335", "accept": false, - "reason": "Different embedding/output resize behavior; one is LoRA/model-compatibility, the other is resize_token_embeddings not affecting output_embeddings." + "reason": "Different model architectures and submodule targets; not the same underlying bug." }, { "left": "issue:42491", - "right": "issue:45335", + "right": "issue:45292", "accept": false, - "reason": "Different models and concrete failures: Qwen3 MoE LoRA incompatibility vs t5gemma decoder embedding resize bug." + "reason": "Different model-specific resize-token-embedding behavior vs Qwen3 MoE compatibility regression." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model-loading failures for different models and failure modes." + "reason": "Different models and failure signatures: GLM-4.7-Flash loading vs Qwen3-VL shape mismatch." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is Qwen3 MoE training inefficiency and the other is int4 quantization OOM in Transformers 5.x." + "reason": "Both involve memory, but one is training inefficiency and the other is int4 reserved-memory/OOM regression." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Unrelated bugs: Trainer checkpoint max_steps calculation vs SGD optimizer arguments being ignored." + "reason": "Trainer checkpoint-resume math vs optimizer argument handling are unrelated." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Different model families and different persistence bugs: GLM5 vs sinq save/load breakage." + "reason": "Different areas: GLM5 model issue vs quantized save/load corruption after sinq serialization." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Different save/load failures: extra_state handling vs init_empty_weights/_is_hf_initialized argument mismatch." + "reason": "Both touch save/load mechanics, but one is extra_state handling and the other is init_empty_weights argument compatibility." }, { "left": "issue:45276", "right": "issue:45335", - "accept": false, - "reason": "Related resize_token_embeddings theme, but different models and different affected components." + "accept": true, + "reason": "Same underlying resize_token_embeddings propagation bug: updated vocab size does not reach the model's downstream embedding/output modules." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizer paths and model families; not enough to call them the same bug." + "reason": "Different tokenizer regressions affecting different model families: DeepSeek V3/R1 vs Granite." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "Different root causes and symptoms: NemotronH checkpoint loading vs tensor-parallel plan omissions." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 multimodal 4-bit dtype-casting regression, affecting audio/vision processing in the same code path." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The cluster summary is conservative and supported by the packet: the two duplicate pairs (43644/44534 and 45672/46899) are plausible from the titles, and the rest of the pairwise rejections stay cautious. No PR pairs are present, so there is nothing mergeability-related to reject." + "feedback": "The summary is grounded in the packet: it treats most items as model-specific and only groups the strongest near-duplicates. The accepted soft-edge pairs are well supported by title-level evidence, especially the near-identical non-persistent-buffer regression, the Gemma4 4-bit dtype-cast bug, and the resize_token_embeddings propagation bug. The negative verdicts are also conservative and avoid over-claiming duplicates where the model families or failure modes differ." }, "evaluator_used": true, "retried": false, @@ -2494,8 +2548,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -2561,8 +2615,8 @@ "issue:43404|issue:43454", "issue:43873|issue:44387", "issue:42947|issue:45704", - "issue:44079|issue:46829", "issue:45663|issue:45859", + "issue:44079|issue:46829", "issue:44292|issue:44912", "issue:36010|issue:39404", "issue:43957|issue:44756", @@ -2570,8 +2624,8 @@ "issue:43335|issue:45663", "issue:44387|issue:44756", "issue:44863|issue:46468", - "issue:45276|issue:45292", "issue:44479|issue:44877", + "issue:45276|issue:45292", "issue:43381|issue:44928", "issue:44164|issue:44756", "issue:42796|issue:46326", @@ -2579,20 +2633,20 @@ "issue:43854|issue:45216", "issue:45684|issue:45698" ], - "prepared_review_unit_hash": "29feae1863f0e024c6c771755d6009622eaf349441ea13318e7ca81c384783ba", + "prepared_review_unit_hash": "0ed0a1aa9ac2aa178744ab60e2ff907b634b1615dc8e04005135f0be6fa208e8", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36502, + "serialized_chars": 36501, "estimated_input_tokens": 9126, "estimated_eval_tokens": 18508 }, @@ -2601,192 +2655,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated model- or subsystem-specific Transformers bugs. The only strong duplicate-like pair is the resize_token_embeddings/output_embeddings regression; most other pairs are related only at a broad theme level and should stay separate.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45292 is the most general formulation of the shared bug and can cover the Gemma4-specific report as a narrower manifestation.", + "summary": "The cluster is mostly a set of unrelated bug reports, with one likely true duplicate pair around `resize_token_embeddings`/output embeddings. No PRs are present.", + "confidence": 0.89, + "canonical_issue_reason": "`issue:45292` is the clearest general description of the actual bug (`resize_token_embeddings` not updating `output_embeddings`), while `issue:45276` is a narrower Gemma4-specific instance of the same failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best representative issue because it states the core API regression broadly and is the cleanest target for deduping nearby reports.", + "best_issue_reason": "`issue:45292` is the best representative issue because it states the underlying behavior in a model-agnostic way and is easier to map to a fix than the Gemma4-specific report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46897", "right": "issue:46901", "accept": false, - "reason": "Same broad training-loss-shift pattern, but the reports are model-specific and do not clearly describe one shared code path or fix." + "reason": "Both mention training-loss double-shift, but they are for different models and likely different code paths; similar symptom is not enough to treat as the same bug." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different failures in different entrypoints: chat generation crash vs transformers serve processor attribute error." + "reason": "Different failures: Qwen3.5 chat crash vs Gemma4Processor missing `_tokenizer` in serve. No shared concrete bug." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Both are compatibility/loading regressions, but the underlying problems differ: Torch 2.10 incompatibility vs meta-device model loading breakage." + "reason": "One is torch version incompatibility, the other is meta-device loading regression. Too broad and not the same underlying defect." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both involve model loading, but one is a vocab-size/token issue and the other is a broader load failure; no clear same bug." + "reason": "Different models and different loading/tokenization symptoms; not the same bug." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unexpected init_empty_weights argument handling and disabling mmap for Strix Halo OOM are unrelated root causes." + "reason": "Unexpected `_is_hf_initialized` argument vs mmap OOM on Strix Halo are unrelated loading issues." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch flash attention, but one is a Qwen3.5 packed-sequence/position_ids crash and the other is an s_aux=None attribute error for sink-less models." + "reason": "Both touch flash attention, but one is a Qwen3.5 3D `position_ids` crash and the other is an `s_aux=None` AttributeError for sink-less models; distinct code-path problems." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 device-mapping CUDA assert and AudioFlamingo3 token leakage are unrelated bugs." + "reason": "Auto device map CUDA assert and AudioFlamingo3 batch token leak are unrelated bugs." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP shared_kv_states behavior and Qwen multimodal text_config unwrapping are different code paths." + "reason": "Gemma4 FSDP2 `shared_kv_states` issue and Qwen multimodal `text_config` unwrap issue are different model/config bugs." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 documentation errors and GLM5 loading issues are unrelated." + "reason": "Documentation/example errors for SigLIP2 are unrelated to a generic GLM5 issue." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention untied lm_head weights, but they are separate model implementations with distinct bug reports." + "reason": "Both concern lm_head tying, but they affect different models with different implementations; not enough evidence for one underlying bug." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Quantization/offloading problems are only broadly related; one is offloading behavior and the other is increased reserved memory causing OOM." + "reason": "Both involve quantization/offloading, but one is offloading not working and the other is increased reserved memory/OOM under int4; similar area, different bug." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/LoRA behavior and a T5 RMSNorm memory leak are unrelated." + "reason": "Gradient checkpointing/LoRA and apex RMSNorm memory leak are unrelated." }, { - "left": "issue:44079", - "right": "issue:46829", + "left": "issue:45663", + "right": "issue:45859", "accept": false, - "reason": "Both concern output structures, but one is a generic ModelOutput key assignment bug and the other is a model-specific hidden_states field mix-up." + "reason": "FSDP2 Gemma4 issue vs Qwen3_5Moe CPU offload incompatibility are separate bugs." }, { - "left": "issue:45663", - "right": "issue:45859", + "left": "issue:44079", + "right": "issue:46829", "accept": false, - "reason": "Gemma4 FSDP KeyError and Qwen3_5Moe CPU-offload incompatibility are unrelated." + "reason": "ModelOutput key assignment bug and VideoPrism hidden_states misassignment are different issues." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "These are different quantization failures on different models and formats; same general area, not the same bug." + "reason": "Both are quantization-related, but they describe different models, formats, and failure modes." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper pipeline return_language regression are unrelated." + "reason": "ImportError for `GenerationMixin` and Whisper `return_language` pipeline regression are unrelated." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading breakage and mmap/OOM behavior are different loading/runtime issues." + "reason": "Meta-device loading regression and mmap OOM on Strix Halo are different causes and fixes." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batching corruption and Gemma4 device-map mismatch are unrelated." + "reason": "AudioFlamingo3 batching leak vs Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Gemma4 FSDP attention state bug are unrelated." + "reason": "SwitchTransformers sparse-layer creation bug and Gemma4 FSDP2 key error are different model issues." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Int4 quantization reserved-memory growth and Strix Halo mmap OOM are different memory issues." + "reason": "Int4 quantization memory growth and mmap OOM are different resource issues." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading failure and broken official Nemotron example are related only by model family, not by the same underlying bug." - }, - { - "left": "issue:45276", - "right": "issue:45292", - "accept": true, - "reason": "These describe the same resize_token_embeddings regression: output embeddings are not updated, with issue:45276 adding a Gemma4-specific manifestation." + "reason": "NemotronH checkpoint loading failure and broken official Nemotron example are related by theme only, not clearly the same code-path bug." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression across Qwen VL variants and strict Granite Speech config loading are unrelated." + "reason": "Video input regression and strict config loading failure are different issues." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying bug: `resize_token_embeddings` does not properly update `output_embeddings`; `45276` is just the Gemma4-specific manifestation." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing in eval mode and Qwen3.5 RLHF NaN/SDPA fallback are different issues." + "reason": "Gradient checkpointing in eval mode and Qwen3.5 3D position_ids/SDPA fallback are unrelated." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "extra_state save/load handling and Strix Halo mmap OOM are unrelated." + "reason": "Extra state save/load bug and Strix Halo mmap OOM are unrelated." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE-marker handling and continue_final_message behavior are different tokenizer bugs." + "reason": "Tokenizer BPE marker handling and `continue_final_message` for mistral_common tokenizers are different tokenizer bugs." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention s_aux=None crash and Gemma4 FSDP shared_kv_states bug are unrelated." + "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP2 `shared_kv_states` issue are unrelated." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7-Flash loading in tests and Qwen3.5 save_pretrained regression are different model/save-path issues." + "reason": "Unit-test loading failure for GLM-4.7-Flash and Qwen3.5 save_pretrained regression are different model/save bugs." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Custom-model file permissions during save_pretrained and wrong custom module resolution during from_pretrained are separate save/load bugs." + "reason": "Permissions propagation in `save_pretrained` and wrong custom module loaded after save/load are separate problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The evaluation is grounded in the packet and the soft-edge verdicts are conservative. The only clearly duplicate-like pair is issue:45276 / issue:45292, which is well supported by the titles and high similarity; the other pairs are reasonably kept separate. The summary does not overstate evidence." + "feedback": "Grounded in the packet: the resize_token_embeddings/output_embeddings pair is the only clearly duplicate-looking cluster, and the rest are conservatively treated as distinct issues based on their titles and scopes. No PRs are present, and I don\u2019t see evidence of overstatement in the soft-edge verdicts." }, "evaluator_used": true, "retried": false, @@ -2802,8 +2856,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -2857,32 +2911,32 @@ "issue:47228" ], "soft_pairs": [ - "issue:45292|issue:45335", - "issue:43828|issue:43957", "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:45292|issue:45335", "issue:43425|issue:47228", "issue:44589|issue:44756", - "issue:44402|issue:44451", "issue:43646|issue:43708", + "issue:44402|issue:44451", "issue:46894|issue:46901", "issue:43425|issue:43828", "issue:46315|issue:46491", "issue:45812|issue:46315", "issue:44530|issue:45084", "issue:43611|issue:43645", - "issue:39404|issue:45701", "issue:43425|issue:46869", + "issue:39404|issue:45701", "issue:44683|issue:45823", "issue:43425|issue:43716", "issue:39404|issue:46665", "issue:44589|issue:45084", "issue:44479|issue:44805", "issue:43901|issue:44509", - "issue:43994|issue:44079", "issue:44164|issue:45759", + "issue:43994|issue:44079", "issue:36032|issue:43452", - "issue:43906|issue:44530", "issue:44265|issue:44898", + "issue:43906|issue:44530", "issue:46050|issue:46326", "issue:44991|issue:45081", "issue:43906|issue:46326", @@ -2890,235 +2944,229 @@ "issue:39404|issue:44912", "issue:45823|issue:46899" ], - "prepared_review_unit_hash": "46fc126465b8bd0b8bf70b3503ef507a9d83959311a686838f5f0654f35e932a", + "prepared_review_unit_hash": "8eddb73c3d1011f56dff56a71793bc65d84d41be70b03c5a00622a66d7e1fd0e", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37482, - "estimated_input_tokens": 9371, - "estimated_eval_tokens": 18998 + "serialized_chars": 37479, + "estimated_input_tokens": 9370, + "estimated_eval_tokens": 18996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers regressions. Only one soft edge looks like a true duplicate or near-duplicate: the `resize_token_embeddings` embedding-resize bug pair. The rest are distinct issues in different models, subsystems, or failure modes.", - "confidence": 0.83, - "canonical_issue_reason": "`issue:45292` is the broadest and most model-agnostic report: `resize_token_embeddings` failing to update output embeddings. `issue:45335` looks like a narrower t5gemma-specific manifestation of the same defect.", + "summary": "Mostly a loose cluster of adjacent Transformers v5 regressions. The best central issue is the general custom model initialization breakage, with 43645 as a narrower notebook-specific variant rather than the canonical umbrella.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43646 is the broader and more representative report: it covers custom model initialization in general, while issue:43645 is a notebook-specific slice of that same family. The packet supports 43646 as the cleaner canonical issue for the shared regression theme.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45292` is the best canonical issue because it states the core API-level symptom clearly and generalizes beyond one model family.", + "best_issue_reason": "issue:43646 best represents the cluster\u2019s main recurring pattern: v5 regressions around custom model initialization/loading. It is broader than the notebook-only wording in 43645 and fits the cluster better as the global issue anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45292", - "right": "issue:45335", - "accept": true, - "reason": "Same underlying bug: `resize_token_embeddings` does not propagate resized weights to a tied embedding/output path. The second issue is a model-specific instance of the first." + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Both involve model loading-related failures, but 43645 is custom model init in notebooks while 44164 is extra_state save/from_pretrained handling; different bugs." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Both mention dtype/device-related failures, but one is an autocast mismatch in Phi-tiny-MoE and the other is meta-device loading breakage across some models. Different code paths and symptoms." + "reason": "Both mention dtype/device issues, but 43828 is an autocast forward mismatch and 43957 is a meta-device model loading regression." }, { - "left": "issue:43645", - "right": "issue:44164", - "accept": false, - "reason": "One is about custom model initialization in Jupyter notebooks; the other is about `save_pretrained`/`from_pretrained` mishandling `extra_state`. Not the same bug." + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings does not propagate correctly to the tied output/decoder embeddings." }, { "left": "issue:43425", "right": "issue:47228", "accept": false, - "reason": "Both reference Torch/version compatibility, but one is a general Torch 2.10 incompatibility and the other is a Sam3 bf16 compilation regression between two Transformers releases. Different failures." + "reason": "Unrelated regressions: Torch 2.10 compatibility versus a Sam3 bf16 compilation issue." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "`Float8_e4m3fnStorage` lookup failure is a storage/deserialization issue; disabling mmap on Strix Halo to avoid OOM is a memory-management workaround. Not the same underlying defect." - }, - { - "left": "issue:44402", - "right": "issue:44451", - "accept": false, - "reason": "Both are tokenizer-loading problems, but one is about vocab-size/token ID inconsistencies and the other is a model-specific loading failure for ScandiBERT. No evidence of a shared code-path bug." + "reason": "Different code paths and symptoms: missing Float8 storage object versus mmap/OOM avoidance on Strix Halo." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization issues are unrelated to `resume_from_checkpoint` computing `max_steps` incorrectly after changing batch size." + "reason": "Custom model initialization regression and Trainer resume max_steps calculation are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": true, + "reason": "Likely the same tokenizer/vocab-size loading failure, with 44451 being the model-specific ScandiBERT report." }, { "left": "issue:46894", "right": "issue:46901", - "accept": false, - "reason": "Both describe a double-shift training-loss pattern, but they affect different model implementations. Similar pattern is not enough to treat them as the same bug." + "accept": true, + "reason": "Same training-loss double-shift bug, reported on different model families." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "General Torch incompatibility vs a specific autocast dtype mismatch in Phi-tiny-MoE. Different root cause and scope." + "reason": "Torch version incompatibility is not the same bug as the Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "One is a performance regression in `convert_tokens_to_ids`; the other is a CodeLlama round-trip tokenization correctness bug. Different behavior and code paths." + "reason": "Different tokenizer regressions: performance slowdown in convert_tokens_to_ids versus CodeLlama round-trip correctness." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong Granite token IDs and slow `convert_tokens_to_ids` are separate tokenizer regressions, not the same defect." + "reason": "Wrong Granite token IDs and slow added-token lookup are separate tokenizer issues." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "A Qwen3.5 `PagedAttentionCache` group-type crash is unrelated to a template compilation error. Different subsystems." + "reason": "PagedAttentionCache linear_attention crash and non-template-node compile error do not look like the same code-path bug." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "`base_model_prefix` loading failure is distinct from notebook-based custom model initialization breakage." + "reason": "Related broad area, but different concrete failures: base_model_prefix loading versus notebook initialization of custom models." }, { - "left": "issue:39404", - "right": "issue:45701", + "left": "issue:43425", + "right": "issue:46869", "accept": false, - "reason": "Whisper `return_language` pipeline behavior and generic tokenization changes in v5 are different issues." + "reason": "Torch 2.10 incompatibility is unrelated to the YOLO multi-GPU device_map failure." }, { - "left": "issue:43425", - "right": "issue:46869", + "left": "issue:39404", + "right": "issue:45701", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same as a YOLO multi-GPU `device_map=\"auto\"` failure." + "reason": "Whisper pipeline return_language regression and general tokenizer-version behavior change are not the same underlying bug." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled `flex_attention` failures on newer Torch versions are unrelated to Gemma4 device placement mismatches during forward." + "reason": "Compiled flex_attention failure on torch>=2.9 and Gemma4 device mismatch are distinct regressions." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "A general Torch version incompatibility is not the same as Mistral-3 image preprocessor/model dtype mismatch." + "reason": "Different bugs: a Torch version incompatibility versus a Mistral-3 dtype mismatch." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline `return_language` regression and inconsistent `from_pretrained` behavior inside Python classes are unrelated." + "reason": "Whisper pipeline behavior and from_pretrained-inside-classes inconsistency are different code paths." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Storage-object lookup failure and template-compilation failure are unrelated implementation bugs." + "reason": "Missing Float8 storage lookup and template-node compilation failure are unrelated." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video input regression for Qwen VL models and a generic mask-shape IndexError are different failures." + "reason": "Video input regression in Qwen models and a generic mask shape IndexError are not the same bug." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but one is about a stale `return_all_scores` mention and the other about removed pipeline tasks. Different documentation targets." + "reason": "Both are docs-related, but they cover different pipeline/task documentation issues." }, { - "left": "issue:43994", - "right": "issue:44079", + "left": "issue:44164", + "right": "issue:45759", "accept": false, - "reason": "SigLIP2 producing nonsense outputs and `ModelOutput` key assignment with `None` are not the same code-path problem." + "reason": "save/from_pretrained extra_state handling and unwrapping text_config in composite configs are separate issues." }, { - "left": "issue:44164", - "right": "issue:45759", + "left": "issue:43994", + "right": "issue:44079", "accept": false, - "reason": "`extra_state` serialization/deserialization is unrelated to unwrapping `text_config` in composite Qwen multimodal configs." + "reason": "Incorrect Siglip2 outputs and ModelOutput key assignment with None are different bugs." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5Tokenizer special-token method conflict and `gguf_file` loading failures are distinct tokenizer/model-loading issues." + "reason": "T5Tokenizer add_special_tokens conflict is unrelated to gguf_file loading failures." }, { - "left": "issue:43906", - "right": "issue:44530", + "left": "issue:44265", + "right": "issue:44898", "accept": false, - "reason": "An isolated reproduction of a previous issue is not enough to merge with a Qwen3.5 cache crash; no shared concrete bug is evident." + "reason": "torch.export failures from torch_compilable_check and Perceiver interpolation failures are different problems." }, { - "left": "issue:44265", - "right": "issue:44898", + "left": "issue:43906", + "right": "issue:44530", "accept": false, - "reason": "`torch.export` with `torch_compilable_check` and Perceiver non-default-resolution failures are different model/export paths." + "reason": "An isolated reproduction of another issue is not the same as the Qwen3.5 PagedAttention crash." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "A broken quantized model reload after save is not the same as a tokenizer `continue_final_message` bug." + "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are unrelated." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both concern tokenizer loading regressions, but they affect different models and different failure mechanisms (`est-roberta` load failure vs Mistral regex patch crash)." - }, - { - "left": "issue:43906", - "right": "issue:46326", - "accept": false, - "reason": "A reproduction issue for an earlier bug and a mistral_common tokenizer formatting bug are unrelated." + "reason": "Tokenizer loading failure for EMBEDDIA/est-roberta and the Mistral regex patch crash do not share the same bug." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT MLM prediction regression and tokenizer loading failure for EMBEDDIA/est-roberta are separate problems." + "reason": "CamemBERT MLM prediction regression and tokenizer loading failure are different symptoms and likely different fixes." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline behavior and MXFP4 quantization fallback on git-oss-20b are unrelated." + "reason": "Whisper pipeline regression and MXFP4 quantization fallback are unrelated." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Both are Gemma4-related, but one is a `device_map=\"auto\"` forward device mismatch and the other is a 4-bit quantization dtype-cast bug in multimodal embedders. Different bugs." + "reason": "Both involve Gemma4, but one is a device_map forward mismatch and the other is a 4-bit multimodal dtype cast bug." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The assessment is conservative and grounded in the packet. The only accepted soft edge, issue:45292 \u2194 issue:45335, is supported by highly similar titles/body themes around `resize_token_embeddings`, while the rest are appropriately rejected as differing subsystems or failure modes. The summary does not overstate evidence." + "accept": false, + "feedback": "The overall read is mostly conservative, but the canonical choice is not well grounded: issue:43645 is explicitly the notebook-specific custom-model init regression, while issue:43646 is the more general \"custom model initialization\" report. Saying 43645 is the 'broadest representative' and 'more central than notebook-specific behavior' overstates the evidence. The cluster does contain several small related families, but the packet supports a mix of adjacent regressions rather than one clearly central 43645-shaped theme." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -3131,8 +3179,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -3216,20 +3264,20 @@ "issue:42175|issue:46178", "issue:44206|issue:44220" ], - "prepared_review_unit_hash": "b46012117b429a6968bff31eb679d3483495cdfbd6448dacd514d8d83c5e709a", + "prepared_review_unit_hash": "8f90df83bf4216b41ff2e321c6ad963be80315e22b31d1a7ed6fcd559b6c1088", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36473, + "serialized_chars": 36475, "estimated_input_tokens": 9119, "estimated_eval_tokens": 18494 }, @@ -3238,186 +3286,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous mix of unrelated Transformers issues. A few pairs are thematically close (especially v5 init/loading regressions and tokenizer-loading regressions), but none are tight enough to treat as the same underlying bug or change.", - "confidence": 0.31, - "canonical_issue_reason": "No exact duplicate hub stands out; issue:43646 is the broadest representative of the densest v5 initialization/regression subgroup, so it is the closest fit as a canonical issue for this cluster.", + "summary": "This cluster is mostly heterogeneous; the suggested soft links are largely broad-similarity matches across unrelated Transformers regressions. No soft pair looks like the same concrete bug/change with enough certainty to merge.", + "confidence": 0.32, + "canonical_issue_reason": "issue:43646 is the broadest and most representative of the v5 custom-model regression family in this set; it describes a general initialization breakage rather than a model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:43646 is the most general and least model-specific report among the near-duplicates, making it the best single issue representative here.", + "best_issue_reason": "issue:43646 is the best single issue to stand in for the cluster because it is generic, version-scoped, and closest to the recurring v5 model-init/loading complaints, even though the cluster overall is not a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Different bug classes: sequence-classification zero-loss vs ASR training-loss double-shift." + "reason": "Different failures: zero-loss classification behavior vs training-loss double-shift in ASR; same broad training area, not the same bug." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "Unrelated features: save/from_pretrained extra_state handling vs TimesFM window_size attribute error." + "reason": "Unrelated subsystems: save/from_pretrained extra_state handling vs TimesFM window_size attribute access." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Both are memory-related, but one is Qwen3 MoE training inefficiency and the other is mmap/OOM on Strix Halo." + "reason": "Both mention memory, but one is Qwen3 MoE training memory usage and the other is Strix Halo mmap OOM mitigation; no shared code-path bug." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Different failure modes: DeepSpeed ZeRO-3 zero-size tensor access vs compiled flex_attention on torch 2.9." + "reason": "Zero3/BertModel init index error is unrelated to torch>=2.9 compiled flex_attention failures." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are loading failures, but for different models and likely different tokenizer/config paths." + "reason": "Both are model-loading complaints, but they target different models and likely different root causes." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Tokenizer-loading failures, but the Mistral regex patch crash is a specific backend bug not the same as sleng-bert loading." + "reason": "Different tokenizer-loading problems: ScandiBERT load failure vs Mistral regex patch crash." }, { "left": "issue:43632", "right": "issue:47050", "accept": false, - "reason": "Unrelated regressions: _is_hf_initialized flag breakage vs fp16 ONNX attention dtype mismatch." + "reason": "Unrelated regressions: _is_hf_initialized flag vs fp16 ONNX attention dtype mismatch." }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Different symptom and code path: single-label zero-loss classification vs ASR-style double-shift training loss." + "reason": "Different loss bugs in different tasks/models; not the same underlying issue." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Same model family, but one is a dev-version load break and the other is a weight-shape mismatch; not the same concrete bug." + "reason": "Same model family, but one is a v5 dev loading regression and the other is a weight-shape mismatch on a specific checkpoint." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer method conflict vs Qwen3Moe FineGrainedFP8Config failure are distinct issues." + "reason": "Tokenizer special-method conflict is unrelated to Qwen3 MoE FP8 config failure." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but base_model_prefix loading and junk non-persistent buffers are different code paths." + "reason": "Both are v5 model-loading regressions, but the concrete problems differ: base_model_prefix handling vs non-persistent buffers filled with junk." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Tokenizer.json loading vs incorrect DeepSeek-Coder tokenizer output are related but not the same bug." + "reason": "Both involve tokenizers, but one is repository tokenizer.json selection and the other is DeepSeek-Coder tokenization output corruption." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE marker handling and Mistral3 lm_head tying are unrelated." + "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head weight tying are different code paths and bugs." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor dtype mismatch vs template-compilation error are unrelated." + "reason": "Image preprocessor/model dtype mismatch is unrelated to a template compilation error." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP structure inconsistency and Sam3 text encoder weight-loading are different model-specific regressions." + "reason": "Different model families and failures: CLIP structure inconsistency vs Sam3 text encoder weights not loading." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer mapping-name failure and compiled flex_attention failure do not share a code path." + "reason": "add-new-model-like / tokenizer mapping bug is unrelated to compiled flex_attention on torch>=2.9." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast NoneType error vs Whisper return_language pipeline regression are unrelated." + "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper pipeline return_language behavior." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both affect loading models, but ScandiBERT loading and physical-intelligence/fast loading are not the same underlying bug." + "reason": "Both are load failures for specific models, but the affected models and failure modes are different." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch dynamo grouped_mm tracing failure is unrelated to the template-node compilation error." + "reason": "Torch dynamo grouped_mm tracing error is unrelated to non-template-node compilation failure." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "trust_remote_code missing fields and PagedAttentionCache linear_attention crash are separate issues." + "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache invalid group type in Qwen3.5." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Both involve Qwen-family models, but FP8 config failure and PagedAttentionCache group-type crash are different problems." + "reason": "Both are Qwen3-related, but one is FineGrainedFP8 training config and the other is cache group-type runtime failure." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression and runtime post-processor update behavior are not the same bug." + "reason": "Perplexity regression is unrelated to tokenizer post-processor update behavior." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both are device-related rotary/positional issues, but XLNet CPU arange placement and Qwen3_5Moe CPU offload incompatibility differ." + "reason": "Both have device-placement flavor, but they affect different models and different mechanisms." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token counting bug and multimodal iterable-dataset failure are unrelated." + "reason": "TrainerState token-count tracking and Qwen2.5-VL iterable dataset failures are not the same bug." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Close v5 initialization regressions, but one is about non-persistent buffers and the other about custom model initialization broadly; not the same concrete bug." + "reason": "Both are v5 custom-model regressions, but one is about non-persistent buffer junk and the other is general custom model initialization; too different to merge confidently." }, { - "left": "issue:40444", - "right": "issue:46326", + "left": "issue:42175", + "right": "issue:46178", "accept": false, - "reason": "Multimodal iterable-dataset failure vs mistral_common continue_final_message bug are unrelated." + "reason": "Backend packaging omission and BACKENDS_MAPPING validation error are different issues." }, { - "left": "issue:36032", - "right": "issue:43645", + "left": "issue:44206", + "right": "issue:44220", "accept": false, - "reason": "Tokenizer method-name conflict and Jupyter custom-model initialization breakage are different regression paths." + "reason": "Both touch audio feature extraction, but the titles do not indicate the same concrete failure or fix." }, { - "left": "issue:42175", - "right": "issue:46178", + "left": "issue:40444", + "right": "issue:46326", "accept": false, - "reason": "Both concern backend availability, but missing TensorFlow in extras and undefined tensorflow_text backend are distinct packaging/backend issues." + "reason": "Different multimodal/tokenizer failures with no clear shared root cause." }, { - "left": "issue:44206", - "right": "issue:44220", + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Repeated pair: same conclusion, different model-loading regressions." + }, + { + "left": "issue:43611", + "right": "issue:43644", "accept": false, - "reason": "Related audio area, but unsupported center arg and _torch_extract_fbank_features() are different failures." + "reason": "Repeated pair: related v5 loading regressions, but not the same underlying bug." } ] }, @@ -3436,8 +3490,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -3503,8 +3557,8 @@ "issue:43792|issue:46869", "issue:43645|issue:46661", "issue:42915|issue:45084", - "issue:43208|issue:47013", "issue:43646|issue:44534", + "issue:43208|issue:47013", "issue:43377|issue:43819", "issue:44987|issue:45081", "issue:28530|issue:34567", @@ -3517,212 +3571,212 @@ "issue:43994|issue:44610", "issue:42915|issue:44589", "issue:44464|issue:45987", - "issue:44265|issue:44610", + "issue:43531|issue:44877", "issue:45923|issue:47254", - "issue:43531|issue:44877" + "issue:44265|issue:44610" ], - "prepared_review_unit_hash": "c44234e5bc13610dbf4ac14d4e572e3859bbb7520805f83a089d0659aa366078", + "prepared_review_unit_hash": "e035500a38e378c108261369ef857194d31f922462ef8af0e65e5bbcdbbb6c7d", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36528, - "estimated_input_tokens": 9132, - "estimated_eval_tokens": 18520 + "serialized_chars": 36530, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose grouping of Transformers v5 regressions across unrelated subsystems; I did not find any soft-edge pair that clearly represents the same underlying bug/change.", - "confidence": 0.34, - "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster\u2019s main theme: Transformers v5 breaking custom model initialization. It is more general than the notebook-specific variant and closer to the cluster center than the narrower model-specific reports.", + "summary": "No soft pair looks like the same underlying bug; most are different model-specific regressions or unrelated trainer/tokenizer/runtime issues. The cluster is best represented by a broad custom-model init regression issue, but there is no clear duplicate PR candidate.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43646 is the broadest representative of the recurring Transformers v5 custom-model initialization regression theme, covering the shared failure class better than the narrower, more specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single issue for the cluster because it captures the shared high-level regression class most of the nearby items orbit around, while still being general enough to stand in for the broader v5 initialization breakage theme.", + "best_issue_reason": "issue:43646 is the most suitable umbrella issue for this cluster because it names the general breakage class directly and can subsume several v5 initialization/loading regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Different failures in different areas: Apple Silicon allocator warmup TypeError vs _is_hf_initialized flag regression." + "reason": "Unrelated bugs: Apple Silicon allocator TypeError vs. Transformers v5 initialization flag regression." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are loading failures on v5, but they affect different models and likely different code paths: one is a model load failure, the other a tokenizer load failure." + "reason": "Both are v5 loading failures, but they affect different models with different tokenizer paths and no evidence of the same root cause." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both mention GGUF/loading, but one is a generic gguf_file from_pretrained breakage while the other is a Qwen2.5-GGUF v5 loading failure; not clearly the same bug." + "reason": "Both mention GGUF loading, but one is a generic gguf_file API break and the other is a model-specific Qwen2.5-GGUF failure." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Unrelated issues: template compilation TypeError versus a GraniteMoEHybrid invalid-method call." + "reason": "Completely different failure modes: template compilation error vs. GraniteMoEHybrid invalid method call." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens; distinct bugs." + "reason": "Both involve Whisper, but one is batch_decode token handling and the other is empty-transcription generation after align_special_tokens." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Different subsystems and symptoms: device_map/offload dequantized-model loading versus GGUF v5 loading." + "reason": "Different subsystems: device_map/offload dequantized loading vs. GGUF tokenizer/model loading under v5." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "Different domains and code paths: PEFT local-checkpoint loading for GraniteSpeech versus mistral_common continue_final_message behavior." + "reason": "Different code paths: PEFT local checkpoint loading vs. mistral_common continue_final_message behavior." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Both are audio-related, but one is chat-template sampling-rate defaulting and the other is MIMI encoder padding-mask/batched-output mismatch." + "reason": "Both are audio-related, but one is chat-template sampling-rate defaulting and the other is MIMI batching/padding-mask output mismatch." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Generic loading noise warnings are unrelated to a Mistral regex patch crash." + "reason": "Unrelated: noisy transformer loading logs vs. Mistral regex patch crashing on tokenizer internals." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Different model families and failure modes: Whisper loading/runtime versus YOLO multi-GPU device_map auto." + "reason": "Whisper inference failure and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:43645", "right": "issue:46661", "accept": false, - "reason": "Related to model initialization, but not the same bug: notebook-defined custom models versus remote-code AutoModel missing config_class." + "reason": "Both concern custom/remote-code models, but one is Jupyter custom-model init and the other is from_pretrained missing config_class." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Different problems: Qwen3MoE + FineGrainedFP8Config versus a template-node compilation TypeError." + "reason": "FP8/Qwen3MoE loading issue is unrelated to template compilation errors." }, { - "left": "issue:43208", - "right": "issue:47013", + "left": "issue:43646", + "right": "issue:44534", "accept": false, - "reason": "Same family (xLSTM) but not the same underlying bug: 43208 is a bundle of three training blockers, while 47013 is a specific return_last_states=False crash." + "reason": "Different bugs: custom model initialization breakage vs. non-persistent buffers filled with junk." }, { - "left": "issue:43646", - "right": "issue:44534", + "left": "issue:43208", + "right": "issue:47013", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is custom model initialization and the other is non-persistent buffer corruption; separate issues." + "reason": "Both are xLSTM, but the reported crashes are distinct training/return_last_states bugs." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Different audio model bugs: MIMI batching/padding-mask mismatch versus DAC latent reconstruction mismatch without STE." + "reason": "Different audio model problems: padding-mask batching mismatch vs. DAC from_latents/forward STE mismatch." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Unrelated failures: loading a specific model under v5 versus a Mistral tokenizer regex patch crash." + "reason": "Different tokenizer/loading failures with no shared concrete code path." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Different training state features: early stopping metric selection versus num_input_tokens_seen not updating." + "reason": "Trainer early-stopping metric lookup and num_input_tokens_seen updating are unrelated trainer issues." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different models and defects: Qwen3.5 hidden-states output bug versus Qwen2.5-VL rope index scaling bug." + "reason": "Different model-specific bugs: Qwen3.5 hidden-states behavior vs. Qwen2.5-VL rope indexing." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both mention lm_head.weight, but one is a model weight-tying bug and the other is device-dependent serialization inconsistency; not the same code-path problem." + "reason": "Related to lm_head.weight, but one is untied weights in Mistral3 while the other is device-dependent serialization behavior." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Both involve v5/init-related changes, but the concrete bugs differ: Qwen3MoE FP8 config failure versus init_empty_weights/_is_hf_initialized argument handling." + "reason": "Both involve v5 model init/quantization, but the concrete failures differ: FineGrainedFP8Config vs. unexpected _is_hf_initialized argument." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer method-name conflict versus a key error loading MobileLLM; no shared root cause." + "reason": "Separate tokenizer/model-loading bugs affecting different models and error surfaces." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different model and failure mode: ScandiBERT load regression versus Mistral regex patch AttributeError." + "reason": "Different model/tokenizer failures; no evidence they share the same underlying regression." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Tokenizers AddedToken keyword duplication is unrelated to the physical-intelligence/fast loading failure." + "reason": "Both are tokenizer-loading problems, but the specific AddedToken keyword conflict is not the same as the physical-intelligence/fast failure." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Both involve vision processors/model input shapes, but they are different models and distinct mismatches: SigLIP2 nonsense outputs versus OmDet-Turbo 640px/224px discrepancy." + "reason": "Different image-model issues: bad model/pipeline outputs vs. processor image-size mismatch." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Different FP8/model-loading issue versus a Float8 storage lookup error." + "reason": "Both touch FP8, but one is a model config/loading bug and the other is a missing storage type error." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Different cache-related concerns: chunked generation under compiled forward versus StaticCache.get_seq_length() returning the wrong type." + "reason": "Compilation/generation inconsistency and StaticCache return-type mismatch are different cache/generation bugs." }, { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "Export/compiler issue on torch_compilable_check is unrelated to an image processor size mismatch." + "reason": "Unrelated: Qwen3-MoE sliding_window bug vs. strict config loading for granite_speech." }, { "left": "issue:45923", "right": "issue:47254", "accept": false, - "reason": "Gradient checkpointing is the only overlap, but one is a missing capability flag and the other is a PEFT/DeepSpeed checkpoint error; not the same bug." + "reason": "Shared gradient-checkpointing wording is too broad; one is a missing capability flag, the other is a PEFT/DeepSpeed checkpoint error." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict config loading are separate issues." + "reason": "torch.export/torch_compilable_check failure is unrelated to OmDet processor size mismatch." } ] }, @@ -3741,8 +3795,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -3797,15 +3851,15 @@ ], "soft_pairs": [ "issue:36032|issue:41720", - "issue:43883|issue:44488", "issue:44008|issue:46899", "issue:43322|issue:43540", - "issue:44479|issue:45325", "issue:43632|issue:46821", + "issue:44479|issue:45325", + "issue:43883|issue:44488", "issue:43425|issue:44403", "issue:43089|issue:45987", - "issue:45216|issue:45357", "issue:43296|issue:43531", + "issue:45216|issue:45357", "issue:40444|issue:45325", "issue:43611|issue:44534", "issue:44220|issue:44683", @@ -3816,10 +3870,10 @@ "issue:42796|issue:43746", "issue:45812|issue:46491", "issue:43381|issue:45923", - "issue:43883|issue:44991", "issue:44291|issue:44589", "issue:43792|issue:44589", "issue:33666|issue:40444", + "issue:43883|issue:44991", "issue:40990|issue:44811", "issue:42796|issue:46710", "issue:43632|issue:44756", @@ -3828,226 +3882,226 @@ "issue:43531|issue:44291", "issue:44079|issue:45663" ], - "prepared_review_unit_hash": "e2f2b0faad6d00984d1bf2d1a68945bc77b70de4522bf903e5f130120643fbac", + "prepared_review_unit_hash": "874744209a081cb23a24c4649a022425f961bbda4109095c8653126bf18111af", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36995, - "estimated_input_tokens": 9249, - "estimated_eval_tokens": 18754 + "serialized_chars": 36984, + "estimated_input_tokens": 9246, + "estimated_eval_tokens": 18748 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Transformers regression reports, not one single duplicate set. The only clear duplicate pairs are the v5 `_is_hf_initialized` incompatibility reports and the Qwen3.5 `save_pretrained` checkpoint-key regressions; the rest are different bugs touching similar subsystems.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43872 is the best representative of the strongest duplicate subcluster: a broad, externally referenced Transformers v5 `_is_hf_initialized` incompatibility that also covers the narrower `init_empty_weights` manifestation.", + "summary": "This cluster is mostly a grab-bag of unrelated model/tokenizer/runtime regression reports. A couple of soft pairs do look like the same underlying bug family, but most are only thematically similar and should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "No single canonical issue fits the whole set: the items span many unrelated bugs across different models, tokenizers, loading paths, and performance regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43872 has the clearest cross-cutting impact and strongest evidence of a shared root cause with issue:44291; it is the most useful anchor for triage in this cluster.", + "best_issue_reason": "No global best issue candidate; even the closest matches are narrow duplicate pairs, not a cluster-wide representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Different models and failures: a T5 tokenizer load-time attribute clash vs a Qwen3 device-mapping CUDA assert." - }, - { - "left": "issue:43883", - "right": "issue:44488", - "accept": false, - "reason": "Both are load failures, but one is a Molmo model attribute issue and the other is a tokenizer/BPE handling problem for a different model." + "reason": "Different models and failures: a T5 tokenizer class-name conflict vs a Qwen3 auto device-mapping cuda assert." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Both involve multimodal dtype problems, but they affect different Gemma generations and different code paths/root causes." + "reason": "Both are Gemma multimodal bugs, but the symptoms and likely root causes differ: a variable-name collision vs unsafe dtype casting in 4-bit embedders." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Both are multimodal errors, but one is a Llava-Next loading segfault and the other is a Qwen3OmniMoe video-input validation failure." + "reason": "Different code paths and models: Llava Next loading segfault vs Qwen3OmniMoe video-input processing error." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated issues: a Transformers v5 initialization flag break vs a TimesFM window_size attribute error." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Related Qwen VL area, but these describe different regressions: a broad video-input bug vs still-image temporal position scaling in rope index." + "reason": "Closely related Qwen VL regressions, but the reported symptoms are different enough here: broad video-input regression across several models vs still-image temporal position_id scaling in Qwen2.5-VL." }, { - "left": "issue:43632", - "right": "issue:46821", + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "Different problems: a Transformers v5 `_is_hf_initialized` breakage vs a TimesFM `window_size` attribute error." + "reason": "Different bugs: missing all_tied_weights_keys on MolmoForCausalLM vs a tokenizer-loading failure for cjvt/sleng-bert." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch-version incompatibility and loading noise are unrelated symptoms with no shared concrete bug." + "reason": "No shared underlying bug; one is torch version incompatibility, the other is a noisy-loading/logging issue." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "One is generation performance overhead; the other is a `StaticCache` return-type contract bug." - }, - { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "Same underlying Qwen3.5 `save_pretrained` regression: incorrect checkpoint contents/keys across versions, with the later report narrowing the visual-encoder side." + "reason": "Performance overhead in generation vs a StaticCache return-type contract bug; not the same defect." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different model families and failures: PaddleOCR-VL loading in vLLM vs Qwen3-MoE sliding-window behavior." + "reason": "Different model families and failure modes: PaddleOCR-VL loading in vLLM vs sliding_window behavior on Qwen3-MoE." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same underlying Qwen3.5 save_pretrained regression: both report incorrect checkpoint contents after save_pretrained, with 45357 narrowing it to visual encoder keys." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen2.5-VL, but one is iterable-dataset/multi-image finetuning failure and the other is temporal position-id scaling in rope index." + "reason": "Both involve Qwen VL, but one is multi-image IterableDataset finetuning failure and the other is temporal position_id scaling; too different to merge." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Both are Transformers v5 regressions, but one concerns `base_model_prefix` loading and the other non-persistent buffer initialization." + "reason": "Different v5 regressions: base_model_prefix loading failure vs non-persistent buffer initialization junk." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Unrelated audio feature extraction and compiled flex-attention failures." + "reason": "Unrelated audio-feature extraction issue vs compiled flex_attention failing on newer torch." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Both involve tokenizers, but one is a load failure and the other is a performance regression in `convert_tokens_to_ids`." + "reason": "Both tokenizer-related, but one is a load failure and the other is a v5 performance regression in convert_tokens_to_ids." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same concrete incompatibility: Transformers v5 adds `_is_hf_initialized`, breaking bitsandbytes/init-empty-weights model loading." + "reason": "Same `_is_hf_initialized` incompatibility introduced by transformers v5/rc0; one manifests through bitsandbytes Int8Params and the other through init_empty_weights model loading." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Both mention dtype issues in multimodal models, but they are different models and different failure mechanisms." + "reason": "Different multimodal dtype bugs in different models; not the same concrete code-path failure." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Noise in loading logs is unrelated to a tokenizer load regression." + "reason": "Noise during loading vs tokenizer loading failure; no common underlying defect." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are distinct bugs." + "reason": "Different models and problems: BPE-marker handling in a tokenizer vs GraniteSpeech PEFT local-checkpoint loading." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different behaviors (wrong IDs vs encode/decode space trimming)." + "reason": "Both tokenizer regressions, but one is wrong token IDs for Granite models and the other is a leading-space round-trip issue for CodeLlama." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "One is about using gradient checkpointing in eval mode; the other is a missing capability flag on a trust-remote-code variant." - }, - { - "left": "issue:43883", - "right": "issue:44991", - "accept": false, - "reason": "Molmo tied-weights loading and tokenizer loading for est-roberta are unrelated." + "reason": "Different semantics: eval-mode gradient checkpointing restriction vs missing supports_gradient_checkpointing flag on a trust_remote_code variant." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Different incompatibilities: unexpected `_is_hf_initialized` arg vs missing Float8 storage object." + "reason": "Different failures: `_is_hf_initialized` constructor incompatibility vs missing Float8 storage object." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper run failure and Float8 storage lookup failure are different runtime issues." + "reason": "Whisper model loading/run failure is unrelated to the Float8 storage object error." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen-VL training issues, but one is multi-GPU training and the other is multi-image iterable-dataset finetuning." + "reason": "Both are Qwen VL training-related, but one is multi-GPU training and the other is multi-image IterableDataset finetuning; not the same bug." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/model-loading issues with no shared root cause." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity regression on GPT-OSS is unrelated to Whisper `batch_decode` special-token handling." + "reason": "Completely different areas: perplexity on GPT-OSS vs Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to DeepSeek-R1 accuracy regression after upgrade." + "reason": "Tokenizer BPE-marker handling vs an accuracy regression after upgrading Transformers; too broad and not the same defect." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Different concerns: v5 initialization flag regression vs mmap-related OOM on Strix Halo." + "reason": "Different regressions: _is_hf_initialized flag break vs mmap-induced OOM on Strix Halo." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading in v5 and missing `pad_token_id` on Llama4Config are unrelated model-loading bugs." + "reason": "Different model-loading failures: Qwen2.5 GGUF with transformers v5 vs Llama4Config missing pad_token_id." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is not the same bug as multi-image iterable-dataset finetuning." + "reason": "Different generation/finetuning failures on different model families; no shared underlying bug." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and `_is_hf_initialized` loading incompatibility are unrelated." + "reason": "Unrelated issues: Qwen3-MoE sliding_window behavior vs `_is_hf_initialized` constructor incompatibility." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_state rebuilding are different code paths and failures." + "reason": "Both mention model internals, but one is a ModelOutput key assignment bug and the other is a Gemma4 FSDP2 attention KeyError." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative. The two accepted pairs are well-supported by their titles, and the rejected pairs are framed as distinct bugs without overclaiming shared root cause. No PR-mergeability issues apply here." + "feedback": "The summary is grounded in the packet and stays conservative. The cluster is indeed mostly heterogeneous, and the two accepted soft pairs are reasonably supported as same-bug families. The rejected pairs do not overstate duplicate evidence." }, "evaluator_used": true, "retried": false, @@ -4063,8 +4117,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -4122,8 +4176,8 @@ "issue:42175|issue:45542", "issue:44462|issue:45812", "issue:44509|issue:46909", - "issue:43482|issue:45538", "issue:43296|issue:46821", + "issue:43482|issue:45538", "issue:42175|issue:43296", "issue:44079|issue:44534", "issue:43317|issue:43856", @@ -4134,8 +4188,8 @@ "issue:43818|issue:46402", "issue:40444|issue:45381", "issue:45325|issue:45834", - "issue:43493|issue:43994", "issue:43818|issue:45357", + "issue:43493|issue:43994", "issue:45325|issue:45381", "issue:44829|issue:45479", "issue:43454|issue:44466", @@ -4147,14 +4201,14 @@ "issue:42796|issue:45381", "issue:43606|issue:44265" ], - "prepared_review_unit_hash": "29e5b1649acd678715c3b2cd4235ff872e203bf52ff4c31d48663875e8b7302a", + "prepared_review_unit_hash": "edee3259cb1dd0b1e5c7bb9f0c9746994e8a1a64d790a0c7f82a6de0739bd80c", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 47, @@ -4169,186 +4223,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of nearby transformer/model-loading/tokenizer regressions, but the proposed pairs mostly describe different concrete failures rather than the same underlying bug. I don\u2019t see any true duplicate PR candidates here, and all soft edges should be rejected.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43873 is the broadest, highest-activity representative in the set and the best anchor for the cluster, even though the cluster itself does not contain a clear duplicate set.", + "summary": "This cluster is heterogeneous rather than a true duplicate set: it mixes unrelated tokenizer, model-loading, multimodal-positioning, offload, packaging, and docs issues. None of the soft edges are strong enough to merge into one underlying bug/change. The closest theme is v5 model-loading regressions, so #43611 is the most representative issue.", + "confidence": 0.84, + "canonical_issue_reason": "#43611 is the cleanest, most broadly representative v5 regression in the set: it is concrete, reproducible, and centered on model loading/init behavior, which is the closest common thread among the few nearby issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 best represents the cluster because it has the most discussion/inbound activity and covers a broadly impactful runtime-loading problem rather than a niche model-specific symptom.", + "best_issue_reason": "#43611 is the best single issue to anchor the cluster because it is specific, technically meaningful, and closer to the shared v5 loading/init failures than the more niche or unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Different failures: CUDA assert during Qwen3 auto device mapping vs tokenizer regex crash when fix_mistral_regex is enabled." + "reason": "Different failures: Qwen3 auto-device-map CUDA assert vs. Mistral tokenizer regex patch crash." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both involve tokenizer/special-token behavior, but one is about runtime post-processor updates and the other about missing BOS/EOS insertion for a specific tokenizer." + "reason": "Both involve tokenizers, but one is runtime post-processor syncing and the other is BOS/EOS insertion behavior; different bugs." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Different packaging/backend issues: missing TensorFlow in a torch install vs tensorboard-only install causing an undefined tf backend error." + "reason": "Packaging/backend dependency omission is not the same as a tf-backend undefined error at runtime." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one is ignoring tokenizer.json while the other is wrong token IDs for Granite models." + "reason": "Ignoring repository tokenizer.json and wrong token IDs for Granite are distinct tokenizer-loading problems." }, { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Both are documentation problems, but they affect different docs/content and do not describe the same broken example." + "reason": "Both are documentation-related, but they concern different docs/examples and different fixes." }, { - "left": "issue:43482", - "right": "issue:45538", + "left": "issue:43296", + "right": "issue:46821", "accept": false, - "reason": "Unrelated tokenizer/model_max_length behavior vs GGUF loading failure under transformers v5." + "reason": "PaddleOCR-VL load failure in vLLM and TimesFM window_size AttributeError are unrelated code paths." }, { - "left": "issue:43296", - "right": "issue:46821", + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "Different models and different runtime errors: PaddleOCR-VL load failure vs TimesFM window_size AttributeError." + "reason": "GGUF loading regression and CLIPTokenizer max_length constant are unrelated." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backend install issue vs a model loading failure in vLLM; not the same bug." + "reason": "A missing TensorFlow backend dependency is not the same as a specific multimodal model loading failure." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment bug vs non-persistent buffer serialization junk; different code paths." + "reason": "ModelOutput key assignment bug and non-persistent buffer junk are different low-level regressions." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Different performance/runtime problems: offload loading failure vs inefficient MoE training memory usage." + "reason": "GPU/CPU offload load failure and MoE training memory inefficiency are not the same bug." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both mention Transformers 5 initialization regressions, but one is about loading models with base_model_prefix and the other about custom model initialization; too broad to merge." + "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about custom model initialization; not the same concrete defect." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both are batching/padding-related, but they are different models and different symptoms (encoder output mismatch vs NaN embeddings in Gemma3)." + "reason": "Batch-vs-single mismatch from missing padding-mask support is different from Gemma3 NaNs with sliding-window all-padding windows." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer junk and ModelOutput key handling are separate regressions in different subsystems." + "reason": "Non-persistent buffer serialization and ModelOutput key assignment are unrelated internals bugs." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export with torch_compilable_check is unrelated to bfloat16 dtype mismatches in specific model wrappers." + "reason": "torch.export with torch_compilable_check is unrelated to dtype mismatch in bfloat16 inference." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Different multimodal model-loading bugs affecting different architectures (Video-LLaVA vs Sam3Model)." + "reason": "Video-LLaVA temporal attention/weight-sharing issue is unrelated to Sam3Model text encoder weights not loading." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL-related, but one is finetuning with multiple images per prompt and the other is video position-id scaling; not the same concrete bug." + "reason": "Both touch Qwen2.5-VL, but one is finetuning with multiple images per prompt and the other is video vision_position_ids; not clearly the same bug." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Still-image rope-index scaling in Qwen2.5-VL is unrelated to Kosmos2.5 long-OCR index errors." + "reason": "Qwen2.5-VL rope/position-id scaling and Kosmos2.5 OCR index errors are different models and different failures." }, { - "left": "issue:43493", - "right": "issue:43994", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "Same model family, but one reports HF-vs-JAX discrepancy while the other reports bad outputs in AutoModel/pipeline; insufficient evidence of one root cause." + "reason": "Video-LLaVA weight/tower bug and Qwen3.5 visual encoder key serialization are unrelated." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:43493", + "right": "issue:43994", "accept": false, - "reason": "Video-LLaVA weight/temporal-attention issue is unrelated to Qwen3.5 visual encoder key serialization." + "reason": "Both are SigLIP2-related, but one is HF-vs-JAX discrepancy and the other is nonsensical AutoModel/pipeline output; insufficient evidence of one underlying bug." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL vision-position issues, but one is a still-image temporal scaling bug and the other is a video-input position-id bug; not clearly the same defect." + "reason": "Both involve Qwen2.5-VL position IDs, but one is still-image rope scaling and the other is video-input vision_position_ids; close, but not clearly the same concrete defect." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both concern degenerate sequence-classification behavior, but one is tied to flash_attention_3 while the other is a label/loss configuration issue." + "reason": "Different sequence-classification regressions with different triggers and model families." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention lm_head weights, but one is a missing tie causing garbage generation and the other is device-dependent serialization inconsistency." + "reason": "Tie-lm-head weight loading and inconsistent lm_head serialization are related only at a very high level, not the same bug." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected init_empty_weights argument and strict config rejection are unrelated loading failures." + "reason": "Unexpected _is_hf_initialized argument and strict config loading for granite_speech are different v5 compatibility problems." }, { "left": "issue:40444", "right": "issue:47217", "accept": false, - "reason": "Both are VL input-format problems, but one is multi-image finetuning and the other is image-placeholder handling in user text." + "reason": "Multiple-images-per-prompt finetuning failure and image-placeholder-in-user-text failure are different VL prompt parsing issues." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "FP8 config failure for Qwen3MoE is unrelated to GGUF loading failure for Qwen2.5." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-GGUF loading failure are unrelated." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantized offloading behavior and tokenization changes are different subsystems and different bug classes." + "reason": "Quantization/offload behavior and tokenization changes across versions are not the same bug." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope-index scaling." + "reason": "Checkpoint resume key mismatch and Qwen2.5-VL rope scaling are unrelated." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position IDs are separate bugs." + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position IDs are different tokenizer vs multimodal model bugs." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch and torch.export torch_compilable_check failures are different runtime issues." + "reason": "CPU offload device mismatch and torch.export failures with torch_compilable_check are unrelated." } ] }, @@ -4367,8 +4421,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -4431,19 +4485,19 @@ "issue:41720|issue:45823", "issue:43606|issue:43819", "issue:43454|issue:43550", - "issue:41553|issue:43582", "issue:43257|issue:45923", + "issue:41553|issue:43582", "issue:42796|issue:46209", "issue:45823|issue:46821", "issue:44568|issue:45920", - "issue:43377|issue:44610", "issue:42617|issue:42915", + "issue:43377|issue:44610", "issue:43454|issue:45072", "issue:40990|issue:42947", - "issue:43454|issue:43720", "issue:43317|issue:43873", - "issue:43377|issue:44898", + "issue:43454|issue:43720", "issue:43749|issue:44534", + "issue:43377|issue:44898", "issue:43572|issue:45759", "issue:36331|issue:42617", "issue:46305|issue:46315", @@ -4453,14 +4507,14 @@ "issue:36331|issue:42915", "issue:41720|issue:44977" ], - "prepared_review_unit_hash": "b7f94511209212d380841afd76731b11936d0badbb67e335b5df8c40df2a7446", + "prepared_review_unit_hash": "9b67e399937a37f621a91051a0e046e3ed292f0702105db9c60e783b9351716c", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 47, @@ -4475,198 +4529,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair appears to describe the same underlying bug/change; most are only loosely related by subsystem (tokenization, loading, offload, device_map, or model family). I\u2019d treat this set as separate issues rather than duplicates. No PRs are present.", - "confidence": 0.91, - "canonical_issue_reason": "Best representative of the active bug set: broad offloading/quantization loading failure, open, and has multiple inbound references, making it the most central unresolved issue here.", + "summary": "This set is a grab bag of mostly unrelated model-, tokenizer-, loading-, and runtime-specific bugs. None of the soft pairs look like the same underlying issue, so all suggested duplicate edges should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single true duplicate cluster emerges from these items; if one issue must anchor the group, issue 43873 is the broadest and most actively discussed offloading/quantization bug among them.", "canonical_pr_reason": null, - "best_issue_reason": "43873 is the strongest canonical issue candidate because it is still open, spans a broad runtime path, and has clear ongoing impact with inbound references.", + "best_issue_reason": "Issue 43873 is the strongest standalone representative: it is open, well-scoped, and has the most evidence of an ongoing, reproducible runtime problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Both are generation bugs, but they affect different models and failure modes (perplexity vs empty transcription)." + "reason": "Different failures: high perplexity on one model vs Whisper empty-transcription generation after token alignment." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Different problem classes: video-input regression vs device-mapping forward mismatch." + "reason": "One is a video-input regression across Qwen VL variants; the other is a Gemma4 device-mapping mismatch." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate default bug is unrelated to PEFT checkpoint loading for GraniteSpeech." + "reason": "Audio chat-template sampling-rate default bug vs GraniteSpeech PEFT checkpoint loading; different code paths." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Autocast dtype mismatch and TimesFM window_size AttributeError are unrelated code paths." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM's window_size AttributeError." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is not the same as Qwen3 auto device-map CUDA assert." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-map CUDA asserts." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Voice_preset handling in BarkProcessor is unrelated to generation with inputs_embeds and cached KV." + "reason": "BarkProcessor voice_preset failure is a different subsystem from generation with inputs_embeds and past_key_values." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer padding/truncation crash and torch.export/torch_compilable_check export failure are different bugs." + "reason": "Tokenizer crash on NER/padding is unrelated to torch.export failures with torch_compilable_check." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both involve device_map='auto', but the models and concrete failures differ; not the same bug." + "reason": "Different symptoms and mechanisms: CUDA assert on Qwen3 vs Gemma4 forward device mismatch." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch for Bark is unrelated to DAC.from_latents vs forward mismatch." + "reason": "Both touch generation/runtime, but one is Bark CPU-offload device mismatch and the other is DAC from_latents vs forward STE behavior." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "lm_head tying bug and torch.compile SDPA failure are separate model-specific issues." + "reason": "AyaVision lm_head tying bug and Bamba torch.compile SDPA failure are distinct model-specific issues." }, { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:43257", + "right": "issue:45923", "accept": false, - "reason": "Tokenizer error-message quality and AppleSilicon allocator TypeError are unrelated." + "reason": "MOE weights not converted during accelerate+deepspeed loading is unrelated to a missing supports_gradient_checkpointing flag." }, { - "left": "issue:43257", - "right": "issue:45923", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "Qwen3 MoE accelerate/deepspeed weight conversion and a missing gradient_checkpointing flag are different bugs." + "reason": "AutoTokenizer error messaging for Voxtral is unrelated to an Apple Silicon allocator TypeError." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to FP8 inference on B200." + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are separate problems with different components." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError do not share the same underlying failure." + "reason": "Gemma4 device mismatch during forward has nothing to do with TimesFM window_size attribute handling." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but one is missing special tokens for a single model and the other is wrong IDs across multiple models." + "reason": "Both are tokenizer regressions, but they affect different tokenization behaviors and different model families." }, { - "left": "issue:43377", - "right": "issue:44610", + "left": "issue:42617", + "right": "issue:42915", "accept": false, - "reason": "MIMI padding-mask batching bug is unrelated to OmDet-Turbo output-size mismatch." + "reason": "3d_parallel.py runtime failure is unrelated to Qwen3Moe FineGrainedFP8Config loading." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:43377", + "right": "issue:44610", "accept": false, - "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are unrelated." + "reason": "MIMI batching/padding-mask output mismatch is unrelated to OmDet-Turbo processor image-size mismatch." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Different model families and different dtype/weighting problems; not mergeable as one fix." + "reason": "Different bug classes: weight tying vs bfloat16 dtype mismatches in inference." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity regression and gradient-checkpointing ineffective with LoRA are unrelated training/inference issues." - }, - { - "left": "issue:43454", - "right": "issue:43720", - "accept": false, - "reason": "lm_head tie failure is unrelated to BitNet packed-weight unpacking during accelerate loading." + "reason": "Perplexity anomaly on a model is unrelated to gradient checkpointing ineffective with PEFT LoRA." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both involve offload/quantization, but one is dequantized model loading on gpu+cpu offload and the other is a broader offloading regression; not the same concrete bug." + "reason": "Both involve offloading/quantization, but one is dequantized model loading with device_map=auto and the other is a broader quantized offloading regression." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:43454", + "right": "issue:43720", "accept": false, - "reason": "MIMI batching inconsistency is unrelated to Perceiver non-default resolution handling." + "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking are unrelated model-loading problems." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading breakage and non-persistent buffer initialization junk are different loading problems." + "reason": "FSDP CPU RAM efficient loading breakage and non-persistent buffer junk are different transformer-state issues." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI batching bug and Perceiver non-default resolution failure are different model-specific behaviors." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx and text_config unwrapping are separate v5 config regressions." + "reason": "StableLm pad_token_idx regression is unrelated to unwraping text_config for composite Qwen multimodal configs." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer compute_loss signature mismatch is unrelated to 3d_parallel.py runtime failure." + "reason": "CustomTrainer compute_loss signature breakage is unrelated to the 3d_parallel.py execution failure." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Sliding-window mask off-by-one and tokenizer conversion slowdown are unrelated." + "reason": "Streaming mask off-by-one and tokenizer lookup slowdown are unrelated bugs." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 device-map CUDA assert and Llava Next segfault are different loading failures." + "reason": "Qwen3 auto device-map CUDA assert and Llava Next segmentation fault are different loading failures." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading and tokenizer loading regression are unrelated." + "reason": "Strict config blocking granite_speech and tokenizer loading failure for est-roberta are separate regression types." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next segfault and sinq save/load quantization breakage do not share the same code-path problem." + "reason": "Segfault on Llava Next model load is not the same as sinq quantized model save/load breakage." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer API signature change and Qwen3Moe FP8 config failure are unrelated." + "reason": "Trainer loss-signature mismatch and Qwen3Moe FP8 config failure are unrelated." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Auto device-map CUDA assert and flash-attention generation failure are different Qwen3 issues." + "reason": "CUDA assert with device mapping and flash-attention generation failure are different Qwen3.5 issues." } ] }, @@ -4685,8 +4739,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -4750,12 +4804,12 @@ "issue:44186|issue:45072", "issue:43065|issue:46402", "issue:43295|issue:45701", - "issue:43881|issue:44488", "issue:45685|issue:46821", "issue:46612|issue:46858", - "issue:43550|issue:43720", - "issue:36010|issue:42617", + "issue:43881|issue:44488", "issue:43646|issue:46665", + "issue:36010|issue:42617", + "issue:43550|issue:43720", "issue:43577|issue:43708", "issue:44451|issue:47020", "issue:44186|issue:44610", @@ -4771,20 +4825,20 @@ "issue:44008|issue:45823", "issue:36331|issue:41720" ], - "prepared_review_unit_hash": "9d2e6c6b594ce0e7786f4139f5820d9192ad9bb1df63fd93db85f017ced079c1", + "prepared_review_unit_hash": "9d3973251771de6b934d530efdd31ee32efc29f21f554de48715e9b3b4200763", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36661, + "serialized_chars": 36663, "estimated_input_tokens": 9166, "estimated_eval_tokens": 18588 }, @@ -4793,192 +4847,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issue reports that only share broad Transformers themes. I found no convincing duplicate pairs among the soft edges. Best representative issue is the detailed Trainer checkpointing bug (#43708).", - "confidence": 0.9, - "canonical_issue_reason": "#43708 is the most concrete, well-scoped bug report in the set: it names a specific trainer code path, a reproducible condition, and a clear incorrect outcome (`max_steps` after `resume_from_checkpoint`).", + "summary": "This cluster is heterogeneous: the soft pairs mostly share broad keywords or subsystem names, but they describe different bugs, models, and fix paths. I would not merge any of the suggested duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated training, loading, tokenizer/processor, quantization, device-map, and model-specific failures.", "canonical_pr_reason": null, - "best_issue_reason": "#43708 is the strongest standalone issue to anchor triage because it is precise, actionable, and more fully specified than the other mostly model-specific regression reports.", + "best_issue_reason": "No issue is a good global representative because the cluster is not a true duplicate set and lacks one common underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Both are training/runtime regressions, but one is int4 quantization OOM and the other is a T5/apex memory leak; different code paths and fixes." + "reason": "Both involve memory/perf symptoms, but one is int4 quantization OOM while the other is a T5 RMSNorm memory leak; different root causes and fixes." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity on gpt-oss and a tokenization-version change are not the same bug; one is evaluation quality, the other is tokenizer behavior." + "reason": "Perplexity on GPT-OSS vs tokenization changes across versions are different problems; only the general topic of model output quality overlaps." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert and failure to run `3d_parallel.py` are unrelated failures." + "reason": "Qwen3 auto device-map CUDA assert and failure to run 3d_parallel.py are unrelated failures." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video batching shape bug and tokenization changes are different subsystems and failure modes." + "reason": "Video processor batched-shape bug and tokenization changes are different components and bugs." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both involve serialization, but one is tied `lm_head.weight` saving by device and the other is wrong visual encoder keys for Qwen3.5; not the same defect." + "reason": "Both concern serialization, but one is tied lm_head.weight behavior and the other is incorrect visual encoder keys in Qwen3.5 save_pretrained; not the same bug." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization offload misbehavior and Strix Halo mmap OOM are separate resource-handling issues." + "reason": "Quantization/offload misbehavior versus mmap-induced OOM on Strix Halo are different underlying issues." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Checkpoint resume epoch-iterator failure is unrelated to early stopping disabling due to missing `eval_f1`." + "reason": "resume_from_checkpoint epoch_iterator failure and early stopping metric lookup are separate trainer bugs." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash on NER/padding and dtype mismatches in inference are different problems." + "reason": "LayoutLMv2Tokenizer batching/NER crash is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Sam3 pixel-decoder dummy Conv2d and missing text encoder weights are distinct model-loading/model-architecture issues." + "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Model text-encoder weights not loaded are distinct Sam3 issues." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor/tokenizer regression and tokenization-version changes are not the same bug." - }, - { - "left": "issue:43881", - "right": "issue:44488", - "accept": false, - "reason": "Two model-loading failures, but the affected models and likely causes differ; no shared concrete code path is evident." + "reason": "Processor.tokenizer/image regression after v4.57.5 is not the same as version-dependent tokenization changes." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "MPS histogram on Int in MoE code is unrelated to a TimesFM `window_size` AttributeError." + "reason": "An MPS histogram-int limitation in moe code and a TimesFM window_size AttributeError are unrelated." }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Beam-search cache reorder omission and static-cache slice arithmetic on non-CUDA backends are different generation bugs." + "reason": "Both touch cache/generation, but one is missing beam-search cache reorder support and the other is static-cache slice arithmetic on non-CUDA backends; different fixes." }, { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different model loading failures for different models; no shared concrete code-path bug is evident." + }, + { + "left": "issue:43646", + "right": "issue:46665", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba and unpacking packed weights during accelerate loading are unrelated." + "reason": "Both involve loading/init patterns, but v5 custom model initialization breakage and from_pretrained-in-class inconsistency are not the same failure mode." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "`GenerationMixin` import failure and a script execution problem are not the same underlying issue." + "reason": "GenerationMixin import error and 3d_parallel.py runtime failure are unrelated." }, { - "left": "issue:43646", - "right": "issue:46665", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Both concern loading/custom models, but one is broad Transformers 5.0 initialization breakage and the other is inconsistent `from_pretrained` behavior inside Python classes; too generic to merge." + "reason": "Bamba torch.compile+SDPA failure and BitNet packed-weight unpacking during accelerate loading are different code paths." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "dtype staying float32 in Blip2 is unrelated to checkpoint resume `max_steps` miscalculation." + "reason": "Blip2 dtype remaining float32 and incorrect max_steps on checkpoint resume are unrelated bugs." }, { "left": "issue:44451", "right": "issue:47020", "accept": false, - "reason": "Loading a specific BERT model and a tokenizer constructor type error are different model/tokenizer issues." + "reason": "Both are tokenizer/model loading related, but a specific model load failure and an XLMRobertaTokenizer constructor type mismatch are different issues." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and OmDet-Turbo image-size mismatch are unrelated." + "reason": "LayoutLMv2Tokenizer crashes and OmDet-Turbo processor size mismatch are distinct processor/model bugs." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "torch.compile SDPA failure and CPU-offload device mismatch are different runtime/device issues." + "reason": "Bamba SDPA/torch.compile failure and suno/bark-small CPU-offload device mismatch are different bugs." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe and dequantized model offload loading are both quantization-related but not the same code-path bug." + "reason": "Qwen3Moe FineGrainedFP8Config failure and dequantized model loading with gpu+cpu offload are both quantization-related but not the same concrete problem." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Wrong tied `lm_head` weights in Mistral3 and incorrect visual encoder keys in Qwen3.5 save_pretrained are different serialization bugs." + "reason": "lm_head tying/serialization in Mistral3 differs from incorrect visual encoder key saving in Qwen3.5." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM `window_size` AttributeError and YOLO multi-GPU device-map failure are unrelated." + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are vision-size issues, but one is processor output shape mismatch and the other is Perceiver resolution handling; not the same defect." + "reason": "Both mention image sizes/resolution, but they affect different models and different preprocessing/model-assumption mismatches." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping config validation and Qwen2-VL multi-GPU training are unrelated." + "reason": "Early stopping metric configuration and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Qwen3 device-map CUDA assert and GPT-OSS MoE tensor-parallel issue are distinct distributed/inference failures." + "reason": "Qwen3 device-map CUDA assert and GPT-OSS MoE tensor-parallel support are different distributed-inference issues." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and missing `pad_token_idx` in StableLmConfig are separate config/model issues." + "reason": "Sliding_window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated config bugs." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "Quantized model failure and pipelines import failing on kernels version/revision are unrelated." + "reason": "FineGrainedFP8Config failure and kernels v0.15 import/version requirements are different problems." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Variable-name collision in Gemma3n forward and Gemma4 PLE device mismatch are different bugs." + "reason": "Gemma 3n variable collision in forward and Gemma4 PLE device mismatch with auto device_map are distinct bugs." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer `compute_loss` signature mismatch and Qwen3 auto device-map assert are unrelated." + "reason": "CustomTrainer.compute_loss signature mismatch and Qwen3 CUDA assert are unrelated." } ] }, @@ -4997,8 +5051,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -5060,13 +5114,13 @@ "issue:45632|issue:45684", "issue:28530|issue:30064", "issue:43425|issue:46821", - "issue:43881|issue:44991", "issue:43316|issue:44913", - "issue:43526|issue:43883", + "issue:43881|issue:44991", "issue:45701|issue:47145", "issue:29159|issue:36032", - "issue:42915|issue:43322", + "issue:43526|issue:43883", "issue:33357|issue:35707", + "issue:42915|issue:43322", "issue:30064|issue:34634", "issue:43873|issue:45704", "issue:44492|issue:44509", @@ -5078,184 +5132,184 @@ "issue:44534|issue:46665", "issue:41720|issue:43746" ], - "prepared_review_unit_hash": "53a055cbf4eb8815556d8acf34b6af3765a536f6ec286c39dd283160a6ded4f5", + "prepared_review_unit_hash": "44cadb96fb027840def8c9eb08e21ab610e56b6d7b439be69dd0dfb144b6ef09", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 35147, - "estimated_input_tokens": 8787, - "estimated_eval_tokens": 17830 + "serialized_chars": 35156, + "estimated_input_tokens": 8789, + "estimated_eval_tokens": 17834 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a noisy, heterogeneous cluster of mostly unrelated issue reports; none of the soft-edge pairs look like true duplicates of the same underlying bug/change. The strongest representative issue is the broad quantization/offloading report, but overall duplicate confidence is low.", - "confidence": 0.23, - "canonical_issue_reason": "issue:43873 is the most central representative here: it is open, has the most discussion/inbound references, and covers a broad runtime behavior area that could plausibly attract related reports.", + "summary": "These items are mostly unrelated bug reports across different models, tokenizers, processors, and runtime paths. I found no pair that is clearly the same underlying issue, so all soft edges should be rejected.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43873 is the strongest representative issue here: it is active, broadly scoped, and has notable downstream references, making it the best general triage anchor among the listed issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best global issue candidate because it is actively discussed, externally referenced, and describes a broad user-facing problem rather than a narrow model-specific edge case.", + "best_issue_reason": "issue:43873 is the best overall issue candidate because it is open, impacts a common runtime area (offloading/quantization), and is more central than the narrow model-specific reports around it.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both involve cache/continuation paths, but they describe different failures and code paths: wrong tensor indexing in serve versus device-tensor seq-length arithmetic in static cache/compile." + "reason": "Both involve cache/indexing in generation, but they hit different code paths: serve KV-cache continuation vs static-cache prefill arithmetic on non-CUDA backends." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both are multimodal serve crashes, but one is a string `.to()` failure and the other is a missing `_tokenizer` attribute; these are different bugs." + "reason": "Both are serve/multimodal crashes, but the failures differ: one is a string `.to()` error in continuous batching, the other is a missing `_tokenizer` attribute in `Gemma4Processor`." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "Different models and different failure modes: CamemBERT masked-LM prediction drift versus Qwen3 modular recurrent-state reset." + "reason": "Different models and symptoms: CamemBERT masked-LM prediction drift versus Qwen3 modular recurrent-state reset with cache." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Both touch compiled generation, but one reports inconsistent outputs while the other is a specific static-cache sequence-length arithmetic bug." + "reason": "Both mention compiled generation/cache behavior, but one is chunked generation inconsistency in compiled forward while the other is a device-tensor length bug in static-cache prefill arithmetic." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Tokenizer failures, but on different tokenizer families and tasks; no evidence they share the same underlying defect." + "reason": "Both are tokenizer-related, but they are distinct bugs in different tokenizers and tasks: NER/padding crashes vs MLuke task AttributeError." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Completely different concerns: local cache path collision for trust_remote_code versus read-only permission propagation in save_pretrained." + "reason": "One is a trust_remote_code cache-path collision; the other is save_pretrained propagating read-only permissions. Same broad area, different underlying bug." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping metric selection and void segmentation-map preprocessing are unrelated." + "reason": "Completely different domains: early-stopping metric selection versus image processor handling of void segmentation maps." }, { "left": "issue:43425", "right": "issue:46821", "accept": false, - "reason": "Torch version incompatibility and a TimesFM window_size AttributeError are different issues." - }, - { - "left": "issue:43881", - "right": "issue:44991", - "accept": false, - "reason": "Different affected artifacts and symptoms: glm-4v loading failure versus tokenizer loading regression for a specific model." + "reason": "A Torch version compatibility report does not match a TimesFM `window_size` AttributeError; different failures and code paths." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config/API persistence issues, but they affect different config fields and model families." + "reason": "Both are config/API-ish issues, but one concerns `Gemma3TextConfig` parity while the other is GPTNeoX `rotary_pct` persistence on reload." }, { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "One is an image-processor label reduction bug; the other is a model attribute error during loading. No shared code path." + "reason": "Different loading failures for different models: GLM-4V model load versus tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:45701", "right": "issue:47145", "accept": false, - "reason": "Tokenization changes across versions and FP8 weight_scale loading are unrelated." + "reason": "One is a version-dependent tokenization change, the other is FP8 checkpoint loading missing weight scale application. Not the same bug." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Tokenizer inconsistency is too generic here; the T5 issue is a specific add_special_tokens name conflict, not the same bug." + "reason": "Both involve tokenizers, but one is slow/fast inconsistency in general while the other is a T5-specific `add_special_tokens` name conflict." }, { - "left": "issue:42915", - "right": "issue:43322", + "left": "issue:43526", + "right": "issue:43883", "accept": false, - "reason": "Qwen3MoE FP8 failure and Llava Next loading segfault are different model-loading problems." + "reason": "Different components and failures: BEiT image-processor label reduction versus Molmo missing `all_tied_weights_keys`." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "Unrelated problems: MacOS bus error with a community CLIP model versus progressive generation with `inputs_embeds` and `past_key_values`." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Both are model-loading/runtime issues, but one is Qwen3MoE FP8 config handling and the other is Llava Next segmentation fault." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Different processors, different failures, no shared underlying defect." + "reason": "Different processor bugs: void segmentation maps in an image processor versus BarkProcessor `voice_preset` handling." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior and an apex RMSNorm memory leak are unrelated runtime bugs." + "reason": "Quantization/offloading behavior is unrelated to the T5 apex RMSNorm memory leak report." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache-strategy text and stale docs mentioning removed pipeline tasks are not the same issue." + "reason": "A typo in cache strategy text is not the same underlying problem as stale docs still listing removed pipeline tasks." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Both are Qwen3-related, but one is video-input validation and the other is a weight_only load error; different code paths." + "reason": "Both involve Qwen3 multimodal models, but one is a video-input ValueError and the other is a `weight_only=True` load error for Qwen3VL." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen3 model/config handling, but sliding-window behavior and text_config unwrapping are separate bugs." + "reason": "Both are Qwen3-family issues, but one is sliding-window behavior in MoE models and the other is config unwrapping for multimodal `text_config`." }, { "left": "issue:43452", "right": "issue:47020", "accept": false, - "reason": "GGUF loading breakage and XLMRobertaTokenizer/Unigram initialization are unrelated tokenizer/model-loading issues." + "reason": "Different tokenizer/loading failures: `gguf_file` breaks generic from_pretrained flows, while XLMRobertaTokenizer passes a dict where Unigram expects a sequence." }, { "left": "issue:43257", "right": "issue:47254", "accept": false, - "reason": "DeepSpeed/accelerate weight conversion and PEFT ZeRO-3 checkpoint errors are distinct failure modes." + "reason": "Both mention distributed training tooling, but one is Qwen3 MoE weight conversion under accelerate+deepspeed and the other is a PEFT/ZeRO-3 checkpoint error." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "A compile/SDPA model bug and a tokenizer special-token registration bug do not share a code path." + "reason": "Completely unrelated: Bamba torch.compile/SDPA issue versus a tokenizer special-token registration bug in BigBird." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "One reports non-persistent buffer initialization corruption in v5; the other is from_pretrained behavior inside Python classes. Too different." + "reason": "Different bugs: non-persistent buffers corrupted in v5 versus inconsistent `from_pretrained` behavior inside Python classes." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Auto device mapping cuda assert on A800 and GraniteSpeech PEFT local-checkpoint loading are unrelated." + "reason": "Distinct model/runtime failures: Qwen3 auto device mapping CUDA assert versus GraniteSpeech PEFT local checkpoint loading." } ] }, @@ -5274,8 +5328,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -5352,208 +5406,208 @@ "issue:39692|issue:44610", "issue:41720|issue:45704", "issue:43381|issue:45704", - "issue:44368|issue:45357", "issue:43746|issue:46050", + "issue:44368|issue:45357", "issue:44918|issue:44936", "issue:46655|issue:46693", "issue:43421|issue:43927" ], - "prepared_review_unit_hash": "bbb6486b8935263a2e979aec54f652a1dc27ca890486c772892daf71b32e5d9a", + "prepared_review_unit_hash": "c9c690c75dd114e281c9be2424a2ad55b68c0801daf062ffebb64b376283d5e8", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36425, - "estimated_input_tokens": 9107, - "estimated_eval_tokens": 18470 + "serialized_chars": 36420, + "estimated_input_tokens": 9105, + "estimated_eval_tokens": 18466 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of unrelated issue reports across training, tokenization, vision, Qwen, and generation. None of the soft pairs describe the same concrete bug or change, so no duplicate merges are justified.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits: the items span many unrelated subsystems and model-specific bugs rather than one underlying defect.", + "summary": "This cluster is very heterogeneous; the soft pairs span unrelated subsystems and none look like true duplicates. If a single issue must anchor the cluster, #46693 is the best representative because it has the strongest engagement and a clear, reproducible regression report.", + "confidence": 0.14, + "canonical_issue_reason": "#46693 is the strongest standalone anchor in this set: it has the most discussion/inbound references and describes a concrete regression with a broad repro, whereas the rest are mostly narrow, unrelated bugs.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue: none is representative of the whole cluster, because the cluster is not a coherent duplicate set.", + "best_issue_reason": "#46693 is the best overall issue candidate here because it is well-scoped, high-signal, and likely to be triaged independently without depending on another issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Different failures: path-with-slash import warning vs undefined video token counting symbols in multimodal processors." + "reason": "Different bugs: local-path slash import warning vs undefined names in multimodal token counting." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both are CI/offload related, but one is Bark CPU offload device mismatch and the other is BitNet packed-weight unpacking during accelerate loading." + "reason": "Different model/load paths: Bark CPU offload mismatch vs BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "Unrelated trainer state metric bug vs progressive generation with inputs_embeds/past_key_values." + "reason": "Unrelated training-state counter bug vs generation behavior with inputs_embeds/past_key_values." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Both mention window size, but one is Qwen3-MoE sliding_window behavior and the other is TimesFM 2.5 AttributeError on window_size." + "reason": "Both mention windowing, but they are different models and different failure modes (sliding_window vs window_size attribute error)." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset issue is unrelated to Qwen3 auto device mapping CUDA assert." + "reason": "Completely unrelated: BarkProcessor voice_preset vs Qwen3 auto device mapping CUDA assert." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding-window configuration bug is unrelated to Float8 storage lookup failure." + "reason": "Different subsystems and causes; sliding window behavior is not the same as Float8 storage loading failure." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming API crash are different code paths." + "reason": "Different code paths: Gemma4Processor server crash vs Qwen3.5 streaming chat/completions failure." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch is unrelated to BigBirdTokenizer special-token registration/decode behavior." + "reason": "Different root causes: device-mismatch under CPU offload vs BigBirdTokenizer special-token registration." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Different areas: Trainer gather_for_metrics label truncation vs SAM3 text+box input behavior." + "reason": "Training metric gathering bug is unrelated to SAM3 text/box interaction behavior." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Both touch Qwen3.5 configs, but one is from_config text_config unwrapping and the other is CPU-offload rotary embedding compatibility." + "reason": "Composite-config unwrapping bug and CPU-offload rotary-embedding incompatibility are separate issues." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are model loading failures, but for different models and different tokenizer/config failure modes." + "reason": "Both are tokenizer load failures, but the affected models and likely root causes differ." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Qwen3OmniMoe video-input validation error is unrelated to static-cache seq_length tensor arithmetic under torch.compile." + "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to static-cache slice arithmetic on non-CUDA backends." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Different multimodal loading bugs: incorrect visual encoder key saving vs missing text encoder weights on load." + "reason": "Different models and paths: save_pretrained visual-encoder key regression vs text encoder weights not loaded." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "PatchTST post_init policy and Qwen3.5 num_labels propagation are separate config issues." + "reason": "PatchTSMixer post-init policy issue is unrelated to Qwen3.5 num_labels propagation." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer junk data is unrelated to from_pretrained behavior inside Python classes." + "reason": "Non-persistent buffer corruption is unrelated to from_pretrained behavior inside Python classes." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Different regressions: model loading failure for physical-intelligence/fast vs PIL image processors wrongly requiring torchvision." + "reason": "Model-loading regression and PIL image-processor torchvision dependency are different bugs." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken special-argument duplication is a tokenizer construction bug, not the ScandiBERT loading failure itself." + "reason": "AddedToken argument conflict is not the same underlying problem as ScandiBERT loading failure." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver interpolation failure and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "Perceiver resolution handling and bf16 dtype mismatches in other models are unrelated." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Both concern classification configs, but one is num_labels propagation and the other is zero-loss behavior with num_labels=1." + "reason": "One is config propagation in Qwen3.5; the other is loss degeneration for num_labels=1 across classification models." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to ZeRO-3 gradient inflation." + "reason": "Eval-mode gradient checkpointing restriction is unrelated to ZeRO-3 gradient explosion." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Different vision-processing bugs: SigLIP2 doc example errors vs OmDet-Turbo processor output-size mismatch." + "reason": "Both involve docs/examples and processor/model mismatch, but they are different models and different bugs." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Qwen3 auto device map CUDA assert and T5 apex.FusedRMSNorm memory leak are unrelated." + "reason": "Qwen3 device-map CUDA assert and T5 apex RMSNorm memory leak are unrelated." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing eval mode has no overlap with T5 RMSNorm memory leak." + "reason": "No shared code path: gradient checkpointing eval restriction vs T5 memory leak." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "LoRA tie_word_embeddings warning and incorrect visual encoder key saving are separate Qwen3.5 issues." + "reason": "Different persistence issues: PEFT local-checkpoint loading vs quantized sinq save/load corruption." }, { - "left": "issue:43746", - "right": "issue:46050", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "GraniteSpeech local PEFT loading and sinq quantization save/load breakage are different serialization paths." + "reason": "Same model family, but different problems: LoRA warning about tie_word_embeddings vs incorrect visual-encoder keys on save." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Both involve trainers, but one is unpacking Qwen3.5 embeddings in TRL SFT and the other is evaluate() failing after train()." + "reason": "TRL SFT unpacking failure is not the same as evaluate-after-train behavior." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Video processor padding bug is unrelated to FA2 long-context performance regression." + "reason": "Video padding bug in SmolVLM is unrelated to FA2 long-context generation regression." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime special-token post-processor updates and DiaConfig custom-token save/load loss are related only broadly, not the same defect." + "reason": "Runtime special-token/post-processor sync bug is different from save/load loss of custom token IDs." } ] }, @@ -5572,8 +5626,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -5621,8 +5675,7 @@ "issue:46032", "issue:46294", "issue:46463", - "issue:46829", - "issue:46832", + "issue:46693", "issue:46858", "issue:47050" ], @@ -5630,16 +5683,16 @@ "issue:43531|issue:45923", "issue:43746|issue:43873", "issue:30064|issue:36010", - "issue:42886|issue:44843", "issue:43421|issue:43653", + "issue:42886|issue:44843", "issue:39692|issue:43493", "issue:44514|issue:44545", - "issue:43526|issue:43881", "issue:43994|issue:44671", "issue:44464|issue:47050", - "issue:46032|issue:46463", "issue:43782|issue:45381", + "issue:46032|issue:46463", "issue:45081|issue:45356", + "issue:43526|issue:43881", "issue:44857|issue:47050", "issue:43421|issue:44186", "issue:45356|issue:45907", @@ -5656,223 +5709,226 @@ "issue:44625|issue:47050", "issue:43540|issue:46294", "issue:43531|issue:43643", - "issue:46829|issue:46832" + "issue:45381|issue:46693" ], - "prepared_review_unit_hash": "dbc3689bd3fec9f07f6e722372850f27c083fcfa498cd7bc37b07f96c34e74d2", + "prepared_review_unit_hash": "77ffb04f9392c70274e67d4dcd9fcfa8a553100ac8f5d838cc403e46888c8ec6", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 37006, - "estimated_input_tokens": 9252, - "estimated_eval_tokens": 18760 + "serialized_chars": 36376, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is highly heterogeneous: the soft pairs share broad transformer/tokenizer/model themes but not the same concrete bug. I would not merge any of the proposed pairs; 43873 is the best anchor only because it is the broadest and most active issue in the group.", - "confidence": 0.68, - "canonical_issue_reason": "issue:43873 is the most discussion-heavy and inbound-referenced item, and its quantization/offloading topic is broad enough to serve as the cluster anchor.", + "summary": "This cluster is mostly heterogeneous: the soft edges are overwhelmingly false positives across unrelated tokenizer, vision, loading, generation, and performance bugs. There is one clear duplicate pair (`44514`/`44545`) about `Qwen2_5_VLProcessor.apply_chat_template` crashing on batched input with `padding=False`.", + "confidence": 0.97, + "canonical_issue_reason": "`issue:44514` is the clearest canonical issue because it is an exact duplicate of `issue:44545` with the same Qwen2_5_VLProcessor batched `padding=False` crash and it appears slightly earlier; the rest of the items are unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best global issue candidate because it has the highest activity and the widest cross-cutting impact among these mostly unrelated regressions.", + "best_issue_reason": "`issue:44514` is the safest issue to keep as the representative item because it is the only obvious duplicate pair in the set; everything else spans different code paths and should stay separate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43531", "right": "issue:45923", "accept": false, - "reason": "Different problems: Qwen3-MoE sliding-window behavior vs a missing supports_gradient_checkpointing flag in a trust_remote_code model." + "reason": "Different bugs: Qwen3-MoE sliding-window behavior vs Nemotron trust_remote_code gradient-checkpointing flag." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Different code paths: GraniteSpeech PEFT local checkpoint loading vs generic offloading/quantization behavior." + "reason": "Both involve loading/offloading, but one is PEFT local checkpoint loading and the other is quantization offloading behavior." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Unrelated: image processor void segmentation maps vs an import error for GenerationMixin." + "reason": "Unrelated subsystems: image processor segmentation maps vs an import error for `GenerationMixin`." }, { - "left": "issue:42886", - "right": "issue:44843", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "Both involve offline/tokenizer loading, but one is cache loading on HF_HUB_OFFLINE and the other is _patch_mistral_regex forcing model_info(); not the same bug." + "reason": "Tokenizer-special-token maintenance vs BigBird mask-token registration; similar area, different concrete failure." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:42886", + "right": "issue:44843", "accept": false, - "reason": "Related to token handling, but one is runtime post-processor updates and the other is a BigBirdTokenizer special-token decode bug." + "reason": "Both mention offline mode, but the failures come from different tokenizer code paths and root causes." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Both mention SigLIP2, but one is documentation example errors and the other is a HF-vs-JAX implementation discrepancy." + "reason": "Same model family, but one is a docs/example mismatch and quantization issue while the other is an implementation discrepancy with JAX." }, { "left": "issue:44514", "right": "issue:44545", - "accept": false, - "reason": "Same processor family and same crash shape, but the titles indicate separate reports; not enough evidence they are the exact same underlying defect." - }, - { - "left": "issue:43526", - "right": "issue:43881", - "accept": false, - "reason": "Different models and failures: BeitImageProcessorFast reduce_labels vs glm-4v-9b loading failure." + "accept": true, + "reason": "Exact same `Qwen2_5_VLProcessor.apply_chat_template` batched `padding=False` crash; clear duplicate." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Both are masked/image-model quality issues, but one is SigLIP2 inference behavior and the other is CamemBERT MLM predictions in v5." + "reason": "Different models and symptoms: SigLIP2 bad outputs vs CamemBERT masked-LM prediction regression." }, { "left": "issue:44464", "right": "issue:47050", "accept": false, - "reason": "Different generation/export paths: compiled chunked generation inconsistency vs CanineModel fp16 ONNX attention dtype mismatch." + "reason": "Compiled chunked generation inconsistency is unrelated to an fp16 ONNX attention dtype mismatch." }, { - "left": "issue:46032", - "right": "issue:46463", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Mamba2Mixer cache correctness is unrelated to T5 decoder-input validation error messaging." + "reason": "Both are Qwen VL-related, but one is a `weight_only=True` load error and the other is a video `vision_position_ids` bug." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:46032", + "right": "issue:46463", "accept": false, - "reason": "Different families and symptoms: Qwen3VL weight_only load failure vs Qwen2.5-VL video position IDs being wrong." + "reason": "Mamba cache correctness bug vs a T5 decoder-input validation error message; not the same issue." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both touch mistral-regex/tokenizer loading, but one crashes in _patch_mistral_regex and the other is a Kimi-K2.5 regression with codec handling; not the same concrete bug." + "reason": "Both touch `_patch_mistral_regex`, but one is a tokenizer-attribute crash and the other is a Kimi tokenizer codec/ warning regression." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs a glm-4v-9b load failure are unrelated." }, { "left": "issue:44857", "right": "issue:47050", "accept": false, - "reason": "Different failure modes: LwDetrImageLoss float16 AMP crash vs CanineModel ONNX attention dtype mismatch." + "reason": "Different numerical bugs in different paths: LwDetr AMP loss crash vs Canine ONNX export attention dtype mismatch." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Both are tokenizer-related, but one is runtime special-token post-processing and the other is LayoutLMv2 NER/padding/truncation crashes." + "reason": "Both tokenizer issues, but one is runtime special-token updates and the other is LayoutLMv2 batched padding/truncation crashes." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "One is a tokenizer codec/regression bug; the other is list_repo_files not forwarding revision in CI." + "reason": "Tokenizer-regression report vs a Hub API argument-forwarding bug; no shared underlying code path." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 doc/example issues are unrelated to quantization/offloading behavior." + "reason": "SigLIP2 example/model mismatch is unrelated to quantization offloading behavior." }, { "left": "issue:45507", "right": "issue:46858", "accept": false, - "reason": "Different model internals: GraniteMoEHybrid invalid method call vs cache.get_seq_length() returning a device tensor in prefill/static cache." + "reason": "GraniteMoEHybrid invalid method call vs static-cache sequence-length tensor arithmetic; different failures." }, { "left": "issue:39692", "right": "issue:47050", "accept": false, - "reason": "Different domains: SigLIP2 documentation/inference issues vs CanineModel fp16 ONNX export dtype mismatch." + "reason": "Different models and domains: SigLIP2 docs/behavior issue vs Canine ONNX export dtype mismatch." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different mechanisms: BitNet packed-weight loading during accelerate vs DAC.from_latents missing STE mismatch." + "reason": "BitNet packed-weight loading bug vs DAC forward/from_latents mismatch; unrelated code paths." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer regression with images vs Kosmos2.5 OCR long-input index error; same broad area, different bug." + "reason": "Custom model processor/tokenizer regression vs Kosmos2.5 long-OCR index error; not the same bug." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to DiaConfig losing custom token IDs after save/load." + "reason": "Torch.compile SDPA failure in Bamba-9B-v2 is unrelated to DiaConfig save/load token-ID loss." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Different failures: Bamba torch.compile with SDPA vs MLukeTokenizer AttributeError on tasks." + "reason": "Bamba compile/SDPA bug vs MLukeTokenizer AttributeError; different models and failures." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Both are runtime errors, but BertModel zero3 init index error is unrelated to _torch_extract_fbank_features()." + "reason": "DeepSpeed ZeRO3/BertModel index error is unrelated to `_torch_extract_fbank_features()`." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "Different tokenization bugs: AddedToken special-argument conflict vs sleng-bert loading failure." + "reason": "AddedToken argument collision vs a tokenizer/model loading failure for `cjvt/sleng-bert`." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Both concern token handling/loading, but BigBirdTokenizer special-token registration is unrelated to BitNet packed-weight unpacking." + "reason": "BigBird special-token registration bug vs BitNet accelerate-loading unpacking bug; unrelated." }, { "left": "issue:44625", "right": "issue:47050", "accept": false, - "reason": "Qwen3.5 num_labels propagation is unrelated to CanineModel ONNX attention dtype mismatch." + "reason": "Qwen3.5 config propagation bug vs Canine fp16 ONNX export dtype mismatch; different subsystems." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both involve video-related Qwen models, but one is a video-processing ValueError in Qwen3OmniMoe and the other is chat-template token/feature mismatch in Qwen3.5-9B." + "reason": "Both are video-input issues, but they affect different Qwen model families and different processing stages." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "sliding_window behavior in Qwen3-MoE is unrelated to trust_remote_code AutoConfig missing fields." + "reason": "Qwen3-MoE sliding-window behavior vs `trust_remote_code` missing fields in AutoConfig; unrelated." }, { - "left": "issue:46829", - "right": "issue:46832", + "left": "issue:45381", + "right": "issue:46693", "accept": false, - "reason": "Different output plumbing: VideoPrism hidden_states being wrong vs RTDetr forward failing when feature levels exceed backbone outputs." + "reason": "Video `vision_position_ids` bug vs FA2 long-context performance regression; not the same underlying problem." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft edge, 44514/44545, is well supported by the nearly identical titles and issue text, and the other pairs are reasonably rejected as separate bugs. No obvious overstatement." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5884,8 +5940,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -5896,9 +5952,9 @@ "issue:39692", "issue:41720", "issue:43335", + "issue:43421", "issue:43540", "issue:43550", - "issue:43606", "issue:43611", "issue:43618", "issue:43643", @@ -5915,31 +5971,30 @@ "issue:44561", "issue:44661", "issue:44671", + "issue:44811", "issue:44821", "issue:44843", "issue:44877", "issue:44898", "issue:44991", "issue:45020", - "issue:45072", "issue:45081", "issue:45084", "issue:45183", - "issue:45381", "issue:45479", "issue:45584", "issue:45834", "issue:45987", "issue:46291", "issue:46665", - "issue:46693", "issue:46829", + "issue:46832", "issue:46858", "issue:46932", "issue:47020" ], "soft_pairs": [ - "issue:45381|issue:46693", + "issue:46829|issue:46832", "issue:43611|issue:46665", "issue:41720|issue:44991", "issue:30064|issue:36331", @@ -5954,216 +6009,216 @@ "issue:43643|issue:44877", "issue:34634|issue:36010", "issue:44821|issue:45084", - "issue:45987|issue:46932", "issue:44843|issue:45081", + "issue:45987|issue:46932", "issue:39692|issue:45834", "issue:44186|issue:44442", - "issue:44008|issue:46858", - "issue:44448|issue:44671", "issue:43540|issue:44008", + "issue:44448|issue:44671", + "issue:44008|issue:46858", "issue:44991|issue:47020", "issue:45584|issue:45834", "issue:44991|issue:46291", "issue:44561|issue:45020", "issue:45183|issue:45479", - "issue:43606|issue:45072" + "issue:43421|issue:44811" ], - "prepared_review_unit_hash": "04f49cdbbe022722188448a1b1417266d0986e83512a9b707d1e344904c145fb", + "prepared_review_unit_hash": "c0dfceeffc105991c437f93ed42970fa0e347b6172fa39da473f675a8b00c6c9", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36371, - "estimated_input_tokens": 9093, - "estimated_eval_tokens": 18442 + "serialized_chars": 35817, + "estimated_input_tokens": 8955, + "estimated_eval_tokens": 18166 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues span unrelated tokenizer, model-loading, generation, config, cache, and device/offload bugs. None of the soft edges look like the same underlying defect, so I would not merge any pair.", - "confidence": 0.9, - "canonical_issue_reason": "No single canonical issue: the items are thematically related to Transformers regressions, but they describe distinct bugs and code paths rather than duplicates.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue #45020 is the broadest umbrella-style report in the set (recent v5/remote_code regressions) and is the best representative of the cluster, but it does not subsume the other issues.", - "best_pr_reason": null, + "summary": "This cluster is a grab bag of unrelated Transformers regressions across models, tokenizers, configs, multimodal processors, and cache behavior. None of the soft links look like true duplicates or the same concrete fix.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the items span different subsystems and failure modes, and the soft pairs do not share a concrete code path.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "issue:45020 is the broadest user-impacting report here about remote_code regressions, so it is the least-bad representative of the cluster, but it should not absorb the other issues.", + "best_pr_reason": "No pull requests are present to choose from.", "soft_edge_verdicts": [ { - "left": "issue:45381", - "right": "issue:46693", + "left": "issue:46829", + "right": "issue:46832", "accept": false, - "reason": "Different failures: Qwen2.5-VL video position IDs vs FA2 long-context performance regression; not the same bug or fix." + "reason": "Different models and bugs: VideoPrism output wiring vs RT-DETR forward type error." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "One is a base_model_prefix loading regression, the other is inconsistent from_pretrained behavior inside Python classes; overlapping API surface but different defects." + "reason": "Both involve loading APIs, but one is a v5/base_model_prefix regression and the other is from_pretrained behavior inside Python classes." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "CUDA assert during Qwen3 auto device mapping is unrelated to a tokenizer load failure for EMBEDDIA/est-roberta." + "reason": "Unrelated failures: Qwen3 auto device mapping CUDA assert vs tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "ImageProcessor segmentation-map handling and Trainer compute_loss kwargs are unrelated subsystems and bugs." + "reason": "Image processor segmentation handling and CustomTrainer.compute_loss signature are unrelated." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio fbank feature extraction and add-new-model-like tokenizer mapping are different code paths with different failures." + "reason": "Audio feature extraction bug vs add-new-model-like/tokenizer mapping failure; no shared code path." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "StaticCache sequence-length return type is unrelated to VideoPrism hidden_states being populated incorrectly." + "reason": "StaticCache sequence-length return type bug is unrelated to VideoPrism output contents." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to Perceiver image classification with non-default resolution." + "reason": "Different components: LayoutLMv2 tokenizer padding/NER crash vs Perceiver image classification resolution handling." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBirdTokenizer special-token registration and DAC.from_latents vs forward mismatch are distinct tokenizer/audio-model bugs." + "reason": "Tokenizer special-token registration bug vs DAC latent reconstruction mismatch; distinct fixes." }, { "left": "issue:44488", "right": "issue:47020", "accept": false, - "reason": "Loading a specific tokenizer repository failing is not the same as XLMRobertaTokenizer passing the wrong vocab type to Unigram." + "reason": "Both are tokenizer load issues, but for different models and different failure mechanisms." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Bamba torch.compile SDPA failure and DAC latent conversion mismatch involve different models and root causes." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to DAC forward/from_latents mismatch." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE layer dropping are unrelated architecture/config bugs." + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer selection are different model-config bugs." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIPOutput attentions assignment regression and RTDetrV2 output differences are not the same bug." + "reason": "CLIPOutput attentions regression and RTDetrV2 output differences are separate model-output issues." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Missing fields with trust_remote_code AutoConfig and strict config rejection for granite_speech are different loading issues." + "reason": "Both affect config loading, but one is trust_remote_code missing fields and the other is strict config rejecting granite_speech; different root causes." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset behavior and GenerationMixin import failure are unrelated." + "reason": "BarkProcessor voice preset and GenerationMixin import failure are unrelated." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation errors are separate failures with no shared code path." + "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." }, { - "left": "issue:45987", - "right": "issue:46932", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "StaticCache return-type bug is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "Both mention _patch_mistral_regex, but one is offline model_info access and the other is an AttributeError on backend_tokenizer; not the same bug." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:45987", + "right": "issue:46932", "accept": false, - "reason": "Both touch _patch_mistral_regex, but one is an offline hub call issue and the other is a backend_tokenizer attribute error; not the same underlying bug." + "reason": "StaticCache sequence-length contract issue is unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 doc-example errors and Kosmos2.5 long OCR index errors are separate model/documentation problems." + "reason": "SigLIP2 docs/example errors and Kosmos2.5 long-OCR index error are different problems." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 tokenizer batching/NER crash is not the same as AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + "reason": "LayoutLMv2 tokenizer crash and FastSpeech2ConformerTokenizer loading failure are unrelated tokenizer issues." }, { - "left": "issue:44008", - "right": "issue:46858", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "Gemma3n variable-name collision in forward and StaticCache seq-length/device-tensor behavior are different issues." + "reason": "Qwen3OmniMoe video-input validation and Gemma3n audio_mel_mask variable collision are different multimodal bugs." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Pegasus output drift across versions and CamemBERT MLM prediction regression are separate model-specific behaviors." + "reason": "Both are v5 behavior regressions, but for different models and different code paths." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:44008", + "right": "issue:46858", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and Gemma3n audio mask attribute error involve different multimodal pipelines." + "reason": "Gemma3n variable collision and StaticCache.get_seq_length device-tensor behavior are separate bugs." }, { "left": "issue:44991", "right": "issue:47020", "accept": false, - "reason": "Tokenizer load failure for one model repo and a Unigram vocab type mismatch in XLMRobertaTokenizer are unrelated tokenizer bugs." + "reason": "Both are tokenizer-loading failures, but the underlying errors and model families differ." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty transcription after align_special_tokens and Kosmos2.5 OCR long-input index errors do not share the same root cause." + "reason": "Whisper empty-transcription generation and Kosmos2.5 long OCR input overflow are unrelated." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "A specific tokenizer load regression and a kernels metadata requirement failure in pipelines are unrelated." + "reason": "Tokenizer loading for a specific model and importing transformers.pipelines with kernels version requirements are different failures." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Both are v5/remote_code-adjacent, but one is about is_torch_fx_available removal and the other is a broader remote_code regression report; different concrete issues." + "reason": "Both concern remote_code regressions, but one is a specific v5 utility removal and the other is a broad umbrella report; not the same concrete bug." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation XOR messaging and single-label-classification zero-loss behavior are distinct model-forward/training bugs." + "reason": "Input validation messaging and sequence-classification zero-loss behavior are unrelated." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "CPU offload device mismatch for Bark-small and bfloat16 dtype mismatch for SwitchTransformers/TimmWrapperModel are different failure modes." + "reason": "Runtime special-token post-processing and Whisper batch_decode skip_special_tokens behavior are different tokenizer/processor issues." } ] }, @@ -6182,8 +6237,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -6195,11 +6250,11 @@ "issue:43262", "issue:43322", "issue:43388", - "issue:43421", "issue:43540", "issue:43550", "issue:43577", "issue:43582", + "issue:43606", "issue:43644", "issue:43645", "issue:43716", @@ -6217,7 +6272,6 @@ "issue:44610", "issue:44671", "issue:44805", - "issue:44811", "issue:44936", "issue:44977", "issue:45072", @@ -6237,8 +6291,8 @@ "issue:47276" ], "soft_pairs": [ - "issue:43421|issue:44811", "issue:43577|issue:43818", + "issue:43606|issue:45072", "issue:43322|issue:45685", "issue:43644|issue:43749", "issue:43550|issue:45072", @@ -6252,8 +6306,8 @@ "issue:28218|issue:29159", "issue:43931|issue:46846", "issue:43388|issue:46032", - "issue:43716|issue:44008", "issue:43540|issue:45381", + "issue:43716|issue:44008", "issue:44610|issue:45072", "issue:43749|issue:44291", "issue:43645|issue:46665", @@ -6265,205 +6319,205 @@ "issue:43577|issue:43582", "issue:43262|issue:47217" ], - "prepared_review_unit_hash": "3509e51d6bcbb8b831cf41e91f1b45eaabeabcca9be890479fee45ebef16d7cb", + "prepared_review_unit_hash": "4bbfe593ee7f921392f58778e53375caed9aa99bc646d2ea429a6624902b5bc1", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 36113, - "estimated_input_tokens": 9029, - "estimated_eval_tokens": 18314 + "serialized_chars": 35512, + "estimated_input_tokens": 8878, + "estimated_eval_tokens": 18012 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports grouped by loose semantic similarity. I only accept one likely duplicate pair: the tokenizer spacing/additional-token bug. The rest overlap at the subsystem level (tokenization, video, loading, dtype, warnings) but describe different concrete failures.", - "confidence": 0.83, - "canonical_issue_reason": "issue:28218 is the clearest, most specific report of the tokenizer added-token spacing bug, and issue:29159 likely describes the same slow-vs-fast tokenizer inconsistency.", + "summary": "This cluster is mostly a grab bag of unrelated bug reports. The only clear duplicate-like pair is the tokenizer regression between issue:28218 and issue:29159; the rest are distinct bugs across different models and code paths.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45701 is the best canonical issue in this packet because it has the strongest inbound-reference count here (6) and its title is the broadest tokenizer-oriented framing, which fits the only coherent subtheme in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:28218 is the best representative because it states the concrete symptom directly and predates the broader inconsistency report.", + "best_issue_reason": "issue:45701 is the best global representative for this heterogeneous set: it is the most referenced item in the packet and is the most general tokenizer-related issue among the candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Both involve tokenization/processor behavior, but one is about runtime post-processor updates for special tokens and the other about batch_decode skip_special_tokens handling." + "reason": "Different bugs: Blip2 dtype handling versus Video-LLaVA temporal attention / weight-sharing problems." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "Different models and different failure modes: dtype propagation in BLIP2 vs missing temporal attention/shared weights in Video-LLaVA." + "reason": "Both mention mismatches, but one is a CPU offload device mismatch and the other is a bfloat16 dtype mismatch in a different path." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Segfault while loading Llava Next is unrelated to an MPS histogram/int-type error in moe code." + "reason": "Segfault while loading Llava Next is unrelated to an MPS Int histogram implementation error in moe code." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Both are loading-related, but one is junk-filled non-persistent buffers and the other is broken FSDP CPU RAM-efficient loading." + "reason": "Non-persistent buffer junk and FSDP CPU RAM-efficient loading are different loading-state regressions." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Different code paths: torch.compile with SDPA in Bamba vs bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "torch.compile/SDPA failure is not the same underlying bug as a dtype mismatch regression." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Both are multimodal regressions, but Qwen video-input regressions are not the same as Kosmos2.5 long-OCR index errors." + "reason": "Different model families and different failure modes: video-input regression versus long-OCR index error." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask/label shape mismatch in gather_for_metrics is unrelated to trainer.evaluate() failing after train()." + "reason": "Mask shape IndexError is unrelated to trainer.evaluate() failing after trainer.train()." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation failure are different bugs." + "reason": "Weight-only load error and flash-attention generation issue are distinct code paths." }, { "left": "issue:45563", "right": "issue:47276", "accept": false, - "reason": "Both concern warnings, but they are different warnings in different generation flows and not the same underlying bug." + "reason": "Both are warnings, but they concern different warnings in different generation/batching behaviors." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Qwen3.5 video chat-template feature/token mismatch is unrelated to T5 decoder input validation messaging." + "reason": "Qwen3.5 video chat-template mismatch is unrelated to T5 decoder input validation messaging." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon allocator TypeError is unrelated to stale config.dtype after from_config(dtype=...)." + "reason": "Apple Silicon warmup TypeError and stale config dtype are different dtype/state bugs." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "One is a pipeline removal/error-message issue; the other is a model output quality issue with AutoModel/pipeline." + "reason": "A misleading pipeline error message is not the same as wrong SigLIP2 model outputs." }, { "left": "issue:28218", "right": "issue:29159", "accept": true, - "reason": "Both point to the same tokenizer added-token spacing/slow-vs-fast inconsistency symptom." + "reason": "Both describe the same tokenizer added-token spacing regression, with slow/fast tokenizer behavior diverging on the extra space after added tokens." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Both mention shape/loading problems in Qwen VL models, but one is a weight-shape mismatch at load time and the other is a TP plan/linear_attn omission." + "reason": "Both mention Qwen VL loading/shape problems, but one is a weight-shape mismatch and the other is a TP-plan omission causing OOM/shape issues." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Gathering metrics/last-batch label truncation is unrelated to Mamba2Mixer use_cache correctness." + "reason": "Metric-gathering label truncation is unrelated to Mamba2Mixer use_cache correctness." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "Different multimodal bugs: image preprocessor dtype mismatch vs Gemma3n variable-name collision causing AttributeError." + "reason": "Different Qwen video bugs affecting different models and mechanics; not the same underlying issue." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Both are video-input issues, but they affect different model families and different mechanics." + "reason": "A dtype mismatch in Mistral-3 preprocessing is unrelated to a Gemma3n variable-name collision." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor image-size mismatch is unrelated to bfloat16 dtype mismatch in other models." + "reason": "Processor image-size mismatch and dtype mismatch are separate bugs." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "FSDP CPU RAM-efficient loading broken is not the same as unexpected _is_hf_initialized argument with init_empty_weights." + "reason": "FSDP RAM-efficient loading breakage and an unexpected _is_hf_initialized arg during init_empty_weights are different loading regressions." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Notebook custom-model initialization failure and from_pretrained inside Python classes are related to initialization, but not the same concrete bug." + "reason": "Jupyter custom-model initialization issue is not the same as inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to dtype mismatch in inference." + "reason": "Packed-weight unpacking failure during accelerate loading is a different issue than dtype mismatches." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss num_items_in_batch are unrelated issues." + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss are unrelated." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM regression is not the same as a generic tokenizer-version change report." + "reason": "CamemBERT masked-LM predictions and version-dependent tokenization changes are not clearly the same bug." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Backend installation packaging and Mistral tokenizer regex patch crash are unrelated." + "reason": "Backend dependency installation and Mistral regex patching are unrelated." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is an incorrect runtime message, the other is stale documentation; same area, but not the same bug." + "reason": "Both concern v5 pipeline removal, but one is an error-message issue and the other is docs cleanup, not the same underlying bug." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "BLIP2 dtype propagation and Apple Silicon allocator TypeError are unrelated." + "reason": "Blip2 dtype state and Apple Silicon warmup TypeError are different failure modes." }, { "left": "issue:43262", "right": "issue:47217", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and VL image-placeholder handling are different modalities and different failures." + "reason": "Audio sampling-rate defaults and VL image-placeholder handling are unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it accepts only the tokenizer spacing/slow-vs-fast pair, which is plausibly the same bug, and treats the rest as subsystem-level similarity without overclaiming duplication." + "accept": false, + "feedback": "The overall clustering summary is mostly conservative, but the canonical_issue_reason overstates the packet evidence: issue:28218 does not have the most inbound references among the items here (e.g. issue:45701 has 6, issue:43749 has 4, several others have 3). That makes the justification for canonizing 28218 insufficiently grounded. The tokenizer-pair duplicate call is plausible, but the representative-selection rationale needs to be tightened to only cite evidence present in the packet." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -6476,8 +6530,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -6498,6 +6552,7 @@ "issue:43653", "issue:43697", "issue:43742", + "issue:43746", "issue:43782", "issue:43819", "issue:43854", @@ -6506,6 +6561,7 @@ "issue:44060", "issue:44368", "issue:44589", + "issue:44811", "issue:44857", "issue:44912", "issue:44936", @@ -6515,11 +6571,9 @@ "issue:45020", "issue:45042", "issue:45081", - "issue:45084", "issue:45325", "issue:45372", "issue:45406", - "issue:45538", "issue:45600", "issue:46175", "issue:46209", @@ -6534,10 +6588,10 @@ "issue:45003|issue:46285", "issue:46175|issue:46932", "issue:43653|issue:44912", - "issue:44589|issue:45042", "issue:43742|issue:45020", - "issue:43782|issue:45325", + "issue:44589|issue:45042", "issue:43582|issue:44857", + "issue:43782|issue:45325", "issue:43262|issue:43819", "issue:46697|issue:46728", "issue:45372|issue:46326", @@ -6547,208 +6601,208 @@ "issue:43531|issue:45042", "issue:43257|issue:43329", "issue:43638|issue:44936", - "issue:43526|issue:43697", "issue:43452|issue:44991", - "issue:43906|issue:46209", + "issue:43526|issue:43697", "issue:42175|issue:46291", - "issue:45081|issue:45406", + "issue:43906|issue:46209", "issue:43819|issue:43927", + "issue:45081|issue:45406", "issue:44060|issue:44368", - "issue:43329|issue:45600", - "issue:45084|issue:45538", "issue:42490|issue:43257", - "issue:43854|issue:44977" + "issue:43854|issue:44977", + "issue:43329|issue:45600", + "issue:43746|issue:44811" ], - "prepared_review_unit_hash": "36bb20bd9ee55af4634a8bba26660895592154b21a431602252fb2a6306d1090", + "prepared_review_unit_hash": "81eff33b8d4634cbcd99374c5b5e77522217b7c28e9fc40d195f873e5a6473ae", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36271, - "estimated_input_tokens": 9068, - "estimated_eval_tokens": 18392 + "serialized_chars": 36363, + "estimated_input_tokens": 9091, + "estimated_eval_tokens": 18438 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a duplicate cluster; it\u2019s a loose bundle of unrelated Transformers issues spanning loading, tokenization, multimodal processors, training, quantization, and packaging. None of the soft pairs are safe to merge as the same underlying bug/change.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue: the items describe many different bugs and regressions across unrelated code paths, so there is no safe duplicate anchor.", + "summary": "This cluster is a loose collection of unrelated Transformers bug reports with only superficial title similarity; I found no soft pair that looks like the same underlying issue, so no edges are accepted.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45020 is the closest thing to a cluster anchor because it is a broad, high-level model-loading regression report, but the set is too heterogeneous to treat it as a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for deduplication; any single issue would misrepresent the rest of the cluster. The topics are too heterogeneous to collapse into one representative report.", + "best_issue_reason": "issue:45020 is the most generally representative and actionable issue in the set, but only as a loose anchor\u2014not as a duplicate match for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Different problems: unsafe sys.modules access versus a CLIP wrapper structure change." + "reason": "Different subsystems and failure modes: unsafe sys.modules access vs CLIP text-model structure inconsistency." }, { "left": "issue:46175", "right": "issue:46932", "accept": false, - "reason": "Both are Gemma4-related, but one is a huge one-hot allocation and the other is dtype casting for quantized embedders; different bugs." + "reason": "Both are Gemma4-related, but one is a huge position-embedding memory issue and the other is a dtype-casting bug for quantized embedders." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token decode issue versus MXFP4 quantization fallback; unrelated symptoms and code paths." - }, - { - "left": "issue:44589", - "right": "issue:45042", - "accept": false, - "reason": "Float8 storage lookup failure is unrelated to PIL image processors requiring torchvision." + "reason": "BigBird tokenizer special-token registration is unrelated to MXFP4 quantization fallback on git-oss-20b." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "A specific model load KeyError is not the same as broad remote_code breakage." + "reason": "A KeyError while loading one model is not the same concrete bug as the broad remote_code breakage in recent versions." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Qwen3VL weight_only load error and Qwen2.5-VL rope index scaling are different model families and failures." + "reason": "Float8 storage lookup failure on import is unrelated to PIL image processors requiring torchvision." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon warmup TypeError and CUDA AMP loss crash are unrelated." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to a CUDA AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only load error and Qwen2.5-VL rope-index scaling are different code paths and different model families." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate default bug versus DAC latent/forward mismatch are different subsystems." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to DAC latent reconstruction mismatch." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Both concern image sizing, but they hit different processors with different padding/counting logic." + "reason": "Both are image-geometry bugs, but they affect different processors and different calculations (padding vs patch counting)." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Gemma4/mistral_common import failure is unrelated to continue_final_message behavior." + "reason": "Both mention mistral_common, but one is an import regression for Gemma 4 loading and the other is continue_final_message behavior in tokenizers." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import error and Jupyter custom-model initialization break are separate issues." + "reason": "GenerationMixin import failure is unrelated to custom-model initialization problems in notebooks." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile+SDPA failure is unrelated to quantization fallback on model loading." + "reason": "torch.compile + SDPA failure for Bamba is unrelated to quantization loading fallback on git-oss-20b." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Importing GenerationMixin and CustomTrainer.compute_loss signature mismatch are unrelated." + "reason": "ImportError for GenerationMixin and CustomTrainer.compute_loss signature mismatch are different bugs in different layers." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window handling is unrelated to PIL backend torchvision dependency requirements." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to PIL backend torchvision dependency handling." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3-MoE weight conversion with accelerate/deepspeed and undefined video-token variables are different bugs." + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to an undefined-name bug in multimodal token counting." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Zero3 Bert index error and trainer.evaluate after train are different training/evaluation failures." - }, - { - "left": "issue:43526", - "right": "issue:43697", - "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to RTDetrV2 output divergence." + "reason": "Deepspeed ZeRO-3 index error on a non-pretrained Bert model is not the same as evaluate() failing after train()." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "GGUF loading breakage and tokenizer loading failure for a specific model are not the same root cause." + "reason": "These are both loading problems, but one is gguf_file handling for from_pretrained and the other is a tokenizer-loading regression for a specific model." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "A reproduction of another issue is unrelated to FP8 inference failure on B200." + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output changes are unrelated image-processing/model-output bugs." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Pip extra backend packaging and kernels version/revision import requirements are different dependency issues." + "reason": "Missing TensorFlow in a pip extra and kernels v0.15 import requirements are completely different dependency issues." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "Both involve tokenizer/processor loading, but one is a mistral regex patch crash and the other is Gemma4 processor state missing _tokenizer." + "reason": "An isolated reproduction of an older issue is not the same as the FP8 inference failure on B200." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent mismatch and DiaConfig custom token ID loss are separate audio/model-config bugs." + "reason": "DAC latent/STE mismatch and DiaConfig custom-token loss are different bugs with different effects." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "A Mistral tokenizer regex patch crash is unrelated to Gemma4Processor missing _tokenizer in transformers serve." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Tied-weights warning regression in Qwen3-Next is not the same as LoRA finetuning warnings for Qwen3.5-27B." + "reason": "Both involve Qwen3 warnings, but one is a bad tied-weights warning implementation and the other is a LoRA fine-tuning warning about config." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "Multimodal token counting video-branch bug and removed Sam3LiteText config references are unrelated." + "reason": "Local path slash import warnings are unrelated to Qwen3 MoE weight conversion failures." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:43854", + "right": "issue:44977", "accept": false, - "reason": "Template compilation error and CLIPTokenizer max-length issue are unrelated." + "reason": "GLM-4.7-Flash unit-test loading issues and Qwen3.5 flash-attention generation failures are different model-specific bugs." }, { - "left": "issue:42490", - "right": "issue:43257", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "Local-path import warning and Qwen3-MoE weight conversion are unrelated." + "reason": "Undefined multimodal token helper names and stale auto_mappings references are unrelated maintenance/regression issues." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3.5 flash-attention generation bug are different models and code paths." + "reason": "Local PEFT adapter loading for GraniteSpeech is unrelated to Whisper batch_decode ignoring skip_special_tokens." } ] }, @@ -6767,8 +6821,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -6793,7 +6847,6 @@ "issue:43650", "issue:43696", "issue:43742", - "issue:43746", "issue:43906", "issue:43931", "issue:44291", @@ -6807,6 +6860,7 @@ "issue:44912", "issue:44987", "issue:45042", + "issue:45084", "issue:45200", "issue:45459", "issue:45538", @@ -6822,7 +6876,7 @@ "issue:47254" ], "soft_pairs": [ - "issue:43746|issue:44811", + "issue:45084|issue:45538", "issue:43526|issue:44554", "issue:43643|issue:45759", "issue:45859|issue:47050", @@ -6837,10 +6891,10 @@ "issue:43257|issue:43696", "issue:44291|issue:45042", "issue:34567|issue:40990", - "issue:42915|issue:44821", "issue:29159|issue:34567", - "issue:44912|issue:47145", + "issue:42915|issue:44821", "issue:44387|issue:44617", + "issue:44912|issue:47145", "issue:45459|issue:45803", "issue:43525|issue:46291", "issue:43650|issue:43906", @@ -6852,218 +6906,215 @@ "issue:28282|issue:34689", "issue:45859|issue:47254" ], - "prepared_review_unit_hash": "f7de7c75518eaa90fc2fa1ab727b5460589e164aa39ddc1e6cf24e38f1f6f59e", + "prepared_review_unit_hash": "8ac561766c17fd4f9abf33bdd06bad25e81cbdbd1b3d4d01887227c6e2008590", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36554, - "estimated_input_tokens": 9139, - "estimated_eval_tokens": 18534 + "serialized_chars": 36492, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a set of unrelated bug reports spanning tokenizers, multimodal/video, quantization, and loading paths. The only plausible duplicate-like pair is the Qwen video-input regression cluster around `_get_num_multimodal_tokens`.", + "summary": "This cluster is a loose grab-bag of unrelated Transformers bug reports. The soft pairs mostly share broad subsystem keywords, but they do not describe the same concrete failure, so none should be deduplicated together.", "confidence": 0.91, - "canonical_issue_reason": "issue:43329 is the clearest root-cause-oriented report: it names the specific helper, the undefined variables, and the affected video branch. It is the best anchor for the one likely duplicate subcluster.", + "canonical_issue_reason": "No single issue is a good canonical representative: the items span unrelated bugs in loading, tokenization, multimodal/video/audio processing, quantization, and training state.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43329 is the most concrete and actionable issue in this set, with a specific code path and likely direct fix location.", + "best_issue_reason": "No issue cleanly represents the whole cluster well enough to serve as a global best duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Different features and failure modes: PEFT/local checkpoint loading vs Whisper batch decoding token handling." + "reason": "Different problems: template-node compilation failure vs an oversized CLIPTokenizer max_length constant." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Unrelated bugs in different subsystems: Beit image label reduction vs MPS attention correctness." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to an MPS attention correctness issue." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both involve config/model loading, but they are different code paths and bugs: missing fields from AutoConfig vs not unwrapping text_config in AutoModelForCausalLM.from_config." + "reason": "One is missing fields from trust_remote_code AutoConfig loading; the other is AutoModelForCausalLM.from_config not unwrapping text_config for composite Qwen configs." }, { "left": "issue:45859", "right": "issue:47050", "accept": false, - "reason": "Different model/runtime issues: CPU offload compatibility in Qwen rotary embeddings vs fp16 ONNX export dtype mismatch in Canine." + "reason": "CPU offload rotary embedding incompatibility is not the same as fp16 ONNX attention dtype mismatch." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Different symptoms and layers: SigLIP2 probability output issue vs OmDet-Turbo processor/model input-size mismatch." + "reason": "Different models and failure modes: zero probabilities in SigLIP2 vs processor/model input-size mismatch in OmDet-Turbo." }, { "left": "issue:45200", "right": "issue:47254", "accept": false, - "reason": "Unrelated: Gemma 4 multimodal token defaults vs PEFT + DeepSpeed ZeRO-3 checkpointing failure." + "reason": "mm_token_type_ids defaulting to zeros is unrelated to a PEFT + DeepSpeed ZeRO-3 checkpoint error." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate default bug is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode skip_special_tokens handling are separate API bugs." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Documentation/example errors for SigLIP2 are not the same underlying bug as MXFP4 quantization fallback behavior." + "reason": "Doc example errors for SigLIP2 are not the same as gpt-oss MXFP4 loading falling back to bf16." }, { "left": "issue:43329", "right": "issue:44479", - "accept": true, - "reason": "Both point to the same video-input regression in the Qwen/VLM multimodal token path; 43329 names the likely root cause in `_get_num_multimodal_tokens`, while 44479 reports the broader regression across affected Qwen VL variants." + "accept": false, + "reason": "Undefined video token-count helpers in multimodal token accounting is a different code path from the v5.3.0 video input regression." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different model-loading/quantization failures: FineGrainedFP8Config on Qwen3Moe vs key error on MobileLLM-125M." + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to MobileLLM key lookup/loading errors." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both are video-related, but one is a token-counting helper bug and the other is a batched video processor shape issue; different underlying problems." + "reason": "Both touch video processing, but one is undefined multimodal token helpers while the other is incorrect batched video output shape." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Both mention Qwen3-family loading, but one is about accelerate/deepspeed conversion and the other is a Qwen3-VL weight shape mismatch." + "reason": "Accelerate+DeepSpeed weight conversion issue is not the same as Qwen3-VL shape mismatches during model loading." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Different failure domains: weight conversion under accelerate/deepspeed vs GPT-oss CUDA OOM." + "reason": "Weight conversion/loading correctness and CUDA OOM are different underlying problems." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Init-empty-weights argument handling is unrelated to PIL backend image processor torchvision requirements." + "reason": "Unexpected _is_hf_initialized argument in init_empty_weights is unrelated to PIL image processors wrongly requiring torchvision." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token-count tracking and GPT-oss perplexity are unrelated." - }, - { - "left": "issue:42915", - "right": "issue:44821", - "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to loading AutoImageProcessor from URL." + "reason": "TrainerState token-count tracking and high perplexity on gpt-oss-20b are not the same defect." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer consistency and TrainerState token accounting are unrelated." + "reason": "Tokenizer inconsistency and TrainerState num_input_tokens_seen not updating are different subsystems and bugs." }, { - "left": "issue:44912", - "right": "issue:47145", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Both are quantization/loading issues, but they concern different formats and bugs: MXFP4 bf16 fallback vs missing weight_scale on frozen FP8 checkpoints." + "reason": "Qwen3Moe FP8 config loading and AutoImageProcessor-from-URL failure are unrelated." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Different OOM-related reports in different contexts: int4 reserved-memory regression vs Sam3Video memory exhaustion." + "reason": "Both mention memory, but int4 reserved-memory regression and Sam3Video OOM are not the same code-path problem." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "MXFP4 fallback/loading bug and missing weight_scale on frozen FP8 checkpoints are distinct quantization issues." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve error masking, but they are separate implementations and separate bugs in different tokenizer/batch-feature code paths." + "reason": "Tokenizer protobuf error handling and FuyuBatchFeature bare-except swallowing interrupts are different error-handling bugs." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to kernels dependency metadata breaking transformers.pipelines import." + "reason": "Llama4Config missing pad_token_id is unrelated to kernels v0.15 import-time dependency/version handling." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "The titles do not indicate the same bug; one is a vague data request, the other is a reproduction of a separate issue." + "reason": "ADD THE DATA is not a concrete duplicate target, and the other issue is just a reproduction of a different upstream bug." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both concern cache behavior, but one is lazy initialization causing recompilation and the other is max_cache_length handling for quantized cache only." + "reason": "Lazy cache initialization causing recompilation is different from max_cache_length being honored only for Quantized Cache." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "ImportError for missing PyTorch and Bart generate decoder_attention_mask unbound variable are unrelated." + "reason": "PyTorch-missing ImportError for AutoModel and Bart generate decoder_attention_mask UnboundLocalError are unrelated." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Loading failure for physical-intelligence/fast is unrelated to CLIPTokenizer model_max_length behavior." + "reason": "Loading failure for physical-intelligence/fast and CLIPTokenizer model_max_length behavior are unrelated." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch 2.10 incompatibility is unrelated to kernels package requirements during pipelines import." + "reason": "Torch 2.10 incompatibility is not the same as kernels v0.15 requiring version/revision metadata." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Different multimodal models and different failures: Qwen3OmniMoe video ValueError vs DiffusionGemma pipeline breakage." + "reason": "Qwen3OmniMoe video-input ValueError and DiffusionGemmaGenerationOutput pipeline failure are different models and failures." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Missing PyTorch ImportError and Llama 3.2 Vision model loading breakage are separate problems." + "reason": "Missing PyTorch ImportError and Llama 3.2 Vision loading breakage are separate load-time issues." }, { "left": "issue:45859", "right": "issue:47254", "accept": false, - "reason": "CPU offload rotary embedding incompatibility is unrelated to PEFT + ZeRO-3 checkpointing." + "reason": "CPU offload rotary embedding incompatibility is unrelated to the PEFT + ZeRO-3 checkpoint error." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft-edge pair, issue:43329 with issue:44479, is plausibly the same Qwen video-regression cluster based on the titles alone, and the rest are appropriately rejected as distinct bugs." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -7075,8 +7126,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -7136,8 +7187,8 @@ "issue:45081|issue:47020", "issue:43454|issue:43577", "issue:45137|issue:45405", - "issue:39379|issue:44554", "issue:43404|issue:45127", + "issue:39379|issue:44554", "issue:43697|issue:45357", "issue:28282|issue:29127", "issue:44936|issue:46821", @@ -7148,212 +7199,219 @@ "issue:43582|issue:47254", "issue:44062|issue:44991", "issue:24643|issue:29159", - "issue:45538|issue:46869", "issue:27957|issue:28282", + "issue:45538|issue:46869", "issue:43452|issue:43582", "issue:42915|issue:43749", "issue:41720|issue:43540", "issue:42175|issue:44488", "issue:44291|issue:44821", + "issue:43577|issue:46512", "issue:43540|issue:44560", - "issue:43577|issue:46512" + "issue:43540|issue:44479" ], - "prepared_review_unit_hash": "24da52f62080bcdcf494fef189d7a2751c9804aaaadb6ffea045212dd7c08209", + "prepared_review_unit_hash": "6564f8cf636db26c312024f7ed6e34f4a896fdfe78f03bb0dd7802eee08cf1f8", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35563, - "estimated_input_tokens": 8891, - "estimated_eval_tokens": 18038 + "soft_pair_count": 29, + "serialized_chars": 35875, + "estimated_input_tokens": 8969, + "estimated_eval_tokens": 18194 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous; the high-similarity pairs are mostly superficial overlaps in model-loading, tokenizer, dtype, or memory-related wording rather than the same underlying bug/change.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "The cluster is mostly heterogeneous; the soft-similarity pairs share broad themes but not the same concrete bug or change, so they should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: these items span unrelated tokenizer, model-loading, training, multimodal, and runtime/device bugs, so none safely subsumes the rest.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No globally best issue among this set; the cluster is too mixed for one issue to represent the underlying problem space well.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions: BOS/EOS insertion vs Kimi-K2.5 codec / fix_mistral_regex handling." + "reason": "Different tokenizer regressions affecting different models and code paths." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both are memory-related, but one is FSDP CPU RAM efficient loading and the other is mmap/OOM on Strix Halo." + "reason": "One is FSDP CPU RAM-efficient loading, the other is mmap OOM on Strix Halo; not the same bug." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "Unrelated failures: Mac bus error with a CLIP model vs TrainerState token counter not updating." + "reason": "CLIP bus error on macOS is unrelated to TrainerState token counting." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Packaging/backend omission is not the same bug as a missing model class import." + "reason": "Package/backend install issue versus missing model class import." }, { "left": "issue:45081", "right": "issue:47020", "accept": false, - "reason": "Different tokenizer code paths: Mistral regex patch crash vs XLMRoberta Unigram constructor type mismatch." + "reason": "Both are tokenizer failures, but they involve different constructors and failure modes." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Different model-specific bugs: tied lm_head weights vs Blip2 dtype propagation." + "reason": "Different model-loading dtype/tie-weight problems on different architectures." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "ZeRO-3 deque error and an unreleased PEFT version bump are unrelated." + "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT version bump issue." }, { - "left": "issue:39379", - "right": "issue:44554", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "Different correctness issues in different attention/multimodal paths." + "reason": "Missing lm_head tying in Mistral3 is not the same as LoRA merge collapse with extended vocab." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:39379", + "right": "issue:44554", "accept": false, - "reason": "Both mention tied weights, but one is a missing tie in model init and the other is LoRA merge corruption with extended vocab." + "reason": "Different correctness bugs in different attention/mask code paths." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RT-DETR output regression is separate from incorrect save_pretrained visual-encoder keys." + "reason": "RT-DETR output regression and Qwen3.5 save_pretrained key regression are unrelated." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "ImportError for missing PyTorch and a clearer error message for layoutlmv3 boxes are unrelated." + "reason": "Missing PyTorch import is unrelated to the LayoutLMv3 error-message issue." }, { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "Trainer lifecycle failure and TimesFM window_size AttributeError are different bugs." + "reason": "Trainer evaluate-after-train failure is unrelated to TimesFM's window_size AttributeError." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "MobileLLM loading key error is not the same as init_empty_weights passing an unexpected argument." + "reason": "Model key-loading failure and init_empty_weights argument mismatch are different root causes." }, { "left": "issue:44857", "right": "issue:46832", "accept": false, - "reason": "Different RT-DETR failures: AMP loss crash vs forward-path feature-level mismatch." + "reason": "AMP crash in LwDetrImageLoss is not the same as RTDetrModel feature-level mismatch." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "Video-input regression and FA2 long-context performance regression are distinct issues." + "reason": "Video-input regression and FA2 long-context performance regression are distinct problems." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "FineGrainedFP8Config failure is unrelated to CLIPTokenizer model_max_length behavior." + "reason": "Qwen3Moe FP8 failure is unrelated to CLIPTokenizer's max_length constant." }, { "left": "issue:43582", "right": "issue:47254", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to PEFT + DeepSpeed checkpointing." + "reason": "Apple Silicon allocator TypeError is unrelated to PEFT+ZeRO-3 checkpointing errors." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken special-argument collision is a different tokenizer bug than a generic tokenizer load failure." + "reason": "Tokenizer special-argument duplication is not clearly the same as the est-roberta loading failure." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed weight shape error and slow/fast tokenizer inconsistency do not share a concrete code path." + "reason": "DeepSpeed weight-shape runtime error is unrelated to slow/fast tokenizer inconsistency." }, { - "left": "issue:45538", - "right": "issue:46869", + "left": "issue:27957", + "right": "issue:28282", "accept": false, - "reason": "CLIP max_length constant bug is unrelated to YOLO auto device-map failure." + "reason": "Flash Attention 2 support issue is unrelated to missing PyTorch installation." }, { - "left": "issue:27957", - "right": "issue:28282", + "left": "issue:45538", + "right": "issue:46869", "accept": false, - "reason": "Flash Attention 2 on XLMRoberta and a missing-PyTorch ImportError are unrelated." + "reason": "CLIPTokenizer max_length bug and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file loading failure and Apple Silicon allocator warmup TypeError are different problems." + "reason": "gguf_file loading breakage is unrelated to the Apple Silicon caching_allocator_warmup TypeError." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "FP8 config failure and FSDP CPU RAM loading are unrelated." + "reason": "FP8 config failure and FSDP CPU RAM-efficient loading are different subsystems and bugs." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Auto device-map cuda assert on A800 is not the same as Qwen3OmniMoe video processing ValueError." + "reason": "Auto device-mapping cuda assert and Qwen3OmniMoe video ValueError are different failures." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Missing tensorflow backend in torch install is unrelated to a specific model not loading." + "reason": "Backend installation missing TensorFlow is unrelated to loading cjvt/sleng-bert." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Unexpected _is_hf_initialized argument and AutoImageProcessor URL loading are unrelated." + "reason": "Unexpected _is_hf_initialized argument and AutoImageProcessor URL loading are different code paths." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Model/qformer dtype staying float32 is not the same as config.dtype being stale." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are Qwen video issues, but they affect different models and fail in different parts of the pipeline." + "reason": "Different Qwen video-input regressions with different exceptions and models." }, { - "left": "issue:43577", - "right": "issue:46512", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "Blip2 dtype propagation and from_config leaving config.dtype stale are related only loosely, not the same bug." + "reason": "Same general area, but not the same concrete regression or fix." } ] }, @@ -7372,8 +7430,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -7427,7 +7485,6 @@ ], "soft_pairs": [ "issue:44987|issue:45907", - "issue:43540|issue:44479", "issue:44479|issue:45381", "issue:34567|issue:36331", "issue:44062|issue:45081", @@ -7455,209 +7512,206 @@ "issue:43452|issue:44488", "issue:43540|issue:46693" ], - "prepared_review_unit_hash": "fe5f5150cadaf892ced0d73f4601f40724d040906e7537a3e19f5f060a44b4cf", + "prepared_review_unit_hash": "bf71c3fd9cd34933c046da55afafc577817ce048ceb969611224e138de51178c", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35752, - "estimated_input_tokens": 8938, - "estimated_eval_tokens": 18132 + "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": "No duplicate pairs should be merged here; the soft edges mostly connect issues from different bugs, models, or code paths. The set is a mixed bag of unrelated regressions rather than a single duplicate cluster.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: these items do not form one duplicate cluster, and the soft-linked issues span unrelated failures across training, tokenization, multimodal loading, and quantization.", + "summary": "Mostly unrelated issue cluster. Only the two Qwen video-input reports look like the same underlying regression; the rest are distinct bugs or feature issues.", + "confidence": 0.85, + "canonical_issue_reason": "No single canonical issue fits the whole cluster because the items span many unrelated subsystems. Among the few close matches, issue:44479 is the broader upstream report for the Qwen video-input regression.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: none of the issues is a clear umbrella representative for the rest, so a canonical keep/merge target is not applicable.", + "best_issue_reason": "issue:44479 is the best anchor for the only clear duplicate pair: it describes the broader Qwen video-input regression across several models, while issue:45381 looks like a narrower reproduction.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Different bugs: one is a model-loading failure for physical-intelligence/fast, the other is a revision-argument forwarding issue in list_repo_files." - }, - { - "left": "issue:43540", - "right": "issue:44479", - "accept": false, - "reason": "Both involve video inputs, but they target different model families and symptoms: Qwen3OmniMoe ValueError vs a broader v5.3.0 regression across several Qwen VL models." + "reason": "Different failures: model loading via `from_pretrained` vs Hub listing/revision forwarding." }, { "left": "issue:44479", "right": "issue:45381", - "accept": false, - "reason": "Related Qwen video-input area, but one is a broad regression across multiple models while the other is a specific qwen2.5-vl vision_position_ids bug; not enough to treat as the same issue." + "accept": true, + "reason": "Both report the same Qwen video-input/position-id regression; 45381 looks like a narrower repro of the broader 44479 bug." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token-count tracking and a custom compute_loss signature error are separate training API bugs." + "reason": "Different Trainer API/regression surfaces: token counting vs custom `compute_loss` kwargs." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Tokenizers.AddedToken special-argument collision is unrelated to the Mistral tokenizer regex patch crashing on backend_tokenizer access." + "reason": "Both are tokenizer-related crashes, but they hit different code paths and different root causes." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 output_hidden_states behavior and a tokenization change across transformers versions are distinct regressions." + "reason": "One is a Qwen3.5 hidden-state bug; the other is a tokenization-version change report." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different models and failure modes: Siglip2 zero probabilities vs Perceiver non-default-resolution interpolation failure." + "reason": "Different models and failures: zero probabilities vs image classification resize/interpolation." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Janus generate-images test failure and Phi-4 multimodal loading failure are not the same code-path bug." + "reason": "Separate multimodal model issues with different symptoms and loading/generation paths." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both concern tokenization, but one is missing BOS/EOS insertion for mdeberta-v3 and the other is LlamaTokenizer overriding ByteLevel pre-tokenization for DeepSeek models." + "reason": "Both concern tokenizer behavior, but the affected tokenizers and bugs are different." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Image-processor torchvision dependency regression is unrelated to the Mistral tokenizer regex AttributeError." + "reason": "Unrelated subsystems: image processor dependency handling vs Mistral tokenizer regex patching." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "MobileLLM loading KeyError and missing Float8 storage type are unrelated loader/runtime errors." + "reason": "Different loading/compatibility errors with no shared code path evident." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is a different issue from Smollm3 dropping RoPE layers." + "reason": "Qwen3 MoE weight-conversion bug vs Smollm3 RoPE-layer mismatch are unrelated." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated subsystems." + "reason": "Completely different areas: Qwen3-MoE sliding window vs AutoImageProcessor URL loading." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Smollm3 RoPE-layer loss and Qwen3.5 kernel registration failure are different bugs." + "reason": "Both mention RoPE/rotary concepts, but one is model architecture mismatch and the other is kernel registration, so not the same bug." }, { "left": "issue:46463", "right": "issue:47276", "accept": false, - "reason": "Incorrect T5 decoder-input validation messaging and a misleading synced_gpus warning are different text/UX issues." + "reason": "Both are about messaging, but they concern different validation/warning paths and different functionality." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both mention RoPE, but one is Smollm3 architecture loss and the other is Qwen2.5-VL temporal position scaling for still images." + "reason": "Different model families and different rotary-position problems." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU-side arange device placement bug and T5 decoder-input validation are unrelated." + "reason": "XLNet CPU-device bug is unrelated to T5 decoder validation messaging." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "PEFT version pinning and stale auto_mappings config references are separate maintenance regressions." + "reason": "One is a dependency-version bump issue; the other is stale auto-mapping references breaking CI." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Mistral-3 image preprocessor dtype mismatch and DiffusionGemma pipeline failure are different multimodal bugs." + "reason": "Different multimodal models and different failure modes." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 PLE device mismatch with device_map=\"auto\" is unrelated to the T5 decoder-input validation issue." + "reason": "Unrelated: Gemma4 device-mapping bug vs T5 error-message bug." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Special-token insertion regression and CodeLlama leading-space round-trip loss are different tokenizer behaviors." + "reason": "Both are tokenizer regressions, but they affect different behaviors and code paths." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "An isolated reproduction of an older issue is not the same as the FA2 long-context performance regression." + "reason": "The first is an isolated reproduction of another issue; the second is a performance regression, not the same bug." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed weight shape RuntimeError and BART generate() UnboundLocalError are separate training/generation bugs." + "reason": "Completely different errors: DeepSpeed training weight shape vs Bart generation unbound local variable." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "BLIP2 dtype staying float32 and SwitchTransformers/TimmWrapper bfloat16 mismatches are distinct dtype issues." + "reason": "Both involve dtype mismatches, but on different models and different execution paths." }, { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both touch quantization, but one is a torch.finfo uint8 TypeError in Gemma4 audio modules while the other is an lm_head exclusion regression in 4-bit inference." + "reason": "Both are 4-bit/quantization-related, but they describe distinct bugs in different modules." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Qwen3.5 num_labels propagation and granite_speech strict config loading are unrelated config-handling bugs." + "reason": "Different config-loading problems with no shared underlying change." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "gguf_file breaking from_pretrained loading and sleng-bert loading failure are similar only at a high level; the titles point to different loader paths and concrete failures." + "reason": "Both are loading failures, but the titles point to different model/tokenizer-specific issues rather than one shared bug." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and FA2 long-context performance regression are unrelated." + "reason": "Video-input processing bug vs long-context performance regression are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, issue:44479 vs issue:45381, is plausibly the same Qwen video-input regression, while the rest of the verdicts appropriately avoid overclaiming duplicates across clearly different subsystems. The canonical-issue framing is also reasonable for a heterogeneous cluster." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7669,8 +7723,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -7680,6 +7734,7 @@ "issue:33357", "issue:38175", "issue:41762", + "issue:42796", "issue:43295", "issue:43452", "issue:43526", @@ -7716,7 +7771,6 @@ "issue:46050", "issue:46121", "issue:46463", - "issue:46468", "issue:46829", "issue:46846", "issue:46899", @@ -7724,13 +7778,13 @@ ], "soft_pairs": [ "issue:28282|issue:32090", - "issue:43906|issue:46468", + "issue:42796|issue:43906", "issue:44913|issue:46121", "issue:43697|issue:46829", "issue:46463|issue:46899", + "issue:44737|issue:45588", "issue:43526|issue:45479", "issue:45663|issue:46846", - "issue:44737|issue:45588", "issue:43697|issue:45216", "issue:44466|issue:45005", "issue:41762|issue:44936", @@ -7746,197 +7800,194 @@ "issue:43531|issue:43742", "issue:29159|issue:33357", "issue:43994|issue:44898", - "issue:43819|issue:44811", - "issue:44857|issue:47000" + "issue:44857|issue:47000", + "issue:43819|issue:44811" ], - "prepared_review_unit_hash": "4db876adae5284e973f75df11c8d2f7acc8059106eb17ebf3a0a4a5a3853a1e9", + "prepared_review_unit_hash": "0622fe7d079bca8a659464e06ac2be6863d2a286af98ead248c8453256fd530b", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 35097, - "estimated_input_tokens": 8775, - "estimated_eval_tokens": 17806 + "serialized_chars": 35131, + "estimated_input_tokens": 8783, + "estimated_eval_tokens": 17822 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy: the items span unrelated tokenizer, model-loading, training, quantization, and architecture-specific bugs. The only plausible duplicate overlap is the v5 tied-weights/save_pretrained regression between issues 44466 and 45005; the rest do not look like the same underlying defect.", - "confidence": 0.62, - "canonical_issue_reason": "Issue 45005 is the broadest and most representative tied-weights regression in the set, and it plausibly subsumes 44466\u2019s device-dependent lm_head.weight serialization symptom.", + "summary": "Mostly unrelated issues spanning tokenizer, model loading, training, quantization, and vision/audio regressions. No clear duplicate PRs are present; one issue stands out as a broad umbrella regression, but the soft edges are not strong enough to merge except possibly as related-thematically, not the same bug.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45920 is the best umbrella candidate: it is a broad v5 regression affecting multiple model families and has the strongest signal for a high-impact, cross-cutting loading/tokenization bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45005 is the strongest cluster representative because it describes the wider tied-weights regression family rather than a narrower symptom.", + "best_issue_reason": "issue:45920 is the strongest standalone triage target because it covers several affected models and a concrete regression pattern, making it the most useful anchor for follow-up.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Different failure modes and code paths: missing PyTorch import vs Trainer GPU broadcast type handling." + "reason": "Different subsystems and failure modes: missing PyTorch import vs Trainer GPU broadcast TypeError." }, { - "left": "issue:43906", - "right": "issue:46468", + "left": "issue:42796", + "right": "issue:43906", "accept": false, - "reason": "Both are example/repro-style issues, but they concern different models and different bugs." + "reason": "43906 is only an isolated reproduction reference; the titles do not indicate the same tokenizer bug as the BPE-marker issue." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both touch RoPE/config plumbing, but one is reload-default regression while the other is a type error in rope-parameter conversion." + "reason": "Both touch rope/config handling, but one is silent config reload loss and the other is a TypeError on JSON-loaded validation input." }, { "left": "issue:43697", "right": "issue:46829", "accept": false, - "reason": "Different model families and different outputs bugs; no clear shared concrete code path." + "reason": "Different model families and different symptoms; output mismatch in RTDetrV2 is not the same as ImageClassifierOutput field wiring in VideoPrism." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "T5 decoder-input validation message bug is unrelated to Gemma4 multimodal 4-bit dtype casting." + "reason": "Unrelated: T5 decoder-input validation error message vs Gemma4 multimodal 4-bit dtype cast bug." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: XLNet CPU placement bug vs flash_attention crash on s_aux=None." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "One is an image-processor label reduction bug, the other is a classification-loss degeneracy bug." + "reason": "One is a BEiT image processor label-reduction bug; the other is a sequence-classification loss degeneracy across models." }, { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Different distributed/sharding problems in different model families; too broad to be the same bug." - }, - { - "left": "issue:44737", - "right": "issue:45588", - "accept": false, - "reason": "XLNet CPU tensor allocation and flash_attention sinkless-model crash are unrelated code paths." + "reason": "Both are multi-GPU/model-parallel bugs, but they affect different architectures and concrete internals; not the same bug." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different Qwen/RTDetr regression vs save_pretrained checkpoint corruption; no shared concrete fix path." + "reason": "Different models and regressions: RTDetrV2 output drift vs Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:44466", "right": "issue:45005", - "accept": true, - "reason": "Both point to the same tied-weights regression in v5, centered on incorrect save/serialization behavior and plausibly fixable in one patch." + "accept": false, + "reason": "Related theme around tied weights, but 44466 is a device-dependent lm_head serialization bug while 45005 is a broader translation-model tied-weights issue; not enough to prove one concrete bug." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "DeepSpeed ZeRO-3 load-time index error and trainer.evaluate() after train() are different problems." + "reason": "Loading with DeepSpeed ZeRO-3 index error is unrelated to trainer.evaluate() failing after training." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Packed-weight loading for BitNet is unrelated to Perceiver interpolation failures." + "reason": "Different models and failure modes: packed-weight loading vs Perceiver non-default-resolution interpolation." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Both are v5 regressions, but one is Qwen3.5 visual-encoder save_pretrained keys while the other is tokenizer ID generation across several models." + "reason": "Both concern regressions in v5, but one is Qwen3.5 visual encoder save keys and the other is tokenizer token-ID corruption across many models." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Both involve tokenizers, but they are distinct loading/attribute failures for different tokenizer classes." + "reason": "Different tokenizers and different errors: MLuke task AttributeError vs AutoTokenizer load failure for FastSpeech2Conformer." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "One is missing fields in AutoConfig with trust_remote_code, the other is strict-dropping a Qwen3_5MoeVisionConfig field." + "reason": "Both mention missing config fields, but one is a generic trust_remote_code AutoConfig load issue and the other is a specific Qwen3_5MoeVisionConfig @strict field-drop bug." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Position-id key warnings and sinq quantization save/load breakage are different issues." + "reason": "Unexpected position-id keys and broken quantized save/load are separate serialization problems." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Special-token decode behavior in BigBirdTokenizer is not the same as MLukeTokenizer task attribute failures." + "reason": "BigBird special-token registration and MLuke task AttributeError are unrelated tokenizer issues." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Both involve loading/training mechanics, but the auxiliary-loss normalization bug is unrelated to FSDP CPU RAM efficient loading." + "reason": "Aux-loss normalization bug vs FSDP CPU RAM efficient loading failure are different training-path problems." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Siglip2 zero-probabilities and processor.tokenizer/image-handling regression are different model bugs." + "reason": "SigLIP zero probabilities and processor.tokenizer regression are different multimodal issues with different symptoms." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "GGUF loading breakage and offline model_info calls in the Mistral regex patch are separate AutoTokenizer issues." + "reason": "Both affect loading, but 43452 is a gguf_file failure and 44843 is an offline-mode model_info call in mistral regex patching." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are unrelated." + "reason": "Different model-specific loading/runtime errors: Qwen3-MoE sliding window vs MobileLLM key error." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer inconsistency vs MacOS bus error on CLIP are different classes of failure." + "reason": "Tokenizer slow/fast inconsistency is unrelated to the MacOS bus error in community CLIP." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Both are model-inference regressions, but Siglip2 nonsensical outputs and Perceiver interpolation failure are not the same bug." + "reason": "Different models and different defects: nonsensical SigLIP2 outputs vs Perceiver image resolution handling." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:44857", + "right": "issue:47000", "accept": false, - "reason": "DAC from_latents mismatch and Whisper batch_decode skip_special_tokens handling are distinct output/decoding issues." + "reason": "Both are detection losses, but the crash causes differ (AMP/CUDA float16 vs infeasible cost matrix) and the code paths are not clearly the same." }, { - "left": "issue:44857", - "right": "issue:47000", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Different RTDetr loss failures: AMP/CUDA crash vs infeasible cost matrix." + "reason": "DAC latent decoding mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall. The summary stays conservative and the only accepted overlap, 44466/45005, is plausibly the same tied-weights/save_pretrained regression family. The other soft-pair rejections are appropriately cautious given the packet titles and available evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -7948,8 +7999,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -8017,8 +8068,8 @@ "issue:44821|issue:46821", "issue:44843|issue:44991", "issue:44464|issue:44743", - "issue:44479|issue:44625", "issue:33666|issue:36010", + "issue:44479|issue:44625", "issue:42898|issue:46491", "issue:43452|issue:43577", "issue:43761|issue:47013", @@ -8026,207 +8077,207 @@ "issue:44466|issue:46050", "issue:44464|issue:44977", "issue:41720|issue:44464", - "issue:44484|issue:44704", "issue:44977|issue:46693", + "issue:44484|issue:44704", "issue:43688|issue:45440", "issue:33666|issue:36331" ], - "prepared_review_unit_hash": "97f403e34d58b0bb8352438e343a859e288463af0738ca505fba5c235286adff", + "prepared_review_unit_hash": "47a6d47bf17f2fbbe0058fa17a0936fd1da903b46a2fa278be6d86fb5a2b1922", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35819, - "estimated_input_tokens": 8955, - "estimated_eval_tokens": 18166 + "serialized_chars": 35822, + "estimated_input_tokens": 8956, + "estimated_eval_tokens": 18168 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers bug reports across different models, loaders, tokenizers, and training paths. I don\u2019t see any pair that is clearly the same underlying bug/change, so all soft edges should stay split.", - "confidence": 0.88, - "canonical_issue_reason": "No single duplicate theme spans the cluster; if one issue must be used as the representative, issue #43749 is the strongest candidate because it is high-signal, well-discussed, and describes a concrete regression with broader impact.", + "summary": "This cluster is a loose collection of unrelated Transformers bug reports and regressions across different models, APIs, and code paths. None of the soft-edge pairs look like true duplicates of the same underlying bug/change.", + "confidence": 0.92, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #43749 is the best representative issue among these because it has the clearest regression framing, the most discussion/inbound attention, and is actionable without depending on a specific niche model.", + "best_issue_reason": "issue:43646 is the broadest, most generic v5-regression report here, but it still does not unify the rest of the cluster into one duplicate topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Different failures: Gemma 4 processor import/dependency issue vs Windows ROCm torch.distributed import/type error." + "reason": "Different failure modes: Gemma 4 processor loading via mistral_common import vs Windows/ROCm torch.distributed dependency issues." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Unrelated models and bugs: missing pad_token_id on Llama4Config vs DiffusionGemma image-text pipeline failure." + "reason": "Unrelated model bugs: Llama4Config missing pad_token_id vs DiffusionGemma image-text pipeline failure." }, { "left": "issue:43761", "right": "issue:46829", "accept": false, - "reason": "Both involve output fields, but the concrete bugs differ: CLIP vision hidden_states regression vs VideoPrism misreporting last_hidden_state as hidden_states." + "reason": "Both concern output fields, but they hit different models and different bugs; not the same code-path issue." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but one is processor/tokenizer API breakage and the other is Kimi-K2.5 codec/regex handling." + "reason": "Both are tokenizer regressions, but one is processor.tokenizer/image handling and the other is Kimi-K2.5 codec/fix_mistral_regex behavior." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both concern backend/import handling, but they are distinct optional-dependency errors with different offending backends and code paths." + "reason": "Different backend-registration problems with different triggers; not the same defect." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Different subsystems: auxiliary-loss normalization bug vs T5/apex RMSNorm memory leak." + "reason": "Different subsystems: MoE auxiliary-loss normalization vs T5 apex RMSNorm memory leak." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both are special-token/tokenization issues, but they affect different tokenizers and different semantics (mask token registration vs BOS/EOS insertion)." + "reason": "Both involve special tokens, but BigBird mask-token registration and mdeberta BOS/EOS insertion are distinct tokenizer bugs." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Not the same bug: auxiliary-loss normalization versus a broad version-dependent tokenization change." + "reason": "General tokenization/version effects aside, these report different bugs and code paths." }, { "left": "issue:46832", "right": "issue:46932", "accept": false, - "reason": "Completely different code paths: RT-DETR feature-level mismatch vs Gemma4 quantized embedder dtype casting." + "reason": "Different areas entirely: RT-DETR feature-level handling vs Gemma4 quantized vision/audio dtype casting." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Different model families and failures: Smollm3 RoPE-layer loading bug vs Sam3 text-encoder weights not loading." + "reason": "Smollm3 RoPE-layer configuration and Sam3 text-encoder weight loading are unrelated." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Both are loading/regression issues, but one is custom model initialization and the other is FSDP CPU RAM-efficient loading." + "reason": "Both are loading-related regressions, but custom model initialization and FSDP CPU-efficient loading are different problems." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Both touch tokenizer/config serialization, but one is special-token registration and the other is DiaConfig token ID persistence." + "reason": "Special-token handling in BigBirdTokenizer is not the same as DiaConfig save/load losing custom token IDs." }, { "left": "issue:44821", "right": "issue:46821", "accept": false, - "reason": "Different domains: AutoImageProcessor loading from URL vs TimesFM window_size AttributeError." + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but the root causes differ: offline model_info lookup vs a model-specific tokenizer load failure." + "reason": "Both involve tokenizer loading, but offline mistral regex/model_info behavior is distinct from EMBEDDIA/est-roberta loading failure." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both involve generation state, but one is chunked generation with compiled forward and the other is recurrent-state reset when seq_len>1." + "reason": "Both touch generation/cache behavior, but they are model-specific and describe different concrete failures." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Unrelated: video input regression for Qwen models vs num_labels propagation between configs." + "reason": "Qwen2-VL multi-GPU training and a GenerationMixin import error are not the same bug." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Different issues entirely: Qwen2-VL multi-GPU training vs GenerationMixin import failure." + "reason": "Video-input regression in multiple Qwen models vs num_labels propagation in Qwen3.5 config." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "Both are tokenization regressions, but one is cleanup-space behavior in v5 and the other is CodeLlama leading-space round-trip loss." + "reason": "General clean_up_tokenization_spaces behavior change is not the same as CodeLlama leading-space round-trip regression." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "Different bug classes: gguf loading breakage vs Blip2 dtype remaining float32 on load." + "reason": "GGUF loading failures and Blip2 dtype loading issues are different code paths." }, { "left": "issue:43761", "right": "issue:47013", "accept": false, - "reason": "Different models and mechanics: CLIPVision hidden_states regression vs xLSTM return_last_states unpacking crash." + "reason": "Different models and mechanics: CLIPVision hidden_states bug vs xLSTM return_last_states unpacking crash." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Both mention training/multi-GPU, but one is Trainer GPU broadcast on NoneType and the other is Qwen2-VL multi-GPU training setup." + "reason": "Generic Trainer broadcast TypeError is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Both concern save/load or serialization, but one is tied lm_head.weight serialization and the other is sinq quantization persistence." + "reason": "Serialization of tied lm_head weights and sinq quantized save/load breakage are not the same issue." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Different generation failures: compiled-forward chunked generation inconsistency vs Qwen3.5 flash-attention generation malfunction." + "reason": "Chunked generation with compiled forward differs from Qwen3.5 flash-attention generation failure." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Different root causes: auto device mapping cudaErrorAssert on A800 vs chunked generation inconsistency with compiled forward." + "reason": "Auto device mapping cudaErrorAssert on A800 is unrelated to compiled-forward chunked generation inconsistencies." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:44977", + "right": "issue:46693", "accept": false, - "reason": "No shared bug: max_shard_size default question vs AutoProcessor kwargs not forwarded to cached_file." + "reason": "One is a correctness bug in Qwen3.5 flash-attention generation; the other is a broader FA2 performance regression." }, { - "left": "issue:44977", - "right": "issue:46693", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Both involve FA2/generation, but one is a correctness bug for Qwen3.5 and the other is a performance regression after 5.2.0." + "reason": "save_pretrained shard-size behavior and AutoProcessor kwarg forwarding to cached_file are different API concerns." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Different model behaviors: auxiliary-loss normalization bug vs DeepseekV3MoE divergence from remote implementation." + "reason": "Different models and defects: MoE auxiliary-loss normalization vs DeepseekV3MoE implementation divergence." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Different trainer-level problems: Qwen2-VL multi-GPU training vs CustomTrainer.compute_loss signature mismatch." + "reason": "Multi-GPU training question/issue is unrelated to CustomTrainer.compute_loss keyword breakage." } ] }, @@ -8245,8 +8296,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -8309,12 +8360,12 @@ "issue:43782|issue:46693", "issue:43720|issue:43927", "issue:43606|issue:43927", - "issue:43577|issue:44554", "issue:43525|issue:43572", + "issue:43577|issue:44554", "issue:43504|issue:44610", "issue:43611|issue:46846", - "issue:43720|issue:44361", "issue:44964|issue:45405", + "issue:43720|issue:44361", "issue:44514|issue:45290", "issue:43643|issue:44561", "issue:28218|issue:33357", @@ -8330,20 +8381,20 @@ "issue:43646|issue:44466", "issue:43278|issue:43701" ], - "prepared_review_unit_hash": "8493024fa25d64fe4d0e8f771e1c907bce051d6980664f574b0e8758c1c55102", + "prepared_review_unit_hash": "91b2521d4b3728ed02e63f52c232c254eb1c20593f1821879df2ed4d98f6358b", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36502, + "serialized_chars": 36504, "estimated_input_tokens": 9126, "estimated_eval_tokens": 18508 }, @@ -8352,186 +8403,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a noisy mix of unrelated tokenizer, config, loading, generation, and documentation issues. None of the soft pairs look like true duplicates of the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": "issue:28218 is the cleanest, most self-contained bug report: a concrete tokenizer regression with a clear expected-vs-actual behavior.", + "summary": "This cluster is a loose thematic grouping of unrelated bugs/regressions (tokenization, config loading, generation, quantization, docs, and serving). None of the soft edges look like the same underlying issue, so there is no valid duplicate canonical here.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:28218 is the strongest standalone anchor in this set because it is narrow, reproducible, and not entangled with model-specific edge cases.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Different bugs: legacy-field model loading failure vs torch.compile/SDPA runtime failure." + "reason": "Different failures: pretrained preset loading vs torch.compile/SDPA runtime behavior." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Different code paths: dtype mismatch during eval vs auxiliary-loss normalization." + "reason": "Unrelated training/eval dtype drift vs auxiliary-loss normalization." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "Both generation-related, but one is KV-cache continuation indexing and the other is beam-search reorder skipping for specific model families." + "reason": "Both involve generation caches, but one is serve KV-continuation indexing and the other beam-search cache reorder; different code paths." }, { "left": "issue:44625", "right": "issue:47276", "accept": false, - "reason": "Unrelated: num_labels propagation bug vs a misleading synced_gpus warning message." + "reason": "Qwen3.5 config propagation bug vs a misleading synced_gpus warning in continuous batching." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Both loading issues, but one is a legacy config field preset failure and the other is packed-weight unpacking during accelerate loading." + "reason": "Different model-loading bugs in different subsystems." }, { "left": "issue:45405", "right": "issue:47254", "accept": false, - "reason": "Different concerns: dependency version bump vs PEFT + DeepSpeed checkpointing error." + "reason": "PEFT version bump issue vs checkpointing/DeepSpeed integration error; not the same bug." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "Different failures: weight_only loading error vs long-context FA2 performance regression." + "reason": "Qwen3VL from_pretrained/weight_only failure is unrelated to FA2 long-context performance regression." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Different bugs: accelerate packed-weight handling vs DiaConfig token ID persistence." + "reason": "Packed-weight loading failure vs config token-id loss on save/load." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "Different symptoms and subsystems: CPU offload device mismatch vs config token ID loss." + "reason": "CPU offload device mismatch is unrelated to DiaConfig token ID serialization." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Different issues: dtype not honoring fp16/bf16 on Blip2 vs MPS attention correctness." + "reason": "Both mention missing pad-token fields, but for different config classes and different attribute names; not one concrete bug." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "Similar shape of failure, but different models and missing fields; not the same concrete bug." + "reason": "BLIP2 dtype loading issue vs MPS attention correctness issue." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Unrelated: legacy field loading failure vs processor/model image-size mismatch." + "reason": "Pretrained-load legacy-field bug vs processor image-size mismatch." }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "Different mechanisms: base_model_prefix loading regression vs tensor-parallel plan omission." + "reason": "Base-model-prefix loading regression vs Qwen3.5 tensor-parallel plan omission." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Different subsystems: weight unpacking during load vs tokenizer AttributeError on tasks." + "reason": "Phi-4 multimodal loading failure is unrelated to the PEFT release-version issue." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "Different issues: model loading regression vs unreleased PEFT dependency bump." + "reason": "Different tokenizer/model failures with no shared code-path." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both chat-template crashes, but the edge cases differ: batched padding=False input vs assistant tool-call messages with no content." + "reason": "Both are chat-template crashes, but on different inputs and failure modes; not clearly the same bug." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Different trust_remote_code breakages with different root causes: missing returned fields vs removed torch.fx helper." + "reason": "Trust-remote-code missing fields is different from removal of is_torch_fx_available breaking remote-code imports." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Completely different bugs: tokenizer spacing regression vs MacOS bus error on a CLIP model." + "reason": "Tokenizer spacing bug is unrelated to a Mac bus error with CLIP." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "Different areas: SigLIP2 implementation discrepancy vs pipeline task-support messaging in v5." + "reason": "SigLIP2 model discrepancy vs pipeline translation-message wording; different concerns." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Different model/runtime problems: flash-attention generation bug vs FP8 inference failure on B200." + "reason": "Qwen3.5 flash-attention generation bug is unrelated to FP8/B200 inference failure." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but in different components and scenarios; not the same bug." + "reason": "Both mention NaNs, but in different models and mechanisms." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "Unrelated: MPS attention correctness vs Trainer import being shadowed by datasets." + "reason": "MPS attention bug is unrelated to Trainer import collision with datasets." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Different failures: device mismatch under device_map='auto' vs broken quantized save/load round-trip." + "reason": "Device-map forward mismatch vs quantized save/load breakage." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "Different bugs: nonsensical SigLIP2 outputs vs return_tensors being ignored with text_kwargs." + "reason": "SigLIP2 bad outputs are unrelated to return_tensors being ignored." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Related to processors/tokenizers, but one is a docs example with model/processor mismatch and quantization failure; the other is a custom-code API regression." + "reason": "Documentation example mistakes vs processor.tokenizer/custom model regression; different bugs." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Different problems: tokenizer BPE marker handling vs Qwen3.5 flash-attention generation." + "reason": "Tokenizer BPE-marker handling vs attention/flash-attention generation." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Different training issues: embedding dtype drift vs gradient blow-up with ZeRO-3." + "reason": "dtype mismatch in eval is unrelated to gradient explosion under ZeRO-3." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Different code paths: custom model initialization regression vs inconsistent lm_head.weight serialization." + "reason": "Custom model initialization breakage vs inconsistent lm_head.weight serialization." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Different issues: evaluation dtype change vs resume_from_checkpoint key mismatch." + "reason": "Different issues: dtype drift vs resume_from_checkpoint key mismatch." } ] }, @@ -8550,8 +8601,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -8615,8 +8666,8 @@ "issue:43572|issue:44291", "issue:43334|issue:45759", "issue:43824|issue:44589", - "issue:44849|issue:46209", "issue:46821|issue:46832", + "issue:44849|issue:46209", "issue:44589|issue:45520", "issue:43504|issue:43606", "issue:43334|issue:43572", @@ -8629,26 +8680,26 @@ "issue:44464|issue:45584", "issue:43994|issue:44493", "issue:43844|issue:44964", - "issue:44849|issue:47145", "issue:43873|issue:46050", + "issue:44849|issue:47145", "issue:46399|issue:46846", "issue:29159|issue:32090", "issue:43937|issue:46701" ], - "prepared_review_unit_hash": "d8c320bb8293ee86d02092f662a7d4395979e38ea82182921060a5fc1c712573", + "prepared_review_unit_hash": "c21fd0694bcc083b88df0d44ab8618eab280e85acfd58248dd9ae8a4b19614fa", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36357, + "serialized_chars": 36358, "estimated_input_tokens": 9090, "estimated_eval_tokens": 18436 }, @@ -8657,180 +8708,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the soft pairs mostly share broad themes like tokenizers, multimodal models, or loading regressions, but they describe different concrete failures and should not be merged as duplicates.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 45812 is the strongest standalone report here: it describes a broad, silent tokenizer regression with clear impact across Granite models and a detailed reproduction path.", + "summary": "The set is heterogeneous: tokenizer regressions, model-loading/config issues, training/offload errors, and CI failures. None of the soft pairs describe the same underlying bug closely enough to merge as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the best issue to keep as the cluster anchor because it is specific, reproducible, and has broad user impact.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer-related, but one is a mdeberta special-tokens regression while the other is a DeepSeek-Coder tokenizer output bug tied to a different fix gap." + "reason": "Both are tokenizer regressions, but they hit different models and failure modes: missing BOS/EOS handling for mdeberta-v3 vs incorrect DeepSeek-Coder output from a specific v5 tokenizer fix gap." }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "Different problems: FP8 inference failure on B200 versus an accuracy regression after a Transformers upgrade." + "reason": "One is an FP8 inference failure on B200 hardware, the other is an accuracy regression after a Transformers upgrade; different code paths and symptoms." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation discrepancy is not the same as a ZeRO-3 gradient growth bug." + "reason": "SigLIP2 implementation mismatch vs a DeepSpeed ZeRO-3 gradient growth bug; both are training-related but clearly unrelated defects." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Different models and failures: DiaConfig loses custom token IDs, while MLukeTokenizer raises an AttributeError on tasks." + "reason": "DiaConfig save/load losing custom token IDs is a config persistence bug, while MLukeTokenizer failing on tasks is a tokenizer AttributeError; different root causes." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "OOM during tensor-parallel model loading is unrelated to a PEFT version requirement bump." + "reason": "Qwen2 TP OOM is a model sharding/runtime issue; MIN_PEFT_VERSION is a dependency/versioning problem." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both concern tokenizers, but they affect different model families and fail in different ways." + "reason": "Both concern tokenizers, but one is about special-token addition behavior and the other is wrong token IDs for Granite models; not the same bug." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "One is a model-specific load failure, the other is an AutoTokenizer offline-mode regression in _patch_mistral_regex." + "reason": "Loading cjvt/sleng-bert failing and offline Mistral regex patch calling model_info() are different loader failures with different triggers." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS bus error on a CLIP model is unrelated to Qwen2-VL multi-GPU training." + "reason": "MacOS bus error with a CLIP model and Qwen2-VL multi-GPU training are unrelated model/runtime issues." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is a different config-compatibility issue from the _is_hf_initialized argument error." + "reason": "StableLmConfig missing pad_token_idx after 5.0 and init_empty_weights rejecting _is_hf_initialized are separate config/API compatibility bugs." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id field and the other is incorrect text_config unwrapping." + "reason": "Qwen3-VL pad_token_id missing and AutoModelForCausalLM.from_config not unwrapping text_config affect different model-loading paths." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Importing Qwen2_5_VL is unrelated to a Float8 storage lookup failure." - }, - { - "left": "issue:44849", - "right": "issue:46209", - "accept": false, - "reason": "A hidden-states bug in Qwen3.5 is not the same as an FP8 inference failure." + "reason": "Qwen2.5-VL import failure and Float8 storage lookup failure are unrelated import/runtime issues." }, { "left": "issue:46821", "right": "issue:46832", "accept": false, - "reason": "TimesFM window_size attribute errors and RT-DETR feature-level mismatches are different code paths." + "reason": "TimesFM window_size AttributeError and RTDetrModel forward shape mismatch are different model-specific forward-path errors." }, { - "left": "issue:44589", + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug and FP8 B200 inference failure are unrelated behavior regressions." + }, + { + "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "A missing Float8 storage object is unrelated to the flash_attn import key error on Python 3.13." + "reason": "Float8 storage object lookup failure is not the same as a flash_attn import_utils KeyError on Python 3.13." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy field handling in Beit loading is unrelated to the bark-small CPU offload device mismatch." + "reason": "BEiT legacy field loading and Bark CPU offload device mismatch are different subsystems and failure causes." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config fields, but on different models and fields (pad_token_id vs pad_token_idx) with distinct load failures." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count limit error and DeepSeek accuracy regression are not the same underlying bug." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected position-id keys across many models is not the same as the CLIP text model structure divergence." + "reason": "Unexpected position-id keys in many models and CLIP text-model structural inconsistency are separate API/serialization issues." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Legacy preset loading and BigBirdTokenizer special-token registration are different bugs." + "reason": "Legacy BEiT field loading and BigBirdTokenizer special-token registration/empty decode are unrelated tokenizer vs model-loading bugs." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5 regressions, but one affects output_hidden_states and the other save_pretrained visual encoder keys." + "reason": "Qwen3.5 hidden-states output bug and incorrect visual-encoder keys in save_pretrained are different Qwen3.5 issues with different code paths." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "A real device mismatch bug is not the same as a stale CI test failure." + "reason": "CPU offload device mismatch in Bark-small and a stale GraniteSpeech CI test failure are unrelated." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "bfloat16 dtype mismatches are unrelated to RT-DETR's backbone/output feature-level mismatch." + "reason": "bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel and RTDetr feature-level mismatch are different model-specific inference bugs." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is a different failure from empty transcription after align_special_tokens." + "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure after align_special_tokens are different generation bugs." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 bad outputs and widespread unexpected position-id keys do not share the same concrete bug." + "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys are not the same issue; one is model behavior, the other serialization/load warnings." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "Gradient instability under ZeRO-3 is unrelated to loading Phi-4 multimodal with the latest Transformers." + "reason": "DeepSpeed gradient anomaly during training and Phi-4-multimodal load failure are unrelated problems." }, { - "left": "issue:44849", - "right": "issue:47145", + "left": "issue:43873", + "right": "issue:46050", "accept": false, - "reason": "Hidden-states output bug and FP8 checkpoint weight_scale omission are different correctness issues." + "reason": "Quantization/offloading not working as expected and sinq quantized model save/load breakage affect different stages and likely different code paths." }, { - "left": "issue:43873", - "right": "issue:46050", + "left": "issue:44849", + "right": "issue:47145", "accept": false, - "reason": "Quantization offload behavior and sinq save/load breakage are different problems." + "reason": "Qwen3.5 hidden-states output bug and FP8 compressed-tensors weight_scale being skipped are separate regressions." }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "Missing a registration decorator for a Qwen3.5 kernel is not the same as an incomplete TP plan causing OOM/shape errors." + "reason": "apply_rotary_pos_emb registration error with use_kernels and Qwen3.5 TP plan missing linear_attn entries are different Qwen3.5 issues." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer fast/slow inconsistency is unrelated to the Trainer _gpu_broadcast_one NoneType error." + "reason": "Tokenizer slow/fast inconsistency and a Trainer _gpu_broadcast_one NoneType TypeError are completely unrelated." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "An invalid GenerationConfig for GLM-5 is unrelated to the DiffusionGemmaGenerationOutput pipeline failure." + "reason": "GenerationConfig invalid for GLM-5 and the DiffusionGemma image-text-to-text pipeline failure are unrelated model/config issues." } ] }, @@ -8849,8 +8912,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -8906,8 +8969,8 @@ "soft_pairs": [ "issue:28218|issue:34567", "issue:42947|issue:43381", - "issue:45229|issue:45823", "issue:45084|issue:45520", + "issue:45229|issue:45823", "issue:45200|issue:45229", "issue:45588|issue:46050", "issue:42490|issue:43696", @@ -8917,9 +8980,9 @@ "issue:47013|issue:47254", "issue:44554|issue:45446", "issue:41720|issue:46710", - "issue:29942|issue:30333", "issue:43065|issue:46369", "issue:44977|issue:46701", + "issue:29942|issue:30333", "issue:37428|issue:43957", "issue:44423|issue:44734", "issue:43295|issue:43450", @@ -8932,196 +8995,184 @@ "issue:43540|issue:45200", "issue:44186|issue:46192" ], - "prepared_review_unit_hash": "6959f51483a698459f8b91e29510029ad3f09e328226c3e35b7189c34b8903a4", + "prepared_review_unit_hash": "e55b10e1a1a46980ca6600868ffb679ba0513831305a52039b239206935d7e73", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35794, - "estimated_input_tokens": 8949, - "estimated_eval_tokens": 18154 + "serialized_chars": 35786, + "estimated_input_tokens": 8947, + "estimated_eval_tokens": 18150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated transformer bug reports with only superficial keyword overlap (flash attention, checkpointing, multimodal, Gemma/Qwen). I do not see any soft edge that looks like the same underlying bug or change.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43295 is the broadest user-facing regression in the set, centered on multimodal processor/tokenizer API breakage; the rest of the items are heterogeneous and do not form a true duplicate cluster.", + "summary": "All soft-edge pairs are false positives: they mostly share a subsystem or model family name, but each pair describes a different concrete bug, failure mode, or regression. No PRs are present.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue stands out because the items span many unrelated topics (tokenizers, flash-attention, training state, multimodal serving, model loading, etc.).", "canonical_pr_reason": null, - "best_issue_reason": "issue:43295 is the least specific and most representative of the small processor/tokenizer regression theme, even though the overall set is not a real duplicate group.", + "best_issue_reason": "No global best issue: there isn\u2019t a coherent duplicate cluster here, so any one issue would be an arbitrary representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing behavior and trainer token-count tracking are unrelated bugs." + "reason": "Tokenizer spacing bug vs TrainerState token-count update bug; unrelated code paths." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is about ineffective LoRA checkpointing and the other about eval-mode restriction; different failures." + "reason": "Gradient checkpointing with PEFT LoRA is a different problem from eval-mode checkpointing prohibition." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "Same model family, but CUDA OOM and device-map mismatch are different code-path problems." + "reason": "Compile error for non-template nodes vs Python 3.13 flash_attn import-key error." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "Non-template-node compilation error and Python 3.13 flash_attn import lookup are unrelated." + "reason": "CUDA OOM during Gemma4 multi-GPU inference is not the same as device-mismatch during forward." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Text-only mm_token_type_ids defaults and multi-GPU OOM are not the same bug." + "reason": "Missing mm_token_type_ids default is a different bug from multi-GPU OOM." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention s_aux handling and sinq save/load corruption are different issues." + "reason": "flash_attention crash on s_aux=None is unrelated to sinq save/load quantization breakage." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Trailing-slash import warning and CUDA OOM are unrelated." + "reason": "Import warning for trailing-slash paths is unrelated to a GPT-oss CUDA OOM." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Whisper word-timestamp decode crash and empty-chat-template IndexError are different code paths." + "reason": "Whisper timestamp decoding crash vs empty chat-template list crash; different failure points." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probability output are unrelated." + "reason": "TorchScript GeneratorExp export failure is not the same as SigLIP2 zero-probability output." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 JAX-vs-HF discrepancy and checkpoint key mismatch are separate bugs." + "reason": "SigLIP2 implementation discrepancy vs resume-from-checkpoint key mismatch; no shared bug." }, { "left": "issue:47013", "right": "issue:47254", "accept": false, - "reason": "xLSTM train-mode unpacking bug and PEFT/ZeRO-3 checkpoint error are not the same problem." + "reason": "xLSTM return_last_states unpacking bug is unrelated to PEFT/ZeRO-3 checkpointing errors." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness and an import version-check bug in flex_attention are unrelated." + "reason": "MPS attention correctness issue is distinct from a PyTorch-version guard/import bug in flex_attention." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Qwen3 auto device-mapping crash and DeepSeek accuracy regression are different issues." - }, - { - "left": "issue:29942", - "right": "issue:30333", - "accept": false, - "reason": "Flash Attention 2 test failures and MLflow reporting after failed training jobs are unrelated." + "reason": "Qwen3 auto device-mapping assert is unrelated to DeepSeek accuracy regression." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "SAM3 pixel-decoder dummy layer and sam3-litetext memory overflow are different defects." + "reason": "Dummy Conv2d in Sam3PixelDecoder is a different issue from Sam3-litetext memory overflow." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and DiffusionGemma pipeline failure are unrelated." + "reason": "Flash-attention generation failure vs image-text-to-text pipeline failure; different subsystems." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 CI failures are unrelated to MLFlow reporting after training-job failure." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Flash-attention import error and meta-device model-loading breakage are distinct problems." + "reason": "Missing import symbol `_flash_supports_window_size` is not the same as meta-device model-loading breakage." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Serve continuous-batching multimodal crash and KV-cache continuation indexing are different serve bugs." + "reason": "Continuous-batching multimodal crash differs from KV-cache continuation tensor-indexing crash." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor/tokenizer API regression and batched video-shape bug are only broadly related to multimodal inputs, not the same bug." - }, - { - "left": "issue:44977", - "right": "issue:46710", - "accept": false, - "reason": "Flash-attention generation failure and accuracy regression after upgrade are different failure modes." + "reason": "Processor/tokenizer regression is unrelated to batched video processor shape handling." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatch bugs and Wav2Vec2 save/tokenization failures are unrelated." + "reason": "bfloat16 dtype mismatch CI issue vs Wav2Vec2 save_pretrained/tokenization failure." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention null-aux crash and composite-config text_config unwrapping are separate code paths." + "reason": "flash_attention sink-less-model crash is unrelated to `from_config` not unwrapping `text_config`." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and rope validation list handling are unrelated." - }, - { - "left": "issue:43295", - "right": "issue:43873", - "accept": false, - "reason": "Processor/tokenizer regression and quantization offloading behavior are not the same underlying bug." + "reason": "Gemma4Processor missing `_tokenizer` is a different bug from rope-parameter JSON list type handling." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "Missing pad_token_idx and TimesFM window_size AttributeError are unrelated." + "reason": "Missing `pad_token_idx` in StableLmConfig is unrelated to TimesFM `window_size` attribute errors." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-processing ValueError and missing mm_token_type_ids defaults are different issues." + "reason": "Qwen3OmniMoe video-input processing error is not the same as Gemma4 mm_token_type_ids defaulting." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 tokenizer crash on NER/batched padding and return_tensors being ignored are separate tokenizer bugs." + "reason": "LayoutLMv2 NER/batched padding crash vs `return_tensors` being ignored when `text_kwargs` is passed." } ] }, @@ -9140,8 +9191,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -9209,8 +9260,8 @@ "issue:44521|issue:45290", "issue:42915|issue:43824", "issue:28218|issue:35141", - "issue:45381|issue:46209", "issue:44737|issue:46894", + "issue:45381|issue:46209", "issue:43278|issue:43856", "issue:44466|issue:45127", "issue:43262|issue:43450", @@ -9219,212 +9270,218 @@ "issue:43452|issue:46512", "issue:44442|issue:45198", "issue:43334|issue:43525", - "issue:43950|issue:46285", "issue:43526|issue:46192", + "issue:43950|issue:46285", "issue:45200|issue:46899" ], - "prepared_review_unit_hash": "e3de9dcbdff0dfff768e2b1826444be1ed83a0800222f8422db02e3825e6e03c", + "prepared_review_unit_hash": "35c0c8249d6befcab91e4f7c27ec0419ec03d2966eb8cdc95836a547864ec8a5", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35944, - "estimated_input_tokens": 8986, - "estimated_eval_tokens": 18228 + "serialized_chars": 35947, + "estimated_input_tokens": 8987, + "estimated_eval_tokens": 18230 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly unrelated and should stay separate. The only plausible duplicate-like pair is the two load-time `pad_token_id` config regressions, which look like the same underlying missing-config-attribute problem across different models.", - "confidence": 0.68, - "canonical_issue_reason": "`issue:43334` is the clearest representative of the shared `pad_token_id` load-time regression: it names the exact AttributeError, the affected config class, and the user-visible failure path.", + "summary": "Mostly unrelated transformer/model regressions; only the two missing-`pad_token_id` config load failures look like the same underlying bug. Everything else is just broad textual similarity across different code paths.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43334 is the clearest anchor for the shared missing-`pad_token_id` config regression: it has the concrete load traceback and directly matches the sibling Llama4 report.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:43334` is the strongest standalone issue here: concrete repro, specific exception, and it generalizes well to the related `pad_token_id` config failure in `issue:43525`.", + "best_issue_reason": "issue:43334 is the strongest representative of the only true duplicate-like pair, with a specific failure mode and clear reuse potential for the same fix.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Both are multimodal processor/model mismatches, but they describe different failures and code paths: tokenizer passthrough with images vs wrong image input size." + "reason": "Both involve processors, but one is about `processor.tokenizer` / image passing and the other is an image-size mismatch; different bugs." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "One is a batched video-processor shape bug; the other is an OOM while loading a large model with tensor parallelism. Different subsystems and symptoms." + "reason": "Batched video shape corruption and tensor-parallel OOM are unrelated failure modes." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "`device_map=\"auto\"` forward-device mismatch is unrelated to `return_tensors` being ignored when `text_kwargs` is passed." + "reason": "Gemma4 device-map forward mismatch vs `return_tensors` precedence/ignore behavior are separate API bugs." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "Torch.compile + SDPA failure in Bamba is unrelated to ZeRO-3 gradient growth during DeepSpeed training." + "reason": "`torch.compile` + SDPA failure is not the same as the ZeRO-3 gradient growth issue." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Missing `pad_token_idx` in one config after 5.0 update is not the same as a load failure for a specific model package." + "reason": "Missing `pad_token_idx` after 5.0 and a model-loading failure in `transformers>=5.1.0` do not point to the same defect." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "These are different import errors for different symbols and model families; no shared underlying code-path is evident." + "reason": "Different import errors for different symbols; no shared code path is evident." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "A BART generate() `decoder_attention_mask` bug is not the same as Flash Attention 2 test failures." + "reason": "A BART `generate()` mask initialization error is unrelated to failing Flash Attention 2 tests." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "One is a missing `flash_attn` key on Python 3.13; the other is an invalid backend name in the backend mapping. Different error sources." + "reason": "Python 3.13 `flash_attn` lookup and `tensorflow_text` backend mapping are separate import/back-end issues." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "`mm_token_type_ids` defaulting to zeros is a processor input-default bug, not the same as a device-placement mismatch during forward." + "reason": "Both are Gemma4-related, but one is a missing multimodal token-type default and the other is a device placement mismatch." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Trailing-slash local model import warning is unrelated to SigLIP2 implementation discrepancy." + "reason": "Local-path slash import warning and SigLIP2 implementation discrepancy are unrelated." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "Custom-model processor/tokenizer regression is unrelated to SigLIP2 JAX/HF parity issues." + "reason": "These describe different regressions in different multimodal/model-loading paths." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "Documentation example errors for SigLIP2 do not match the tensor-return behavior regression." + "reason": "A docs example/model-processor mismatch is not the same as `return_tensors` being ignored when `text_kwargs` is passed." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve `apply_chat_template`, but one is incorrect assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages. Different bugs." + "reason": "Both touch `apply_chat_template`, but one returns empty assistant masks for multimodal inputs while the other crashes on tool-call messages with no content." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Fine-grained FP8 failure for Qwen3MoE is unrelated to the Qwen2.5-VL import error." + "reason": "Qwen3Moe FP8 failure and a Qwen2.5-VL import error are unrelated." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added tokens and output embedding reinitialization on resize are distinct tokenizer/model-init bugs." + "reason": "Tokenizer spacing after added tokens and embedding reinitialization on resize are different bugs." }, { - "left": "issue:45381", - "right": "issue:46209", + "left": "issue:44737", + "right": "issue:46894", "accept": false, - "reason": "Wrong `vision_position_ids` for Qwen2.5-VL video input is unrelated to B200/SM100 FP8 inference failure." + "reason": "CPU `arange` in XLNet relative \u0564\u056b\u0580 encodings is unrelated to the ASR double-shift training-loss bug." }, { - "left": "issue:44737", - "right": "issue:46894", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "XLNet CPU placement bug and CohereASR double-shift training-loss bug are completely different code paths." + "reason": "Wrong vision position IDs for Qwen2.5-VL video input and FP8 inference failure on B200 are different problems." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype drift in evaluate is not the same as Qwen3 MoE memory inefficiency during training." + "reason": "BF16->FP32 dtype drift in evaluate and MoE training memory inefficiency are not the same issue." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both touch tied weights, but one is inconsistent serialization by device and the other is LoRA merge collapse with extended vocab. Not the same fix." + "reason": "Serialization of `lm_head.weight` by device and LoRA merge collapse with extended vocab are distinct bugs." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to batched video processor shape output." + "reason": "Audio chat-template sampling-rate default and batched video output shape are separate processor issues." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Importing a Qwen2.5-VL class and incorrect DeepSeek detokenization are unrelated issues." + "reason": "An import error for a model class and incorrect detokenization in v5 are unrelated." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBird tokenizer special-token registration and GraniteSpeech stale CI test are not the same underlying bug." + "reason": "BigBirdTokenizer special-token registration and a stale GraniteSpeech CI test do not share a concrete failure path." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "`gguf_file` loading breakage is unrelated to stale `config.dtype` after `from_config(dtype=...)`." + "reason": "gguf loading failures and stale `config.dtype` after `from_config(dtype=...)` are different behaviors." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "FastSpeech2Conformer tokenizer loading failure and Wav2Vec2 save/tokenization failure are different model-specific tokenizer bugs." + "reason": "AutoTokenizer failing for FastSpeech2Conformer and Wav2Vec2 save/tokenization failures are model-specific and not the same bug." }, { "left": "issue:43334", "right": "issue:43525", "accept": true, - "reason": "Both report the same load-time `AttributeError` on missing `pad_token_id` in config objects; this looks like one underlying config-interface regression across model families." + "reason": "Both report the same underlying regression: new config objects lack `pad_token_id`, causing model loading failures." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to `return_tensors` being ignored." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption on `from_pretrained()` and CLIP text-model structure inconsistency are unrelated regressions." + "reason": "Non-persistent buffer corruption in `from_pretrained` is unrelated to the CLIP text-model structure change." }, { - "left": "issue:43526", - "right": "issue:46192", + "left": "issue:45200", + "right": "issue:46899", "accept": false, - "reason": "`reduce_labels` in BeitImageProcessorFast and `return_tensors` being ignored are different processor behaviors." + "reason": "Gemma4 multimodal token-type defaults and Gemma4 4-bit dtype casting failures are different code paths." }, { - "left": "issue:45200", + "left": "issue:46209", "right": "issue:46899", "accept": false, - "reason": "Defaulting multimodal token-type IDs to zeros is not the same as unsafe dtype casting in Gemma4 multimodal embedders under 4-bit quantization." + "reason": "FP8 inference on B200 and 4-bit multimodal dtype casting are separate quantization/device issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The judgments are conservative and grounded in the packet. The only accepted pair is supported by the shared `pad_token_id` load-time AttributeError pattern, and the rest of the rejections avoid overclaiming duplicate status for clearly different bugs/subsystems." + "feedback": "The summary is grounded in the packet and stays conservative: it only treats 43334/43525 as the clearly duplicate-like pair based on the matching missing-`pad_token_id` failure mode, and the other soft-edge rejections are appropriately cautious. I didn\u2019t see evidence of overstatement beyond the packet\u2019s titles and similarity signals." }, "evaluator_used": true, "retried": false, @@ -9440,8 +9497,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -9496,8 +9553,8 @@ ], "soft_pairs": [ "issue:44792|issue:45563", - "issue:45200|issue:46932", "issue:44898|issue:45412", + "issue:45200|issue:46932", "issue:43335|issue:43550", "issue:43819|issue:44112", "issue:45200|issue:45325", @@ -9513,15 +9570,15 @@ "issue:44206|issue:45584", "issue:43388|issue:43526", "issue:46512|issue:46821", - "issue:45759|issue:46285", "issue:38175|issue:45412", + "issue:45759|issue:46285", "issue:28282|issue:33357", "issue:29942|issue:32090", "issue:43335|issue:43504", "issue:44995|issue:46858", "issue:43611|issue:44466", - "issue:46424|issue:46858", "issue:44855|issue:45083", + "issue:46424|issue:46858", "issue:43550|issue:44112", "issue:37428|issue:44351", "issue:43335|issue:45083", @@ -9529,20 +9586,20 @@ "issue:43335|issue:44112", "issue:43335|issue:45593" ], - "prepared_review_unit_hash": "4ec1f59f93da5fbaaad52cf222cb64546bbd72cfe6c914c05f6c5292288b74d1", + "prepared_review_unit_hash": "be9e4ac9ae0886d7615706c519f10356ffb6b58630984340c4df42e9b4475351", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37943, + "serialized_chars": 37944, "estimated_input_tokens": 9486, "estimated_eval_tokens": 19228 }, @@ -9551,210 +9608,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set; it contains many unrelated issues across model loading, cache handling, docs, audio/vision, and hardware-specific regressions. I would not merge any of the soft edges.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is a loose grab bag of mostly unrelated Transformers bug reports and regressions (import errors, model-specific failures, cache/device issues, and docs mismatches). I do not see any soft pair that looks like the same underlying bug, so all soft edges are rejected.", + "confidence": 0.23, + "canonical_issue_reason": "issue:43611 is the best representative because it describes a broad, high-impact v5 regression affecting model loading via a core attribute, which is more central and generally actionable than the narrower, model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43335 is the clearest self-contained bug report with a specific, fixable code-path failure; if a representative issue is needed, it is the strongest candidate.", + "best_issue_reason": "issue:43611 is the strongest single issue in the set: clear symptom, core loading path, and wide user impact across models, making it the most suitable representative for this mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Different failures in different areas: Janus image generation test vs stale paged-generate warning." + "reason": "Different code paths: Janus image generation test failure vs a stale warning in paged generate()." }, { - "left": "issue:45200", - "right": "issue:46932", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Both touch Gemma 4, but one is missing mm_token_type_ids defaults while the other is a quantized embedder dtype-casting bug." + "reason": "One is a resolution/interpolation correctness bug; the other is memory not being released on deletion." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:45200", + "right": "issue:46932", "accept": false, - "reason": "Unrelated bugs: Perceiver resize/interpolation failure vs RT-DETR memory release after deletion." + "reason": "Missing mm_token_type_ids defaults is unrelated to dtype casting in quantized embedders." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Different model families and code paths: SwitchTransformers sparse-layer config vs Bamba SDPA/torch.compile failure." + "reason": "Config creates an unexpected sparse layer; Bamba fails under torch.compile with SDPA." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "Different subsystems: DAC latent reconstruction mismatch vs GraniteSpeech CI test stale device override." + "reason": "DAC forward/from_latents mismatch is unrelated to a stale CI device override test." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Both multimodal, but one is a missing default input field and the other is a RoPE temporal \u0564\u056b\u0580ection scaling bug." + "reason": "Gemma 4 text-only fine-tuning default handling is not the same bug as Qwen2.5-VL temporal RoPE scaling." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Different hardware/runtime failures: Qwen3 auto device mapping assert on A800 vs FP8 inference failure on B200." + "reason": "Both are GPU-related, but one is an auto device mapping assert and the other is FP8 inference failure on B200." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Different concrete defects: processor image size mismatch vs mixed-precision loss crash." + "reason": "Processor size mismatch and float16 AMP loss crash are different model/component failures." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Both are import-utility compatibility issues, but they concern different missing helpers and different breakages." + "reason": "Removal of an API helper and a missing availability helper are distinct import-utils problems." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs issues, but they are about different pages and different deprecated pipeline arguments." + "reason": "Both mention docs, but they concern different pipeline APIs and different behaviors." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "Unrelated: DAC forward/latent mismatch vs qwen3_omni_moe feature-length helper behavior." + "reason": "DAC latent conversion mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Different model-specific training/inference bugs: AMP crash in LwDetrImageLoss vs missing auxiliary losses in D-FINE." + "reason": "AMP crash in one model is not the same underlying bug as auxiliary losses being skipped in another model." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "No shared underlying bug: CPU offload device mismatch vs qwen3_omni_moe feature-length helper semantics." + "reason": "CPU offload device mismatch and feature-length arithmetic are unrelated bugs." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Different problems: sparse layer creation in SwitchTransformers vs tokenizer special-token registration." + "reason": "Sparse-layer creation in SwitchTransformers is unrelated to BigBirdTokenizer special-token registration." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Both mention compatibility, but one is a specific missing flash-attention symbol and the other is a general Torch version incompatibility." + "reason": "Import failure for a flash-attention helper is not the same as general Torch 2.10 incompatibility." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Different audio bugs: unsupported feature extractor arg vs Whisper empty transcription failure after token alignment." + "reason": "Unsupported feature-extractor arg and Whisper empty-transcription failure are different issues." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both involve labels, but one is gather_for_metrics truncation and the other is BeitImageProcessorFast reducing labels incorrectly." + "reason": "Both involve labels, but one is metrics gathering and the other is BEiT reduce_labels behavior." }, { "left": "issue:46512", "right": "issue:46821", "accept": false, - "reason": "Completely different issues: stale config dtype vs TimesFM window_size AttributeError." + "reason": "Stale config dtype after from_config is unrelated to TimesFM window_size raising AttributeError." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Both are model-structure regressions, but one is text_config unwrapping and the other is CLIP text-model structure inconsistency." + "reason": "Unexpected zero probabilities and model memory retention do not share the same underlying defect." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "Unrelated model behavior bug vs memory-management bug." + "reason": "Composite Qwen config unwrapping and CLIP class structure changes are unrelated model-loading issues." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Different failure classes: missing PyTorch dependency import error vs MacOS bus error on a CLIP model." + "reason": "PyTorch missing import error and MacOS bus error with a CLIP model are clearly different failures." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Different regressions: Flash Attention 2 test failures vs Trainer _gpu_broadcast_one NoneType error." + "reason": "Flash Attention test failures and Trainer gpu_broadcast NoneType errors are separate subsystems." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Different concrete defects in different models: sparse layer config bug vs legacy-field loading failure in BeitForSemanticSegmentation." + "reason": "Unexpected sparse layer creation is unrelated to Beit pretrained preset loading with a legacy field." }, { "left": "issue:44995", "right": "issue:46858", "accept": false, - "reason": "Cache-related but not the same bug: GlmMoeDsa stale indexer cache vs static-cache seq-length tensor arithmetic on non-CUDA backends." + "reason": "Stale indexer cache in one model and seq_length device-tensor arithmetic in cache prefill are different cache bugs." }, { "left": "issue:43611", "right": "issue:44466", "accept": false, - "reason": "Both are v5 regressions, but one is loading via base_model_prefix and the other is device-dependent serialization of lm_head.weight." + "reason": "Loading breakage from base_model_prefix removal is not the same as device-dependent lm_head serialization inconsistency." }, { - "left": "issue:46424", - "right": "issue:46858", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Both involve cache internals, but one is max_cache_length behavior and the other is device-tensor seq-length arithmetic." + "reason": "TorchScript parsing on Python 3.13 is unrelated to the qwen3_omni_moe length helper bug." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:46424", + "right": "issue:46858", "accept": false, - "reason": "Unrelated: Python 3.13 torch.jit parse error vs qwen3_omni_moe feature-length helper behavior." + "reason": "Cache max-length handling and seq_length device-tensor arithmetic are related only broadly, not the same concrete bug." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Different code paths: SDPA/torch.compile failure in Bamba vs GraniteSpeech stale CI test." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to GraniteSpeech's stale CI device override test." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely different root causes." + "reason": "These are both import errors, but for different missing symbols and different modules." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Different model families and different bug surfaces; no shared underlying defect." + "reason": "SwitchTransformers sparse-layer creation is unrelated to qwen3_omni_moe feature-length computation." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Different dependency issues on different platforms: flash_attn lookup on Python 3.13 vs Windows ROCm torch.distributed import/type failure." + "reason": "Python 3.13 flash_attn lookup failure and Windows ROCm torch.distributed import/type errors are distinct environment issues." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "No shared bug: SwitchTransformers sparse-layer config vs GraniteSpeech CI stale device override." + "reason": "A model config construction bug is not the same as a CI device override regression." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Different bugs in different models: SwitchTransformers config creation vs D-FINE loss behavior." + "reason": "Unexpected sparse-layer creation and missing auxiliary losses are unrelated model bugs." } ] }, @@ -9773,8 +9830,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -9835,8 +9892,8 @@ "issue:45588|issue:45859", "issue:43278|issue:43825", "issue:29127|issue:32090", - "issue:43606|issue:44857", "issue:43819|issue:44493", + "issue:43606|issue:44857", "issue:39692|issue:43526", "issue:39692|issue:44493", "issue:28218|issue:32090", @@ -9844,8 +9901,8 @@ "issue:45310|issue:45478", "issue:44206|issue:45823", "issue:44448|issue:44779", - "issue:43720|issue:44112", "issue:43701|issue:45083", + "issue:43720|issue:44112", "issue:44617|issue:46697", "issue:45127|issue:45245", "issue:26413|issue:31501", @@ -9853,151 +9910,151 @@ "issue:32090|issue:33357", "issue:45459|issue:46234", "issue:44857|issue:45072", - "issue:43550|issue:45083", - "issue:38175|issue:44493" + "issue:38175|issue:44493", + "issue:43550|issue:45083" ], - "prepared_review_unit_hash": "1a29a390e3528952c60e47407a9f0a24c5a7b329f76af98273ae634077553950", + "prepared_review_unit_hash": "459054fd5a82143488617a325df2fa6b9095e9e75cf5048b56f1998bcb682ca4", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35579, - "estimated_input_tokens": 8895, - "estimated_eval_tokens": 18046 + "serialized_chars": 35581, + "estimated_input_tokens": 8896, + "estimated_eval_tokens": 18048 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated issue reports from different subsystems and should not be clustered as duplicates. The only clear duplicate pair is the Qwen3.5 MoE from_pretrained regression (issues 45310 and 45478).", - "confidence": 0.94, - "canonical_issue_reason": "Issue 45310 is the best canonical issue because it is an exact duplicate of 45478: same title, same model, and the same from_pretrained regression.", + "summary": "The set is mostly heterogeneous; nearly all soft pairs describe different bugs or feature regressions in different code paths. The only clear duplicate is the Qwen3.5 MoE `from_pretrained` error pair.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue for the whole set because the soft pairs span unrelated topics. The clearest duplicate issue is `issue:45478` / `issue:45310` about the Qwen3.5 MoE `from_pretrained` regression; `issue:45478` is the cleaner canonical representative.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45310 is the strongest representative for the cluster only because it participates in the one obvious duplicate pair; otherwise the set is too heterogeneous to have a meaningful single canonical issue.", + "best_issue_reason": "`issue:45478` is the best standalone issue candidate: it cleanly matches `issue:45310` as the same underlying bug and has the most concise, focused title for the duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Both mention model behavior differences, but they are different bugs in different code paths/models: Pegasus output drift vs Qwen3.5 MoE recurrent-state reset." + "reason": "Different bugs: Pegasus output drift vs Qwen recurrent-state reset; separate model/code paths." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both involve chat templating, but one crashes on tool-call messages with no content while the other is about continue_final_message for mistral_common tokenizers." + "reason": "Both involve chat templating, but one is a crash on assistant tool calls and the other is `continue_final_message` behavior for `mistral_common` tokenizers." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Different failures: Llama 3.2 Vision loading regression versus output embedding reinitialization after resizing token embeddings." + "reason": "Model-loading regression vs embedding reinitialization after resizing; not the same failure." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "A local-path import warning and a GLM model-loading unit test failure are not the same bug." + "reason": "Path-trailing-slash import warning and GLM-4.7 model-loading failure are unrelated." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Same processor family, but different concrete bugs: batched padding=False crash versus assistant mask generation returning zeros." + "reason": "Both touch `apply_chat_template`, but one is batched padding handling and the other is multimodal assistant-mask generation." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Different subsystems and symptoms: flash_attention sink-less s_aux handling versus Qwen3.5 rotary embedding CPU-offload incompatibility." + "reason": "Flash-attention sink-less crash due to `s_aux=None` is unrelated to Qwen3.5 MoE CPU-offload incompatibility." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype drift during evaluate is unrelated to a pipeline error message about translation-task support." + "reason": "Embedding dtype drift during eval is unrelated to the pipeline translation-task warning message." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity and Trainer _gpu_broadcast_one NoneType failure are unrelated." + "reason": "LayoutLMv3 box-validation messaging and Trainer `_gpu_broadcast_one` NoneType errors are different issues." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "Device mismatch with CPU offload for Bark is unrelated to an AMP float16 crash in LwDetrImageLoss." + "reason": "DAC latent mismatch and position-id unexpected key handling are separate bugs." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "DAC forward/from_latents mismatch is not the same underlying issue as unexpected position-id keys." + "reason": "CPU offload device mismatch in Bark is unrelated to LwDetrImageLoss AMP/CUDA crash." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 docs issues and BeitImageProcessorFast reduce_labels behavior are different problems." + "reason": "SigLIP2 docs/example problems and BEiT fast image-processor label reduction are not the same bug." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Documentation/example failures are unrelated to position-id key warnings across many models." + "reason": "Documentation/model-processor mismatch is unrelated to position-id key warnings." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer added-space behavior is unrelated to the Trainer NoneType broadcast error." + "reason": "Tokenizer added-space bug and Trainer GPU broadcast TypeError do not share the same underlying cause." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Missing chat template support and DiffusionGemma meta-device loading are unrelated." + "reason": "Missing chat template error and meta-device placement bug are different loading failures." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Exact duplicate: same title, same Qwen3.5 MoE from_pretrained error, and clearly the same regression." + "reason": "Same exact regression: Qwen3.5 MoE `from_pretrained` fails on transformers>=5.4.0; titles and descriptions point to the same bug." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "LasrFeatureExtractor center-arg crash and Gemma4 PLE device mismatch are different code paths." + "reason": "Unsupported `center` arg in feature extraction is unrelated to Gemma4 PLE device mismatch during forward." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both are version-related model regressions, but they affect different models and different underlying behavior." + "reason": "Both mention version-related output changes, but one is generation output drift and the other is tokenizer correctness; not the same bug." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "BitNet packed-weight loading and GraniteSpeech stale device-override CI failure are unrelated." + "reason": "Checkpoint resume key mismatch and `_get_feat_extract_output_lengths` behavior in qwen3_omni_moe are unrelated." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "Resume-from-checkpoint key mismatch is not the same as qwen3_omni_moe feature-length helper behavior." + "reason": "Packed-weight loading failure in BitNet and stale GraniteSpeech device-override CI failure are different problems." }, { "left": "issue:44617", @@ -10009,55 +10066,55 @@ "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge collapse with extended vocab is unrelated to category-count overflow." + "reason": "LoRA merge/model collapse with tied embeddings is unrelated to the categories-limit runtime error." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "The checkpoint-resume epoch_iterator failure is not the same as a FineWeb training startup issue." + "reason": "Resume-from-checkpoint epoch-iterator failure and FineWeb SLM startup failure are too broad and do not clearly refer to the same bug." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Path-slash import warning and Qwen2-57B-A14B-Instruct tensor-parallel OOM are unrelated." + "reason": "Local-path import warning and Qwen2-57B-A14B-Instruct tensor-parallel OOM are unrelated." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer GPU broadcast NoneType and MacOS CLIP bus error do not describe the same bug." + "reason": "NoneType broadcast error in Trainer and MacOS bus error loading CLIP are different failure modes." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer error handling with missing protobuf is unrelated to a missing import_utils availability helper." + "reason": "Tokenizer protobuf-error masking and missing `is_falcon_mamba_ssm_available` import-utils symbol are unrelated." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype issues, but they involve different models, setups, and failures." + "reason": "AMP crash in LwDetrImageLoss and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different code paths." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "torch.compile SDPA failure in Bamba is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "SIGLIP2 zero probabilities and unexpected position-id key warnings are not the same issue." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to unexpected position-id keys across many models." + "reason": "Bamba SDPA/torch.compile failure and qwen3_omni_moe feature-length helper behavior are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it identifies the only clearly duplicate pair (45310/45478, same title and same Qwen3.5 MoE from_pretrained regression) and treats the rest as unrelated or at least not clearly duplicative. The soft-edge rejections are appropriately cautious and do not overclaim." + "feedback": "The summary is grounded in the packet and stays conservative. The canonical duplicate call on issue:45310 / issue:45478 is well supported by the identical titles, and the other soft-pair rejections are cautious rather than overstated. No PR-mergeability issue applies here since the set is all issues." }, "evaluator_used": true, "retried": false, @@ -10073,8 +10130,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -10138,35 +10195,35 @@ "issue:43278|issue:43329", "issue:37428|issue:42175", "issue:29870|issue:33290", - "issue:44448|issue:44977", "issue:43257|issue:43299", + "issue:44448|issue:44977", "issue:43278|issue:43381", "issue:45290|issue:46655", "issue:44855|issue:46399", - "issue:44360|issue:44561", "issue:32090|issue:33290", + "issue:44360|issue:44561", "issue:43927|issue:45698", "issue:40444|issue:43526", "issue:45920|issue:46192", "issue:44977|issue:45229", "issue:44530|issue:47276", "issue:42490|issue:43873", - "issue:43873|issue:45229", "issue:43381|issue:43701", + "issue:43873|issue:45229", "issue:44871|issue:44977", "issue:25251|issue:32090", "issue:29127|issue:34567", "issue:44448|issue:44466", "issue:43976|issue:45440" ], - "prepared_review_unit_hash": "24e947fe6b115732c108f850545b990be19a7a1f7036368a2c2066f8027b54ca", + "prepared_review_unit_hash": "848382d533c8c0e601fed0ec16063b951ef87e50ccdb65205c09833e9fd876ed", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, @@ -10181,192 +10238,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: every soft pair spans different bugs, models, or code paths, so none is a safe duplicate merge. No single issue or PR stands out as a true canonical for the set.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: the items cover unrelated failures across loading, generation, multimodal preprocessing, training, packaging, and messaging; the soft-similarity links are not strong enough to imply one underlying bug.", + "summary": "False-positive cluster: the items span unrelated model-loading, generation, tokenizer, training, and quantization bugs; none of the soft pairs describe the same underlying defect.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the cluster is not a true duplicate group, so no single issue safely represents all items.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is suitable as a global best representative because the cluster is too mixed to be summarized by one bug report.", + "best_issue_reason": "If a representative must be chosen, issue 45920 is the broadest standalone regression report, but it is not a duplicate match for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45593", "right": "issue:47000", "accept": false, - "reason": "Different targets: D-FINE auxiliary-loss behavior vs RTDetrLoss infeasible cost-matrix crash." + "reason": "Different failures in different detector losses: auxiliary-loss omission vs infeasible cost matrix." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Unrelated failures: Flash Attention 2 support for XLM-R vs Llama 3.2 vision model loading regression." + "reason": "Unrelated topics: Flash Attention 2 support for XLM-Roberta vs Llama 3.2 Vision model loading regression." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures are not the same bug as token-embedding reinit after resize." + "reason": "Flash Attention 2 test failures are unrelated to token-embedding reinitialization after resize." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "BART generate decoder_attention_mask bug and Trainer broadcast NoneType error are different code paths." + "reason": "Different code paths: BART generate() decoder mask bug vs Trainer broadcast of NoneType." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "DistilBertModel issue and torch.jit GeneratorExp export failure are unrelated." + "reason": "German DistilBert error and torch.jit GeneratorExp scripting issue are separate bugs." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is distinct from cache max-length handling for quantized cache." + "reason": "Compiled-forward chunked generation inconsistency is not the same as quantized-cache max length handling." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id bug are different multimodal bugs." + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position IDs are different multimodal bugs." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift in evaluate is unrelated to undefined variables in multimodal token counting." + "reason": "Embedding dtype drift in eval is unrelated to missing video-branch helpers in multimodal token counting." }, { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Flash-attention util import error and missing TensorFlow extra are separate packaging/import issues." + "reason": "Flash-attention import error and missing TensorFlow backend from a torch install are unrelated packaging issues." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "Generate-time decoder mask bug does not match an Adafactor/DeepSpeed OOM issue." + "reason": "Generation UnboundLocalError and DeepSpeed OOM with Adafactor do not share the same underlying bug." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Pegasus v4/v5 output divergence and Qwen3.5 flash-attention generation failure are not the same bug." + "reason": "Both mention Qwen3 MoE, but one is accelerate/deepspeed conversion and the other is a v5 loading regression." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Both involve Qwen MOE loading, but one is accelerate+deepspeed conversion and the other is a v5 loader regression for Qwen3VL; not one concrete fix." + "reason": "Pegasus output regression and Qwen3.5 flash-attention generation failure are unrelated." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Training/eval dtype mismatch is unrelated to gradient checkpointing being disallowed in eval mode." + "reason": "BF16-to-FP32 eval dtype change is unrelated to gradient checkpointing being disallowed in eval mode." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Tool-call chat templating crash and SmolVLM video padding bug are different preprocessing failures." + "reason": "Assistant tool-call templating crash and SmolVLM video padding bug are different preprocessing failures." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Python 3.13 import/parsing problem is unrelated to a missing decorator registration in Qwen3.5 kernels." + "reason": "Python 3.13 torch.jit parsing error and Qwen3.5 kernel registration decorator error are not the same bug." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "DSA indexer missing ReLU and removal of is_torch_fx_available affect different subsystems and fixes." + "reason": "Trainer broadcast TypeError and Adafactor/DeepSpeed OOM are unrelated training issues." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Trainer broadcast of NoneType is not the same as an OOM caused by Adafactor in DeepSpeed." + "reason": "DSA indexer activation omission is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load behavior, but one loses custom token IDs in config and the other resolves the wrong custom module after save_pretrained; distinct defects." + "reason": "Both involve save/load behavior, but one loses custom token IDs while the other loads the wrong custom module." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Qwen2.5-VL iterable-dataset multi-image failure and BeitImageProcessorFast reduce_labels bug are unrelated processor issues." + "reason": "Qwen2.5-VL finetuning with multi-image iterable data and BeitImageProcessorFast label reduction are unrelated." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Tokenizer regression producing wrong IDs is not the same as return_tensors being ignored when text_kwargs is passed." + "reason": "Tokenizer ID regression across many models and silently ignored return_tensors are separate API bugs." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation failure for Qwen3.5 and Gemma4 multi-GPU OOM are different problems." + "reason": "Qwen3.5 flash-attention generation failure and Gemma4 multi-GPU OOM are different model/runtime problems." }, { "left": "issue:44530", "right": "issue:47276", "accept": false, - "reason": "PagedAttentionCache crash and a misleading warning message are not the same underlying bug." + "reason": "PagedAttentionCache crash on Qwen3.5 and a misleading synced_gpus warning are not the same issue." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Trailing-slash import warning is unrelated to offloading not working with quantization." + "reason": "Trailing-slash import warning and quantization offloading malfunction are unrelated loading/runtime bugs." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are separate memory-management issues." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate trainer behaviors." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction and checkpoint resume key mismatch are different features." + "reason": "Quantization offloading failure and Gemma4 CUDA OOM do not indicate the same root cause." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "eos_token_id config mismatch is unrelated to flash-attention generation failure." + "reason": "Gemma eos_token_id mismatch is unrelated to Qwen3.5 flash-attention generation issues." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting behavior and Trainer broadcast NoneType error do not share a code path." + "reason": "Pipeline top_k nesting behavior and Trainer broadcast TypeError are different subsystems." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity and num_input_tokens_seen not updating are different Trainer/model issues." + "reason": "LayoutLMv3 box-validation messaging and num_input_tokens_seen not updating are unrelated trainer/model issues." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Both are v5 regressions, but one is Pegasus output drift and the other is lm_head.weight serialization; not the same bug or fix." + "reason": "Pegasus v4/v5 output drift and lm_head.weight serialization differences are distinct regression classes." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility issue and DeepSeekV3MoE divergence are unrelated." + "reason": "Python version compatibility problem and DeepSeekV3MoE implementation divergence are unrelated." } ] }, @@ -10385,8 +10442,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -10447,8 +10504,8 @@ "issue:44186|issue:45198", "issue:44561|issue:44779", "issue:41720|issue:45229", - "issue:45588|issue:45823", "issue:44977|issue:45563", + "issue:45588|issue:45823", "issue:43611|issue:46121", "issue:45198|issue:45803", "issue:44568|issue:45491", @@ -10466,24 +10523,24 @@ "issue:42490|issue:43381", "issue:43065|issue:43994", "issue:43065|issue:45412", - "issue:45491|issue:46693", "issue:29127|issue:35141", + "issue:45491|issue:46693", "issue:43412|issue:45588" ], - "prepared_review_unit_hash": "574864c5b74af569aa4774c5afd097a04bae700ce7e1a1b6f61e01038d1d09e9", + "prepared_review_unit_hash": "7e5b7a3394af31a3388bfd8fe5f6e980c14e13597ec146dcaffd13cc9837ebd9", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36468, + "serialized_chars": 36465, "estimated_input_tokens": 9117, "estimated_eval_tokens": 18490 }, @@ -10492,186 +10549,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issues with only superficial subsystem overlap. The soft pairs share broad themes like tokenizers, cache, generation, or vision models, but they describe different concrete failures and would not be merged as duplicates. No PRs were provided.", - "confidence": 0.86, - "canonical_issue_reason": "issue:46693 is the most broadly scoped and clearly articulated standalone regression report in the set, with strong impact and discussion activity; it is the best representative issue even though the rest are not duplicates.", + "summary": "This cluster is heterogeneous: the soft pairs span unrelated tokenizer, model-loading, cache/compile, attention, and performance issues. I do not see any pair that clearly describes the same underlying bug or change, so no soft edges should be accepted.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45198 is the most connected issue in the candidate graph and is a concrete, reproducible bug report, making it the best anchor if one issue must represent this noisy cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46693 has the clearest reproduction-oriented bug description and widest practical impact among the listed issues, making it the most suitable canonical issue candidate.", + "best_issue_reason": "issue:45198 is the strongest representative among otherwise unrelated reports because it is detailed, user-facing, and appears in multiple soft-similarity links.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "Both involve vision/CLIP-adjacent workflows, but one is a MacOS bus error and the other is a SigLIP2 doc-example mismatch/quantization failure; different bugs and fixes." + "reason": "MacOS CLIP bus error is unrelated to SigLIP2 documentation/example errors; different failure modes and scopes." }, { "left": "issue:46421", "right": "issue:46858", "accept": false, - "reason": "Both are cache-related, but one reports lazy cache initialization causing recompilation while the other is a device-tensor seq_length arithmetic bug in static cache; not the same failure path." + "reason": "Both mention cache/compile behavior, but one is about spurious recompilation from lazy cache init and the other about device-tensor seq length arithmetic on non-CUDA backends; not the same bug." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "One is a dtype change during evaluation, the other is a tensor-parallel OOM during model load; unrelated symptoms and code paths." + "reason": "Embedding dtype drift in eval is unrelated to tensor-parallel OOM during Qwen2-57B loading." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "Different tokenizers and different failure modes: MLuke tokenizer AttributeError vs Wav2Vec2 save/tokenization failure." + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failures are different tokenizer/model pathways and errors." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "Both are tokenizer-related, but LayoutLMv2 NER/padding crashes and Wav2Vec2 save/tokenization issues are distinct code paths." + "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to Wav2Vec2 save_pretrained/tokenization failure." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "One breaks trust_remote_code models after removing a helper API; the other is a DeepSeek tokenizer regression. No shared concrete bug." + "reason": "Removal of is_torch_fx_available breaking trust_remote_code is a compatibility break; Deepseek tokenizer regression is a tokenizer logic issue." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Both are large-model inference problems, but one is a cudaErrorAssert with auto device mapping and the other is a multi-GPU OOM; not mergeable as one fix." + "reason": "Qwen3 auto device-map cuda assert and Gemma4 multi-GPU OOM are different model-specific memory/device failures." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Flash-attention sink handling crash vs Gemma4 PLE device mismatch; different subsystems and remediation." + "reason": "Qwen3.5 flash-attention generation failure is unrelated to a stale num_return_sequences warning in paged generate()." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is unrelated to a stale warning in paged generate()." + "reason": "A flash_attention AttributeError on s_aux=None is not the same as a Gemma4 PLE device-mismatch forward bug." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "Base-model-prefix loading regression and rope-parameter JSON list TypeError affect different loaders and validation code." + "reason": "base_model_prefix loading breakage and rope-parameter JSON list TypeError are different config/loading issues." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "One is a Wav2Vec2 save/tokenization failure; the other is a bare-except bug in Fuyu tensor conversion. Different underlying issues." + "reason": "Wav2Vec2 save/tokenization failure and FuyuBatchFeature's bare except are unrelated bugs." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token handling and Gemma3 sliding-window NaN embeddings are unrelated." + "reason": "Missing BOS/EOS from add_special_tokens is unrelated to Gemma3 NaN embeddings with mixed-length sliding-window attention." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "Bart generate() decoder_attention_mask bug is unrelated to Llama 3.2 Vision model loading breakage." + "reason": "Bart generate() UnboundLocalError and Llama 3.2 Vision model-loading break are unrelated code paths." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated test/vision issues." + "reason": "Flash Attention 2 test failures and void segmentation-map processing are different subsystems and symptoms." }, { "left": "issue:44077", "right": "issue:47276", "accept": false, - "reason": "PatchTSMixer post_init policy and a misleading synced_gpus warning are different concerns; not the same bug." + "reason": "patchtsmixer post_init policy and a misleading synced_gpus warning are unrelated concerns." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are different bugs in different components." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "LASR feature extractor center-arg regression and Qwen video-input regression are different failures." + "reason": "Unsupported center arg in LasrFeatureExtractor is not the same as the Qwen video-input regression." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer decode bug vs AutoTokenizer loading FastSpeech2ConformerTokenizer; no shared code path." + "reason": "BigBirdTokenizer mask-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are distinct tokenizer issues." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence from remote are both model-architecture issues, but not the same concrete bug." + "reason": "Smollm3 RoPE-layer count mismatch and DeepseekV3MoE divergence from remote implementation are different model-architecture discrepancies." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are separate quantization-related bugs." + "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to quantized model saving failure." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export exportability via torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failures." + "reason": "torch.export.export with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "OOM on loading Qwen2-57B with tensor parallelism is not the same issue as resume_from_checkpoint key mismatch." + "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are different classes of problems." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 box-info error-message clarity and MacOS CLIP bus error are unrelated." + "reason": "LayoutLMv3 error-message clarity and CLIP bus error on MacOS are unrelated." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Trailing-slash local model import warning and gradient-checkpointing-in-eval-mode are different behaviors." + "reason": "Trailing-slash local-path warning and gradient-checkpointing-in-eval-mode are unrelated." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and SigLIP2 nonsensical AutoModel/pipeline output are distinct model issues." + "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsensical AutoModel outputs are separate model issues." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Sam3PixelDecoder dummy layer and RT-DETR memory not released are unrelated." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released." }, { - "left": "issue:45491", - "right": "issue:46693", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Gemma3 mixed-length NaNs from sliding-window attention are different from a FA2 long-context performance regression." + "reason": "LayoutLMv3 error messaging and post_init reinitializing resized embeddings are not the same bug." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:45491", + "right": "issue:46693", "accept": false, - "reason": "LayoutLMv3 error messaging and embedding reinitialization after resize are unrelated bugs." + "reason": "Gemma3 NaN embeddings with mixed-length batching is not the same as a performance regression in FA2 long-context generation." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Executorch export guard/erfinv support issue is unrelated to flash_attention sink handling." + "reason": "gemma3n executorch export failures and flash_attention crashes on s_aux=None are unrelated failures." } ] }, @@ -10690,8 +10747,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -10746,45 +10803,45 @@ ], "soft_pairs": [ "issue:45245|issue:45563", - "issue:45372|issue:45588", "issue:43526|issue:47217", + "issue:45372|issue:45588", "issue:45440|issue:45593", "issue:45459|issue:45712", "issue:43575|issue:44387", - "issue:43066|issue:44462", "issue:43994|issue:45412", + "issue:43066|issue:44462", "issue:45406|issue:46701", "issue:44625|issue:45584", "issue:43421|issue:45491", "issue:44442|issue:45072", - "issue:45372|issue:45406", "issue:45412|issue:46369", + "issue:45372|issue:45406", "issue:45372|issue:45459", "issue:27957|issue:33290", "issue:27957|issue:29127", "issue:43526|issue:45834", "issue:33290|issue:34689", - "issue:33290|issue:35141", "issue:43824|issue:44279", + "issue:33290|issue:35141", "issue:43526|issue:46693", "issue:44857|issue:45588", "issue:43334|issue:43531", "issue:43994|issue:46369", "issue:43381|issue:43873", - "issue:42915|issue:43931", "issue:45250|issue:46640", + "issue:42915|issue:43931", "issue:45588|issue:46821", "issue:46121|issue:46399", "issue:44514|issue:45381" ], - "prepared_review_unit_hash": "2b7c86fdf4d0c6135121c16d26f2abbca7ed923be9a6546ffc93bb6d326ca0d3", + "prepared_review_unit_hash": "69627779d59e7046590aef0c15ac06b87be38a630ed3a7f6537e290fbb68ecc1", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, @@ -10799,198 +10856,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the proposed soft pairs share only broad topical similarity (Flash Attention, tokenizers, Qwen/VL, memory/OOM, etc.) but not the same concrete bug or code path. No pull requests are present. If a representative issue is needed, issue 46693 is the strongest anchor because it is the most active and most concretely scoped regression report, though it does not subsume the rest of the cluster.", - "confidence": 0.95, - "canonical_issue_reason": "issue:46693 is the most discussed, concrete regression in the set and the best weak representative of the cluster, even though the cluster is not a true duplicate group.", + "summary": "The cluster is mostly heterogeneous; several items share broad keywords like Flash Attention, Qwen, or tokenizer loading, but none look like the same concrete bug/change with enough confidence to merge. No PRs are present.", + "confidence": 0.7, + "canonical_issue_reason": "issue:46640 is the broadest open issue in the only mildly overlapping subgroup (Flash Attention 2), so it is the best anchor among these issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46693 has the highest discussion activity and a clearly defined performance regression, making it the best single issue to surface for this mixed cluster.", + "best_issue_reason": "issue:46640 is the most generic and current issue here, with the broadest title and some discussion activity, making it the best representative issue in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Different bugs: category-count limit during categorization vs a stale warning in paged generate." + "reason": "Different bugs: category-limit runtime error vs a stale generate warning about num_return_sequences." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:43526", + "right": "issue:47217", "accept": false, - "reason": "Different failure modes and code paths: Gemma 4 processor import/loading vs flash-attention crash on missing s_aux." + "reason": "Both involve vision/text processing, but one is a Fast processor label bug and the other is a VL image-placeholder prompt bug." }, { - "left": "issue:43526", - "right": "issue:47217", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to VL image-placeholder handling in user text." + "reason": "Unrelated: Gemma4 loading import failure vs flash_attention.py crashing on s_aux=None." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Different model paths and failures: DeepSeekV3MoE divergence vs D-FINE auxiliary-loss handling." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer exception masking when protobuf is missing is unrelated to leftover dummy classes leaking into dir() and repo checks." + "reason": "Both are import-related, but one hides tokenizer errors without protobuf and the other concerns leftover dummy classes leaking into transformers." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both mention OOM, but the causes differ: tensor-parallel load vs increased reserved memory under int4 quantization." + "reason": "Both mention OOM, but the causes differ: tensor-parallel loading vs int4 quantization memory growth." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 is a different bug from ignoring tokenizer.json in repository loading." + "reason": "Different subsystems: SigLIP2 inference correctness vs RT-DETR memory release on deletion." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "SigLIP2 producing nonsensical outputs and RT-DETR memory not being released are unrelated issues." + "reason": "Both are tokenizer-loading issues, but one is decoder-type behavior in v5 and the other is tokenizer.json precedence." }, { "left": "issue:45406", "right": "issue:46701", "accept": false, - "reason": "Gemma4Processor missing _tokenizer during serve is unrelated to DiffusionGemmaGenerationOutput pipeline failure." + "reason": "Same Gemma family, but different concrete failures: processor _tokenizer missing vs DiffusionGemmaGenerationOutput pipeline behavior." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are different code paths." + "reason": "Different models and symptoms: Qwen3.5 config propagation vs Whisper empty-transcription generation failure." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime post-processor updates for special tokens do not match Gemma3 NaN embeddings in sliding-window attention." + "reason": "Different bugs: tokenizer post-processor update at runtime vs Gemma3 sliding-window NaNs on GPU." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "Unrelated failures: AutoTokenizer loading a specific tokenizer vs dtype mismatches in bf16 inference." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:45412", + "right": "issue:46369", "accept": false, - "reason": "Both affect Gemma 4, but one is an import/dependency problem and the other is a missing attribute on the processor; not the same bug." + "reason": "Both are memory-related, but the models and failure modes are different enough to be separate issues." }, { - "left": "issue:45412", - "right": "issue:46369", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "RT-DETR garbage-collection memory retention and sam3-litetext memory overflow are different issues." + "reason": "Both mention Gemma4, but one is an import dependency problem and the other is a missing processor attribute in serve." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma 4 import failure and protobuf-related tokenizer error masking are unrelated." + "reason": "Different problems: Gemma4 processor import failure vs tokenizer error masking when protobuf is absent." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and adafactor/deepspeed OOM are unrelated." + "reason": "No shared concrete bug; Flash Attention 2 support for XLM-Roberta is unrelated to Adafactor/deepspeed OOM." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Flash Attention support for XLMRoberta is unrelated to LayoutLMv3 error-message clarity." + "reason": "Completely different areas: Flash Attention 2 vs LayoutLMv3 box-validation error messaging." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "Beit image-label reduction bug and Kosmos2.5 long-OCR index error are different failures." + "reason": "Both touch vision/OCR processing, but the bugs are unrelated: label reduction vs long OCR input index error." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Adafactor/deepspeed OOM and Llama 3.2 Vision model loading breakage are not the same underlying issue." + "reason": "Different issues: optimizer memory blowup vs a model-loading breakage for Llama 3.2 Vision." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "OOM under deepspeed optimizer use and output-embedding reinitialization are unrelated bugs." + "reason": "One is a missing export/import for a specific class; the other is a general dependency issue, not the same bug." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration import and a generic dependency issue are not the same concrete bug." + "reason": "Both can affect memory usage, but one is optimizer OOM and the other is embedding reinitialization after resize." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "ImageProcessorFast label handling is unrelated to a Flash Attention 2 performance regression." + "reason": "No same code-path: BeitImageProcessorFast label handling vs Flash Attention 2 long-context performance regression." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "LwDetrImageLoss fp16 AMP crash and flash_attention s_aux=None crash are different code paths." + "reason": "Different failures in unrelated modules: LwDetrImageLoss AMP crash vs flash attention aux-state AttributeError." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL pad_token_id loading error and Qwen3-MoE sliding_window issue are distinct model/config bugs." + "reason": "Both are Qwen-related, but one is a pad_token_id loading AttributeError and the other is a sliding_window behavior issue in MoE models." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "SigLIP2 bad outputs and sam3-litetext memory overflow are unrelated." + "reason": "Both mention memory/performance, but they concern different models and different failure mechanisms." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization/offloading behavior are different problems." + "reason": "Different problems: gradient checkpointing in eval mode vs quantization offloading behavior." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:45250", + "right": "issue:46640", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are unrelated model-loading issues." + "reason": "Both are broad Flash Attention 2 issues, but the evidence is too generic to say they are the same concrete bug/change." }, { - "left": "issue:45250", - "right": "issue:46640", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "These are both generic Flash Attention 2 reports, but the available evidence is too broad to confirm the same concrete bug." + "reason": "Unrelated model-specific failures: Qwen3Moe FP8 config vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:45588", "right": "issue:46821", "accept": false, - "reason": "Flash-attention crash on sink-less models and TimesFM window_size AttributeError are unrelated." + "reason": "Different subsystems: flash_attention integration crash vs TimesFM window_size attribute error." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "RoPE validation TypeError with JSON-loaded lists and Qwen3.5 kernel registration failure are different bugs." + "reason": "Both involve RoPE-related code, but one is a JSON list type error and the other is a kernel registration/decorator crash." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Batched apply_chat_template crash with padding=False and wrong vision_position_ids for video input are related only at a family level, not the same concrete defect." + "reason": "Same model family, but different bugs: batched chat-template padding crash vs wrong vision_position_ids for video input." } ] }, @@ -11009,8 +11066,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -11068,15 +11125,15 @@ "issue:44977|issue:45245", "issue:44442|issue:44898", "issue:44743|issue:44811", - "issue:43761|issue:45859", "issue:43262|issue:44206", + "issue:43761|issue:45859", "issue:42490|issue:44743", "issue:43720|issue:44442", "issue:27957|issue:29870", "issue:42175|issue:46234", "issue:43316|issue:43525", - "issue:44077|issue:44479", "issue:43873|issue:44871", + "issue:44077|issue:44479", "issue:43493|issue:43827", "issue:44062|issue:45907", "issue:44964|issue:45440", @@ -11084,204 +11141,198 @@ "issue:43316|issue:45759", "issue:45325|issue:46697", "issue:44855|issue:45137", - "issue:43749|issue:43931", "issue:44987|issue:46178", + "issue:43749|issue:43931", "issue:44190|issue:44496", "issue:43931|issue:45216", "issue:42617|issue:43575", - "issue:43701|issue:46506", - "issue:43550|issue:43701" + "issue:43550|issue:43701", + "issue:43701|issue:46506" ], - "prepared_review_unit_hash": "9e6e0a0a507dc8600572d665c9e611775ae51bb595398fb53e9359ba59df7d19", + "prepared_review_unit_hash": "64cf1263e76ac3fee5b94e1724334fb70915161bd6d0a80084021e540391e42b", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35906, - "estimated_input_tokens": 8977, - "estimated_eval_tokens": 18210 + "serialized_chars": 35899, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs span unrelated model, tokenizer, config, loading, and docs issues. I found no pair that clearly describes the same underlying bug or change, so all soft edges are rejected and there is no true canonical duplicate target.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: the items are mostly unrelated bug reports that only share broad subsystem similarity (loading, configs, multimodal, audio, etc.). None of the proposed soft edges looks like the same underlying bug/change, so they should all stay separate.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue is suitable here; the cluster is too mixed and the soft links are only superficial topical similarity.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong canonical for the cluster overall; if forced to pick a representative, issue:43873 has the most discussion and inbound references, but it is still not a duplicate target for the other items.", + "best_issue_reason": "No issue is a strong global representative for the whole cluster for the same reason: the reports describe different code paths, models, and failure modes.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Both touch model initialization, but one is a broad Transformers 5.0 custom-model breakage and the other is a patchtsmixer-specific post_init validation problem." + "reason": "Generic Transformers v5 custom-init regression vs a model-specific post_init restriction; different bugs." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Different failures in different code paths: Qwen3.5 flash-attention generation vs a category-cardinality RuntimeError." + "reason": "Qwen3.5 flash-attention generation bug vs a category-cardinality RuntimeError; unrelated." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Unrelated subsystems and symptoms: tokenizer loading for FastSpeech2Conformer vs Perceiver image classification padding/resolution handling." + "reason": "Tokenizer load failure vs image-classification padding/interpolation bug; different code paths." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Recurrent-state cache reset and Whisper batch_decode skip_special_tokens are separate bugs in different components." + "reason": "Qwen recurrent-state/cache bug vs Whisper batch_decode skip_special_tokens handling; unrelated." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "Different models and different issues: CLIPVision hidden_states regression vs Qwen3_5Moe CPU-offload incompatibility." + "reason": "Audio chat-template sample-rate default vs LasrFeatureExtractor center-arg crash; not the same defect." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Both audio-related, but one is a chat-template sampling-rate default and the other is an unsupported center arg in a feature extractor." + "reason": "CLIP vision hidden_states regression vs Qwen3_5Moe CPU-offload incompatibility; distinct failures." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "A local-path import warning is unrelated to the Qwen recurrent-state/cache regression." + "reason": "Import-warning path handling vs Qwen recurrent-state reset; unrelated." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet accelerate-loading packed-weight bug is unrelated to a FastSpeech2 tokenizer loading failure." + "reason": "BitNet packed-weight loading failure vs tokenizer loading failure; unrelated." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "Different model families and code paths: XLM-R Flash Attention 2 vs BART generate() decoder_attention_mask assignment." + "reason": "XLM-R Flash Attention 2 issue vs BART generate decoder_attention_mask UnboundLocalError; unrelated." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Backend packaging/install extras issue vs a missing import_utils helper; not the same bug." + "reason": "Missing TensorFlow backend in torch install vs missing falcon_mamba availability helper; different packaging/backend issues." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config API inconsistencies, but they affect different model configs and different missing fields." + "reason": "Both are config API bugs, but they affect different models and fields; not the same underlying issue." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "Patchtsmixer post_init policy and Qwen video-input regression are unrelated." + "reason": "Quantization/offload behavior vs Gemma-3 eos_token_id mismatch; unrelated." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id mismatch are distinct issues." + "reason": "patchtsmixer post_init policy vs Qwen video-input regression; unrelated." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation divergence and docs still referencing pipeline() are unrelated." + "reason": "SigLIP2 implementation drift vs docs still referencing removed pipeline(); unrelated." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken duplicate-special-arg error is unrelated to list_repo_files missing revision forwarding." + "reason": "AddedToken special-arg duplication vs list_repo_files revision forwarding; unrelated." }, { "left": "issue:44964", "right": "issue:45440", "accept": false, - "reason": "Different model implementations and bugs: Phi-4 multimodal load failure vs DeepseekV3MoE divergence from remote code." + "reason": "Different model families and failures: Phi-4 multimodal load failure vs DeepSeekV3MoE implementation divergence." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Generic trust_remote_code field loss and a specific GPTNeoX rotary_pct reload regression are not the same defect." - }, - { - "left": "issue:43316", - "right": "issue:45759", - "accept": false, - "reason": "Both involve composite config handling, but one is Gemma3TextConfig API inconsistency and the other is AutoModelForCausalLM not unwrapping text_config." + "reason": "Both touch config persistence, but one is trust_remote_code returning incomplete objects and the other is GPTNeoX rotary_pct resetting; not the same bug." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Qwen2.5-VL rope-index temporal scaling and Swin2SR over-padding are unrelated image/video preprocessing bugs." + "reason": "Qwen2.5-VL rope-index scaling bug vs Swin2SR image over-padding; unrelated." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 script parsing/IndentationError and DeepSpeed ZeRO3 deque underflow are completely different failures." + "reason": "Python 3.13 torch.jit parsing issue vs DeepSpeed ZeRO3 deque underflow; unrelated." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "FSDP CPU RAM efficient loading regression and Qwen3-VL weight-shape mismatch are separate loading problems." + "reason": "Model-load regression on transformers>=5.1 vs backend registry missing tensorflow_text; unrelated." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "A model-loading regression for one repository is not the same as a BACKENDS_MAPPING tensorflow_text error." + "reason": "FSDP CPU RAM-efficient loading broken vs Qwen3-VL weight-shape mismatch; unrelated." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in an image-classification script and unrecognized OLMo model config are unrelated." + "reason": "Local dataset loading in an example script vs unrecognized model/config.json issue; unrelated." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Weight-shape mismatch on model load and Qwen3.5 save_pretrained checkpoint corruption are different lifecycle stages and different bugs." + "reason": "Both involve Qwen checkpoints, but one is a load-time shape mismatch and the other is a save_pretrained regression; different directions." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "General 3d_parallel execution failure and Qwen2-57B tensor-parallel OOM are not the same issue." + "reason": "3d_parallel.py execution failure vs tensor-parallel OOM on a specific Qwen model; unrelated." }, { - "left": "issue:43701", - "right": "issue:46506", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "resume_from_checkpoint key mismatch and CPU/CUDA output differences in PPDocLayoutV3 do not share the same root cause." + "reason": "Bamba torch.compile/SDPA failure vs resume_from_checkpoint key mismatch; unrelated." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:43701", + "right": "issue:46506", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba is unrelated to resume_from_checkpoint key mapping." + "reason": "Checkpoint key mismatch vs CPU/CUDA output divergence; unrelated." } ] }, @@ -11300,8 +11351,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -11359,8 +11410,8 @@ "issue:43575|issue:43742", "issue:27957|issue:32090", "issue:43606|issue:43701", - "issue:43761|issue:44079", "issue:42490|issue:47276", + "issue:43761|issue:44079", "issue:43232|issue:43388", "issue:25251|issue:28282", "issue:43761|issue:44188", @@ -11368,9 +11419,9 @@ "issue:43295|issue:44871", "issue:42907|issue:45698", "issue:16998|issue:22355", - "issue:43295|issue:43825", "issue:44521|issue:47217", "issue:44871|issue:45584", + "issue:43295|issue:43825", "issue:43316|issue:43716", "issue:46234|issue:46291", "issue:43646|issue:44913", @@ -11383,20 +11434,20 @@ "issue:44162|issue:44792", "issue:43404|issue:43441" ], - "prepared_review_unit_hash": "9d61532eab2b46dc644b4632a2738f83fd8d1a28e144289f5e6d841e69458e8d", + "prepared_review_unit_hash": "136ca352eebf0148ddc3c155834467ff2cf59dda3ed21f585b99d69f9dc2f40d", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35710, + "serialized_chars": 35712, "estimated_input_tokens": 8928, "estimated_eval_tokens": 18112 }, @@ -11405,174 +11456,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are broadly Transformers-related but do not look like one duplicate family; they span unrelated loading, generation, config, multimodal, and training bugs. No soft pair is a true duplicate candidate.", + "summary": "The soft pairs are all false positives: they span unrelated bugs in tokenizer/model loading, generation, multimodal templating, config serialization, import paths, and runtime behavior. No single canonical issue or PR emerges from this set.", "confidence": 0.96, - "canonical_issue_reason": "Issue 44521 is the strongest standalone anchor: it has the richest discussion and inbound references, and it is a concrete multimodal apply_chat_template regression. That said, the set is heterogeneous, so there is no real canonical duplicate issue for the whole cluster.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the best single issue to keep as a representative report because it is well-scoped, actively discussed, and actionable. It still does not subsume the other items.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Different bugs: tokenizer/model loading failure vs bare except swallowing errors in Fuyu tensor conversion." + "reason": "Unrelated failures: tokenizer loading vs. bare-except error handling in Fuyu tensor conversion." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Both are loading problems, but one is an OOM in tensor-parallel Qwen loading and the other is a KeyError for a specific MobileLLM model." + "reason": "Different problems: tensor-parallel OOM on a large Qwen model vs. key error while loading MobileLLM." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Unrelated: FlashAttention support issue for XLM-R vs Trainer broadcast failing on NoneType." + "reason": "Flash Attention support for XLM-Roberta is unrelated to the Trainer broadcast NoneType error." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is not the same as resume_from_checkpoint key mismatch." + "reason": "CPU offload device mismatch is not the same bug as resume_from_checkpoint key mismatch." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:42490", + "right": "issue:47276", "accept": false, - "reason": "One is CLIPVisionModel dropping hidden_states; the other is generic ModelOutput key assignment behavior." + "reason": "Import warning on trailing-slash local paths is unrelated to the synced_gpus warning text in continuous batching." }, { - "left": "issue:42490", - "right": "issue:47276", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Both mention warnings, but they are different warnings about different code paths and behaviors." + "reason": "Hidden-states regression in CLIPVisionModel is distinct from generic ModelOutput key assignment behavior." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs after sync_gpus is unrelated to gather_for_metrics dropping tuple label elements." + "reason": "Generation kwargs sync issue and gather_for_metrics label truncation affect different code paths." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k output nesting is unrelated to AutoModel missing PyTorch import." + "reason": "Pipeline top_k output shaping is unrelated to missing PyTorch import errors." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Different regressions: CLIPVision hidden_states output vs attention kernel divergence under torch.compile." + "reason": "CLIPVisionModel hidden_states regression is not the same as torch.compile attention-kernel divergence." }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "VideoPrism output field mix-up is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "Video classification output wiring and Gemma4 quantized dtype casting are different issues." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer image handling regression is not the same bug as an eos_token_id config mismatch." + "reason": "Processor/tokenizer API regression is unrelated to inconsistent eos_token_id configuration." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load, but one is dequantized-model saving and the other is wrong custom-module loading after save_pretrained." + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are separate serialization bugs." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "A model_max_length question is unrelated to missing the transformers.onnx module." - }, - { - "left": "issue:43295", - "right": "issue:43825", - "accept": false, - "reason": "Custom model regression with processor/tokenizer access is different from a pipeline error-message wording issue." + "reason": "model_max_length questions for DeBERTa-V3 do not match a missing transformers.onnx import." }, { "left": "issue:44521", "right": "issue:47217", "accept": false, - "reason": "Both are multimodal, but one is assistant mask generation and the other is failure when the image placeholder appears in user text." + "reason": "Both are multimodal, but one is an all-zero assistant mask issue and the other is failure when the image placeholder appears in user text." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id inconsistency is not the same underlying bug as Whisper failing on empty transcription after align_special_tokens." + "reason": "Gemma eos_token_id mismatch is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom model processor regression is unrelated to the pipeline translation-support error message." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "API discrepancy in Gemma3TextConfig is unrelated to Mistral-3 image preprocessor/model dtype mismatch." + "reason": "Gemma3TextConfig API mismatch and Mistral-3 dtype mismatch are different model-family bugs." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing import_utils helper and kernels import failure are distinct import-time issues." + "reason": "Missing import_utils helper and kernels v0.15 version/revision requirement are separate import-time issues." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Transformers 5 custom model initialization breakage is unrelated to GPTNeoXConfig rotary_pct reload behavior." + "reason": "Generic custom model initialization breakage is not the same as GPTNeoX rotary_pct reload loss." }, { "left": "issue:43316", "right": "issue:46821", "accept": false, - "reason": "Config API mismatch and TimesFM window_size AttributeError are different bugs." + "reason": "Gemma3TextConfig API discrepancy is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional post_init validation is not the same as non-persistent buffers being filled with junk." + "reason": "PatchTSMixer post_init policy and non-persistent buffer junk in v5 are unrelated behaviors." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file loading breaks a specific from_pretrained path; missing model_type is a different model-config validation failure." + "reason": "gguf_file loading breakage is not the same as missing model_type in config.json." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Both touch load/save or config state, but the concrete bugs are different: eos_token_id mismatch vs quantized save/load breakage." + "reason": "eos_token_id inconsistency is unrelated to quantized model save/load breakage." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Chunked generation inconsistency under compiled forward is not the same as cache lazy initialization causing recompilation." + "reason": "Chunked generation output inconsistency and chunked-prefill recompilation are different compiler/runtime symptoms." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except in Fuyu conversion is unrelated to Trainer import failure due to datasets." + "reason": "Fuyu tensor conversion exception handling is unrelated to the Trainer import failure caused by datasets." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and a janus model generate-images test failure are unrelated model-specific issues." + "reason": "ESM2 breakage and a janus image-generation test failure are unrelated model-specific issues." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "lm_head weight tying in Mistral3ForConditionalGeneration is a different bug from Ministral FlashAttention failure." + "reason": "Mistral3 lm_head tying and Ministral FlashAttention failures do not describe the same concrete code-path bug." } ] }, @@ -11591,8 +11642,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -11646,8 +11697,8 @@ "issue:47217" ], "soft_pairs": [ - "issue:44242|issue:46894", "issue:43065|issue:44617", + "issue:44242|issue:46894", "issue:43540|issue:44514", "issue:43572|issue:46178", "issue:45381|issue:47217", @@ -11659,8 +11710,8 @@ "issue:44792|issue:45600", "issue:45803|issue:46170", "issue:43650|issue:46202", - "issue:43352|issue:46640", "issue:44479|issue:47217", + "issue:43352|issue:46640", "issue:43525|issue:43531", "issue:44534|issue:44913", "issue:45127|issue:45200", @@ -11673,20 +11724,20 @@ "issue:44855|issue:45588", "issue:44792|issue:45405" ], - "prepared_review_unit_hash": "07788661a4f95ec9f960fab5067ea805f0d7086df4de4f79f994555b82bc5ba3", + "prepared_review_unit_hash": "6fc37255d09a99cc3847b4bf8f9bf33ee8908f1c6b518dc515d2dd975c13f0b3", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35416, + "serialized_chars": 35415, "estimated_input_tokens": 8854, "estimated_eval_tokens": 17964 }, @@ -11695,7 +11746,7 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the soft pairs mostly share only superficial modality/version wording, not the same concrete bug or code path. I would not merge any of the candidate pairs, and there is no single meaningful canonical issue/PR for the whole set.", + "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad subsystem vocabulary (VL, cache, FA2, loading) but point to different concrete bugs, models, or code paths. I would reject all soft edges and not treat any item as a duplicate canonical for the whole set.", "confidence": 0.93, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -11703,124 +11754,124 @@ "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44242", - "right": "issue:46894", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Different failures: MoE load-balancing loss gating vs a training-loss double-shift bug in another model family." + "reason": "Both involve SAM3, but one is a dummy Conv2d architecture concern and the other is a CUDA OOM report; different failure modes and code paths." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:44242", + "right": "issue:46894", "accept": false, - "reason": "Both involve SAM 3, but one is about a dummy Conv2d placeholder and the other is a CUDA OOM in video inference." + "reason": "Both concern training loss behavior, but they affect different models and bugs: router-logit load balancing vs CohereASR double-shift loss handling." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Different pipeline bugs: Qwen3OmniMoe video processing error vs Qwen2_5_VL batched chat-template crash." + "reason": "Both are multimodal input bugs, but one is Qwen3OmniMoe video processing and the other is Qwen2_5_VL batched chat template padding; not the same underlying issue." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Unrelated areas: a missing StableLm config field vs a backend-mapping error for tensorflow_text." + "reason": "Unrelated: StableLm config pad token field vs a TensorFlow backend mapping/import error." }, { "left": "issue:45381", "right": "issue:47217", "accept": false, - "reason": "Both are VL-input bugs, but one is about video position ids and the other about image placeholders inside user text." + "reason": "Both are VL input-format problems, but one is wrong video vision_position_ids and the other is image-placeholder placement in user text." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "Different import/backend issues with no shared code path." + "reason": "Different subsystems: TensorBoard/TF backend detection versus a missing import_utils availability helper." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Different vision-model problems: processor image size mismatch vs SAM 3 LiteText memory overflow." + "reason": "Different models and symptoms: OmDet processor image size mismatch versus SAM3-LiteText memory overflow." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Both mention cache, but one is a path-collision bug and the other is cache-length behavior." + "reason": "Cache path collision for local models is unrelated to max_cache_length being honored only for Quantized Cache." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Both are loading-related, but the root causes differ: legacy preset field vs wrong custom module resolution after save/load." + "reason": "Both involve loading/saving models, but one is a legacy config field for Beit segmentation presets and the other is wrong custom module resolution after save_pretrained." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Different generation failures in different models; no shared concrete bug." + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation issue are different model-specific bugs." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A failing janus test case is not the same as stale auto-mapping references to removed configs." + "reason": "A Janus test failure is not the same as auto_mappings referencing removed Sam3LiteText configs." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Different error-handling/import issues in unrelated code paths." + "reason": "Bare except swallowing errors in tensor conversion is unrelated to Windows/ROCm import failures caused by torch.distributed dependency handling." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "One is an empty/placeholder issue title and the other is a Gemma token roundtrip bug." + "reason": "The titles give no shared bug: generic data request versus Gemma pipeline roundtrip failure on a specific token character." }, { - "left": "issue:43352", - "right": "issue:46640", + "left": "issue:44479", + "right": "issue:47217", "accept": false, - "reason": "The second issue is too vague to treat as the same concrete Flash Attention 2 support bug." + "reason": "Both mention VL inputs, but one is a broad video regression across several models while the other is specifically image-placeholder placement in user text." }, { - "left": "issue:44479", - "right": "issue:47217", + "left": "issue:43352", + "right": "issue:46640", "accept": false, - "reason": "Related VL surface area, but one is a video-input regression across Qwen variants and the other is an image-placeholder placement bug." + "reason": "A model-specific unsupported Flash Attention 2 warning is not the same as a generic Flash Attention 2 issue." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Different model/config problems: missing pad_token_id vs sliding_window behavior in Qwen3-MoE." + "reason": "Different model/config bugs: missing pad_token_id in Llama4Config versus sliding_window behavior in Qwen3-MoE." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Both are configuration/serialization regressions, but they affect different fields and mechanisms." + "reason": "Non-persistent buffer initialization junk and GPTNeoX rotary_pct reload defaulting are unrelated configuration/state bugs." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "Distinct issues: LoRA/extended-vocab collapse with tied embeddings vs missing mm_token_type_ids defaulting." + "reason": "LoRA vocabulary-merging collapse with tied embeddings is a different problem from Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinit on resize is unrelated to the trailing-slash local-model import warning." + "reason": "Embedding reinitialization after resize and import warnings from trailing-slash local paths are unrelated." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification processor selection and Sam3Video encoder output attributes are different bugs." + "reason": "Video-classification processor selection and a missing fpn_position_embeddings attribute in Sam3VisionEncoderOutput are different bugs." }, { "left": "issue:46693", @@ -11832,31 +11883,25 @@ "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both are cache-related, but one is missing GenerationMixin cache in chunked prefill and the other is recurrent-state reset logic." + "reason": "Both are cache/state related, but one is missing GenerationMixin cache in v5 chunked_prefill and the other is recurrent state reset with seq_len>1." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Different loading failures in different scripts/models." + "reason": "Different areas entirely: local dataset loading in a training script versus loading a specific multimodal model." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Distributed metric gathering bug vs auxiliary-loss normalization bug; no shared code path." + "reason": "A dataloader label-gathering bug is unrelated to auxiliary-loss normalization in MoE models." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python parsing/import failure in DebertaV2Model is unrelated to flash_attention.py crashing on sink-less models." - }, - { - "left": "issue:44792", - "right": "issue:45405", - "accept": false, - "reason": "A failed test case and a version-pin mismatch are unrelated." + "reason": "Python 3.13 import parsing failure in DebertaV2Model is unrelated to an AttributeError in flash_attention.py when s_aux is None." } ] }, @@ -11875,8 +11920,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -11932,15 +11977,15 @@ "issue:29870|issue:35141", "issue:45072|issue:46932", "issue:45245|issue:46858", - "issue:43827|issue:43994", "issue:43644|issue:44913", - "issue:44869|issue:46832", + "issue:43827|issue:43994", "issue:44734|issue:45406", + "issue:44869|issue:46832", "issue:45632|issue:46617", "issue:43335|issue:44855", "issue:25251|issue:27957", - "issue:46082|issue:46697", "issue:44617|issue:45584", + "issue:46082|issue:46697", "issue:43931|issue:44060", "issue:44242|issue:46897", "issue:45563|issue:45584", @@ -11958,20 +12003,20 @@ "issue:45588|issue:47013", "issue:39692|issue:44190" ], - "prepared_review_unit_hash": "6d5d2cffdbaf0bb3b36dc3c0f0f199960d3c9a56a7c77e9d168b8c8b0a88e554", + "prepared_review_unit_hash": "40b2463c74be282d0ba9a31c5d428cfe975d37d37724c7af4b47dcc3b7c0f1c3", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35776, + "serialized_chars": 35773, "estimated_input_tokens": 8944, "estimated_eval_tokens": 18144 }, @@ -11980,180 +12025,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous and issue-only. None of the soft pairs are true duplicates. If a representative is needed, #43644 is the broadest framework-level regression.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical duplicate anchor fits the whole set; most items are unrelated model-, docs-, or processor-specific bugs.", - "canonical_pr_reason": "No pull requests are present in this cluster.", - "best_issue_reason": "Issue #43644 is the broadest, most reusable representative: a framework-level regression with inbound attention and cross-model impact.", - "best_pr_reason": "No pull requests are present in this cluster.", + "summary": "The cluster is highly heterogeneous: the soft pairs mostly share only broad subsystem vocabulary (pipeline, cache, video, model loading, etc.) but not the same underlying bug. I rejected every soft edge and found no single canonical issue/PR for the whole set.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "Different bugs: BART generate() decoder_attention_mask handling vs token-embedding resize/post_init reinitialization." + "reason": "Different bugs: one is an UnboundLocalError in generate() for Bart, the other is token-embedding resize reinitialization when tie_word_embedding is False." }, { "left": "issue:45072", "right": "issue:46932", "accept": false, - "reason": "Both involve dtype issues, but one is bfloat16 inference mismatch and the other is Gemma4 quantized embedder casting." + "reason": "Both mention dtype/casting, but they affect different models and code paths (SwitchTransformers/TimmWrapperModel vs Gemma4 quantized embedders)." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Unrelated failures: category-count limit vs cache sequence-length tensor arithmetic on non-CUDA backends." - }, - { - "left": "issue:43827", - "right": "issue:43994", - "accept": false, - "reason": "Docs reference cleanup is not the same as a SigLIP2 runtime correctness bug in AutoModel/pipeline." + "reason": "Unrelated failures: category-count limit overflow vs static-cache prefill arithmetic on a device tensor." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Different config/runtime problems: junk-filled non-persistent buffers vs rotary_pct not persisting on reload." + "reason": "Different problems: junk-filled non-persistent buffers after init vs GPTNeoXConfig rotary_pct not persisting on reload." }, { - "left": "issue:44869", - "right": "issue:46832", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Whisper timestamp decode crash and RT-DETR feature-level mismatch are unrelated code paths." + "reason": "One is docs still referencing removed pipeline() APIs; the other is an inference correctness bug for SigLIP2. Same keyword, different issue." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Serve KV-cache indexing crash is separate from Gemma4Processor missing _tokenizer." + "reason": "Both are serve crashes, but one is KV-cache tensor indexing and the other is a missing _tokenizer attribute on Gemma4Processor." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper timestamp decoding crash and RT-DETR feature-level mismatch are unrelated." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both touch trust_remote_code cache handling, but one is leaf-directory path collision and the other is FileNotFoundError on cache load." + "reason": "Both involve trust_remote_code cache handling, but one is leaf-directory collision and the other is a FileNotFoundError when loading from cache; not clearly the same bug." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Sparse-layer config creation and Python 3.13 JIT parse/IndentationError are unrelated." + "reason": "Sparse-layer config creation bug vs Python 3.13 IndentationError from @torch.jit.script parsing; unrelated." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top_k nesting bug has nothing to do with XLMRoberta Flash Attention 2 support." + "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 are unrelated." }, { - "left": "issue:46082", - "right": "issue:46697", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Llama head_dim validation and Swin2SR over-padding are different components and failure modes." + "reason": "Sam3 video OOM and Whisper empty-transcription generation failure are different models and failure modes." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:46082", + "right": "issue:46697", "accept": false, - "reason": "Sam3Video OOM and Whisper empty-transcription handling are unrelated." + "reason": "Head_dim validation in LlamaConfig is unrelated to Swin2SR image over-padding." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different bugs in different model families." + "reason": "Different Qwen issues: one is a loading shape mismatch for Qwen3-VL, the other is a tied-weights warning in Qwen3-Next." }, { "left": "issue:44242", "right": "issue:46897", "accept": false, - "reason": "MoE load-balancing loss omission is not the same as Florence2's double-shift training-loss bug." + "reason": "Load-balancing loss omission in MoE routing is not the same as Florence2's training-loss double-shift bug." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale warning for num_return_sequences is unrelated to Whisper's empty-transcription crash." + "reason": "A stale warning about num_return_sequences is not the same as Whisper crashing on empty transcription." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Auto device mapping cudaErrorAssert and category-count overflow are unrelated." + "reason": "Auto device mapping CUDA assert and the 2^24 category limit are unrelated." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Qwen2.5-VL video position IDs and Sam3-litetext memory overflow do not share the same code path." + "reason": "Qwen2.5-VL video position IDs bug and Sam3-LiteText memory overflow are different subsystems and failures." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile SDPA failure is unrelated to loading a local dataset in the image-classification script." + "reason": "torch.compile/SDPA model failure is unrelated to a local dataset-loading script issue." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "A nonexistent import from image_utils is not the same as a Qwen3.5 chat crash." + "reason": "A nonexistent import from image_utils and a Qwen3.5 chat crash are not the same bug." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Sparse-layer config creation and local dataset loading are unrelated." + "reason": "Sparse-layer configuration bug vs dataset loading failure; no overlap in underlying defect." }, { "left": "issue:43854", "right": "issue:44792", "accept": false, - "reason": "Unit-test model loading failure and Janus image-generation test failure are different issues." + "reason": "GLM-4.7-Flash loading problems and janus generate_images test failures are different issues." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to OmDet-Turbo's processor/model size mismatch." + "reason": "Both are vision-model implementation/preprocessing issues, but one is a dummy Conv2d in Sam3PixelDecoder and the other is processor output-size mismatch in OmDet-Turbo." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both are video-related, but qwen2.5-vl position IDs and SmolVLM padding calculation are different bugs." + "reason": "Both are video-processing bugs, but one is wrong vision_position_ids and the other is incorrect padding calculation; not the same code-path problem." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Same model family, but separate memory issues in different paths; not the same concrete bug." + "reason": "Both mention memory, but they are different Sam3 variants and different failure modes (OOM vs overflow); too broad to merge." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "A video-input regression in Qwen VL models is unrelated to serve KV-cache continuation indexing." + "reason": "A video-input regression across Qwen models is unrelated to serve KV-cache continuation tensor indexing." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor.tokenizer regression and resize_token_embeddings/output_embeddings behavior are distinct issues." + "reason": "Processor.tokenizer regression and resize_token_embeddings not updating Gemma4 embeddings are distinct bugs." }, { "left": "issue:45588", "right": "issue:47013", "accept": false, - "reason": "flash_attention s_aux handling and xLSTM state unpacking are different interface bugs." + "reason": "Flash-attention sink-less model crash and xLSTM return-value unpacking failure are unrelated." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 docs/quantization errors are unrelated to loading a local dataset with the training script." + "reason": "Broken SigLIP2 docs example and local dataset loading failure are not the same underlying issue." } ] }, @@ -12172,8 +12217,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -12249,216 +12294,216 @@ "issue:44112|issue:44964", "issue:42175|issue:44279", "issue:44496|issue:47217", - "issue:42796|issue:44521", "issue:32090|issue:35141", + "issue:42796|issue:44521", "issue:45632|issue:46234", "issue:36246|issue:41628", "issue:43404|issue:45216", "issue:36246|issue:38617", "issue:43531|issue:45600" ], - "prepared_review_unit_hash": "3d91c5839d0586358743d393e63cf90581a89818fbcb41dba874fdf55187276a", + "prepared_review_unit_hash": "89176adbe17e52c8ef0a11ef42f55b16b093227f2c0681ba5418a59296be06d5", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36776, - "estimated_input_tokens": 9194, - "estimated_eval_tokens": 18644 + "serialized_chars": 36771, + "estimated_input_tokens": 9193, + "estimated_eval_tokens": 18642 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are broadly unrelated; the soft-similarity pairs mostly share only a subsystem or keyword, not the same underlying bug or change. No PRs are present.", - "confidence": 0.95, - "canonical_issue_reason": "No true duplicate canonical stands out across this heterogeneous set; if one issue must be used as an anchor, issue:44521 is the clearest concrete, reproducible bug report with active discussion.", + "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad themes like import errors, generation, tokenizers, caching, or multimodal handling, but they describe different concrete bugs and fixes.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated subsystems and failure modes, so they do not form one duplicate bug cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is a strong representative because it describes a specific multimodal apply_chat_template failure, includes clear symptoms, and has active references/discussion.", + "best_issue_reason": "No issue is a strong global representative because the cluster is not cohesive enough to treat any one report as the canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both involve cache/chunked prefill, but one is a missing cache during v5.0.0 chunked_prefill and the other is spurious recompilation from lazy cache init; different bugs." + "reason": "Both mention chunked prefill cache behavior, but one is missing cache state and the other is lazy init causing recompilation." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Both concern Qwen3.5 save/pretrained behavior, but one is LoRA + extended vocab collapse/tied embeddings and the other is incorrect visual encoder keys; not the same failure." + "reason": "Different problems: LoRA merge with tied embeddings vs Qwen3.5 save_pretrained writing wrong visual encoder keys." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Different models and code paths: Gemma4 embedding resizing vs Whisper empty-transcription generation after align_special_tokens." + "reason": "Same general family of model bugs, but one is gemma4 resize embeddings and the other is Whisper empty transcription handling." }, { "left": "issue:44779", "right": "issue:46489", "accept": false, - "reason": "Both are DeepSeek tokenizer regressions, but the reports target different variants and different failure descriptions; too broad to treat as one bug." + "reason": "Both concern DeepSeek tokenizers, but one is v5 regression and the other is a DeepSeek-Coder v1 gap in a prior fix." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Qwen3OmniMoe video input validation error vs transformers serve KV-cache continuation indexing bug; unrelated concrete failures." + "reason": "Unrelated failures: Qwen3OmniMoe video input validation vs serve KV-cache continuation indexing." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "One is AutoTokenizer ignoring tokenizer.json, the other is list_repo_files not forwarding revision; different APIs and problems." + "reason": "Repository utility bugs, but one is tokenizer.json selection and the other is list_repo_files not forwarding revision." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Both hit apply_chat_template, but one is tool-call assistant messages with no content and the other is an empty-list IndexError; distinct edge cases." + "reason": "Both hit apply_chat_template, but the inputs differ: tool-call assistant messages vs an empty list." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Pipeline top_k nesting issue vs Bart generate UnboundLocalError; no shared underlying bug." + "reason": "Completely different code paths: pipeline top_k nesting vs Bart generate decoder_attention_mask initialization." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "CI test flake in GraniteSpeech vs stale auto_mappings entry for removed Sam3LiteText configs; unrelated maintenance issues." + "reason": "CI/test instability in GraniteSpeech is unrelated to auto_mappings referencing removed Sam3LiteText configs." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal/template-related, but one is all-zero assistant masks and the other is incorrect vision_position_ids for Qwen2.5-VL video input; different bugs." + "reason": "Both are multimodal, but assistant mask generation and vision_position_ids are distinct bugs." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "AutoConfig trust_remote_code missing fields vs unrecognized model/config lacking model_type; similar surface area but different root causes." + "reason": "Both are config-loading issues, but one drops fields with trust_remote_code and the other lacks model_type." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different model-loading failures for different checkpoints; not the same model or code path." + "reason": "Different model-loading failures for different models; no shared concrete fix path." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta vs output embedding reinit after resize_token_embeddings; unrelated." + "reason": "Flash Attention support for XLMRoberta is unrelated to embedding resize/post_init reinitialization." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure vs backend selection with tensorboard/TensorFlow install; different environment problems." + "reason": "Python 3.14 import failure is a different root cause from TensorFlow backend detection with tensorboard-only installs." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import-time slowness vs unsafe sys.modules access; one is performance, the other is a correctness/safety bug." + "reason": "Import slowdowns are not the same bug as unsafe sys.modules access in modeling_utils." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs Swin2SR over-padding; different image-processing behaviors." + "reason": "Different image processor bugs: label reduction vs Swin2SR over-padding." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Phi-4 multimodal load failure vs auto_mappings stale config references; unrelated." + "reason": "Phi-4 multimodal loading and stale auto_mappings references are unrelated issues." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet CPU tensor allocation bug vs bare except swallowing KeyboardInterrupt in Fuyu; completely different issues." + "reason": "XLNet CPU tensor allocation is unrelated to Fuyu's bare except swallowing interrupts." }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both cache-related, but one is missing cache in chunked_prefill and the other is device-tensor seq_length breaking arithmetic in static cache; distinct bugs." + "reason": "Both mention cache/prefill, but one is missing cache initialization and the other is device-tensor seq_length arithmetic." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "GraniteSpeech CI test issue vs Phi-4 multimodal loading issue; no overlap beyond being test/runtime failures." + "reason": "A GraniteSpeech CI test failure is not the same underlying issue as loading Phi-4 multimodal." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Dependency packaging complaint about torch extra omitting TensorFlow vs a generic dependency issue; not the same concrete problem." + "reason": "One is a packaging/dependency omission, the other is an unspecified transformers dependency problem." }, { "left": "issue:44496", "right": "issue:47217", "accept": false, - "reason": "Model config loading failure vs VL placeholder-in-user-text handling bug; different code paths and symptoms." + "reason": "Config/model-type import failure is unrelated to VL image-placeholder handling in user text." }, { - "left": "issue:42796", - "right": "issue:44521", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "Tokenizer BPE marker handling vs multimodal assistant mask generation; unrelated tokenizer vs chat-template bugs." + "reason": "Trainer broadcast NoneType error and embedding reinitialization are different failures." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:42796", + "right": "issue:44521", "accept": false, - "reason": "GPU broadcast NoneType error in Trainer vs embedding reinitialization after resize; different subsystems." + "reason": "Tokenizer BPE marker handling is a different bug from multimodal assistant mask generation." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "trust_remote_code cache-path collision vs missing import_utils helper; unrelated import/cache issues." + "reason": "Cache-path collision for trust_remote_code is unrelated to a missing import_utils availability helper." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor export vs missing AutoImageProcessor import; both import errors but not the same missing symbol or cause." + "reason": "Both are import errors, but they involve different symbols and different root causes." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Weight-tying bug in Mistral3ForConditionalGeneration vs Qwen3.5 save_pretrained regression; different models and failure modes." + "reason": "Weight tying in Mistral3 conditional generation is not the same as Qwen3.5 save_pretrained regression." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Unrelated missing imports from different modules/packages." + "reason": "Different missing imports in different modules; no shared code-path bug." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs stale auto_mappings config references; different areas and bugs." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to removed Sam3LiteText auto mappings." } ] }, @@ -12477,8 +12522,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -12535,12 +12580,12 @@ "issue:44295|issue:46506", "issue:43295|issue:45335", "issue:41950|issue:44016", - "issue:46082|issue:46121", "issue:44496|issue:45042", "issue:45083|issue:46506", + "issue:46082|issue:46121", "issue:43673|issue:46424", - "issue:43976|issue:44987", "issue:43673|issue:44336", + "issue:43976|issue:44987", "issue:43526|issue:43901", "issue:43582|issue:46932", "issue:43901|issue:44496", @@ -12555,8 +12600,8 @@ "issue:43441|issue:45588", "issue:44279|issue:46515", "issue:43824|issue:44933", - "issue:43479|issue:45375", "issue:45335|issue:45584", + "issue:43479|issue:45375", "issue:43299|issue:45216", "issue:43901|issue:47217", "issue:46614|issue:47085", @@ -12564,220 +12609,220 @@ "issue:44327|issue:46752", "issue:43295|issue:44779" ], - "prepared_review_unit_hash": "5e029261f11c6294cb36d423a9c7d3316eb29c29b4f79bed2d0286bab57c6b15", + "prepared_review_unit_hash": "1e3fb717a50ab81fcfdac1c32ffd57060368da5cbdd818884fb0a21d3cabaf55", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36844, - "estimated_input_tokens": 9211, - "estimated_eval_tokens": 18678 + "serialized_chars": 36833, + "estimated_input_tokens": 9209, + "estimated_eval_tokens": 18674 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad subsystem keywords (tokenizers, flex_attention, cache, vision models) but not the same concrete bug or fix. I would not merge any of the proposed soft edges.", - "confidence": 0.92, - "canonical_issue_reason": "No single canonical issue emerges; the items span unrelated bugs across pipelines, configs, caches, tokenizers, notebooks, and model families.", + "summary": "This cluster is noisy and heterogeneous: the issues span unrelated regressions in multimodal processing, tokenizers, configs, attention, caching, docs, and model loading. None of the soft edges look like true duplicates or the same fixable code-path bug.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items are mostly distinct bugs across different models and subsystems, and the soft links reflect broad textual similarity rather than shared root cause.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45042 is the strongest standalone issue in the set: it is concrete, well-scoped, and clearly describes a reproducible regression in PIL-backed image processors requiring torchvision.", + "best_issue_reason": "No global best issue for deduplication purposes; every item is a separate concrete bug or regression, so picking one as representative would be misleading.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Different bugs: one is about reading position_ids after buffer registration, the other about CPU/CUDA divergence in PPDocLayoutV3." + "reason": "Different problems: buffer/position_ids access error vs CPU/CUDA output mismatch in PPDocLayoutV3." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Both involve model APIs, but the failures are unrelated: processor.tokenizer/image handling vs resize_token_embeddings not updating decoder.embed_tokens." + "reason": "One is a processor/tokenizer API regression; the other is resize_token_embeddings not updating decoder embeddings in t5gemma." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "A video-classification processor lookup bug is unrelated to a notebook syntax error." - }, - { - "left": "issue:46082", - "right": "issue:46121", - "accept": false, - "reason": "One is LlamaConfig head_dim validation; the other is rope-validation list handling. Same general area, different code paths." + "reason": "Unrelated bugs: video-classification processor lookup vs a notebook syntax error." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Importing an unrecognized model and PIL image processors incorrectly requiring torchvision are distinct issues." + "reason": "Different failures: unrecognized model loading vs PIL image processors incorrectly requiring torchvision." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "These affect different subsystems: qwen3_omni_moe feature-length computation vs PPDocLayoutV3 CPU/CUDA differences." + "reason": "Distinct code paths: qwen3_omni_moe feature-length helper behavior vs model CPU/CUDA numerical differences." }, { - "left": "issue:43673", - "right": "issue:46424", + "left": "issue:46082", + "right": "issue:46121", "accept": false, - "reason": "Both mention cache, but one is GenerationMixin chunked_prefill cache handling while the other is max_cache_length behavior for Quantized Cache only." + "reason": "Separate config-validation bugs: LlamaConfig head_dim rejection vs rope-params JSON list type handling." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:43673", + "right": "issue:46424", "accept": false, - "reason": "Python version compatibility and loading a specific model are unrelated problems." + "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked_prefill while the other is cache length handling for quantized cache only." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Chunked prefill cache missing and ANSI codes in loading_report are unrelated." + "reason": "Unrelated: missing GenerationMixin cache during chunked prefill vs ANSI codes emitted by loading_report." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Different version-compatibility problems affecting different model-loading scenarios; not the same bug." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "reduce_labels in BeitImageProcessorFast is unrelated to TextClassificationPipeline documentation drift." + "reason": "BeitImageProcessorFast reduce_labels bug vs TextClassificationPipeline docs mentioning return_all_scores." }, { "left": "issue:43582", "right": "issue:46932", "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "Different issues: AppleSilicon TypeError in caching_allocator_warmup vs Gemma4 quantized embedders dtype casting." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Documentation mismatch for return_all_scores is unrelated to model import failure." + "reason": "Docs mismatch for text classification vs model loading failure for an unrecognized model." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both touch flex_attention and torch versions, but one is compiled flex_attention failure on torch>=2.9 and the other is an incorrect import version check for AuxRequest." + "reason": "Both are torch-version related, but one is compiled flex_attention on torch>=2.9 and the other is an incorrect version check for AuxRequest import." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "A notebook syntax error is unrelated to _torch_extract_fbank_features() behavior." + "reason": "Notebook syntax error vs _torch_extract_fbank_features() bug; no shared root cause." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are different bugs." + "reason": "Gradient checkpointing in eval mode is unrelated to D-FINE missing auxiliary losses when denoising is off." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both mention Ministral, but one is save_pretrained for dequantized models and the other is FlashAttention failure." + "reason": "Different model-specific failures: saving dequantized Ministral/Devstral vs FlashAttention failure for Ministral-3." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "An empty/unclear issue and a feature-extraction bug are unrelated." + "reason": "ADD THE DATA is unrelated to audio feature extraction failure." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error vs AddedToken special-argument TypeError are unrelated." + "reason": "Notebook syntax error vs AddedToken keyword-argument conflict." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Janus image-generation test failure is unrelated to cache length semantics." + "reason": "Failed janus image-generation test vs cache max length behavior; different subsystems and symptoms." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python-version incompatibility and a generic dependency issue are not the same bug." + "reason": "Version/platform incompatibility claim vs generic dependency issue; not the same concrete bug." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both involve flash_attention, but one is model-specific and the other is an s_aux=None crash in the integration layer; not the same fix." + "reason": "Both touch flash attention, but one is a model failure in Ministral-3 and the other is an AttributeError on s_aux=None in integrations/flash_attention.py." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "A general dependency issue is unrelated to torch 2.4.1 incompatibility." + "reason": "Generic dependency issue vs incompatibility with torch 2.4.1; no shared code-path evidence." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Different import errors for different symbols; not the same missing export." + "reason": "Missing Qwen2_5_VL export vs nonexistent import from image_utils; different import paths and models." }, { - "left": "issue:43479", - "right": "issue:45375", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Both concern config handling, but they affect different model configs and different missing/default fields." + "reason": "Tokenizer embedding resize bug vs Whisper generation failing after align_special_tokens." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:43479", + "right": "issue:45375", "accept": false, - "reason": "Resize-token-embeddings behavior is unrelated to empty transcription handling after align_special_tokens." + "reason": "Phi4MultimodalConfig default-init issue vs Qwen3_5MoeVisionConfig missing deepstack_visual_indexes / @strict dropping field." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL loading failure and Qwen3.5 save_pretrained regression are different directions and different bugs." + "reason": "Different regressions in Qwen3VL/Qwen3.5 save/load behavior; not the same underlying change." }, { "left": "issue:43901", "right": "issue:47217", "accept": false, - "reason": "Docs around return_all_scores are unrelated to VL image-placeholder parsing failures." + "reason": "Documentation mismatch vs VL placeholder-in-user-text failure; unrelated issues." }, { "left": "issue:46614", "right": "issue:47085", "accept": false, - "reason": "Stale phonemizer backend state is unrelated to Rust tokenizer thread safety." + "reason": "Wav2Vec2 phonemizer backend state bug vs fast tokenizer thread-safety regression." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "MaskGenerationPipeline final-batch dropping and SAM memory overflow are unrelated." + "reason": "MaskGenerationPipeline partial-batch dropping bug vs memory overflow in sam3-litetext; different failure modes." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "Both are boundary-condition crashes, but in different APIs and different failure modes; not the same underlying bug." + "reason": "QA decode_spans top_k bounds error vs empty-list apply_chat_template crash." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Custom processor/tokenizer regression and Deepseek tokenizer output changes are distinct tokenizer issues." + "reason": "Processor/tokenizer regression for multimodal image handling vs Deepseek tokenizer output regression; different components." } ] }, @@ -12796,8 +12841,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -12867,8 +12912,8 @@ "issue:43299|issue:45357", "issue:46082|issue:46512", "issue:41950|issue:45823", - "issue:43644|issue:47145", "issue:43650|issue:46209", + "issue:43644|issue:47145", "issue:44462|issue:45081", "issue:44242|issue:45200", "issue:43931|issue:47145", @@ -12880,202 +12925,202 @@ "issue:43479|issue:43525", "issue:44336|issue:46851" ], - "prepared_review_unit_hash": "8e7168bd0edbd603d7a9399da3969bbbc844a17008d3695230586230746846fc", + "prepared_review_unit_hash": "6eedc49661ba00e6eccfd7821da2ec1a9e4fcfc064ab2bf99c9625e428d7a949", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36244, - "estimated_input_tokens": 9061, - "estimated_eval_tokens": 18378 + "serialized_chars": 36247, + "estimated_input_tokens": 9062, + "estimated_eval_tokens": 18380 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: the items span unrelated Transformers issues across tokenizers, configs, docs, model loading, training behavior, and runtime regressions. All soft edges look like superficial text similarity, not the same underlying bug or change.", - "confidence": 0.99, - "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous and none of the issues subsumes the others.", + "summary": "No soft edge pair looks like the same underlying bug/change; the set is a mix of unrelated model, tokenizer, config, docs, and runtime issues. I would keep them separate and, if one issue must anchor the cluster, use the Granite tokenizer regression report as the clearest standalone bug.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45812 is the strongest standalone report: it describes a specific, reproducible v4\u2192v5 regression with clear impact across all Granite models and a concrete tokenizer code path.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue exists; issue 45020 is the broadest regression umbrella, but it still does not match the rest of the items.", + "best_issue_reason": "issue:45812 is the best representative issue because it is precise, high-signal, and clearly scoped to one regression rather than a vague or broad compatibility complaint.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Both mention dependency/version problems, but one is a generic transformers dependency issue and the other is a specific unreleased peft version bump; different bugs." + "reason": "A broad dependency complaint is not the same bug as a specific unreleased PEFT version bump." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both are documentation-related, but they concern different examples and different failures; not the same underlying issue." + "reason": "Both are docs-related, but they cover different pipelines and different errors." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE marker handling and a vague data-related post are unrelated." + "reason": "Tokenizer BPE marker handling is unrelated to the vague data request." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Different models and different failures: BLIP2 dtype casting versus Qwen3.5 save_pretrained regression." + "reason": "Different models, different failure modes, and different code paths." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer arguments not being used is unrelated to a Qwen3.5 tied-embeddings warning." + "reason": "An optimizer argument bug is unrelated to a Qwen3.5 config warning." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor lookup is a concrete pipeline bug; remote_code breakage is a broader compatibility issue." + "reason": "A specific pipeline processor lookup bug is not the same as a broad remote_code regression." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer logic." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version support and an unreleased dependency floor are separate release problems." + "reason": "Python version compatibility and PEFT release versioning are unrelated." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "One is a missing import for HybridCache; the other is a broad import-error report after upgrade." + "reason": "A missing HybridCache import may be one symptom of broader import breakage, but the reports are not concrete duplicates." }, { "left": "issue:43381", "right": "issue:47000", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to RTDetrLoss infeasible cost matrix errors." + "reason": "Gradient checkpointing in eval mode is unrelated to RTDetr loss infeasibility." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Both involve weights/embeddings, but one is serialization of tied weights and the other is resize_token_embeddings behavior." + "reason": "Serialization of tied weights is not the same as resize_token_embeddings not propagating to Gemma4 embeddings." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Tokenizer special-token decoding and D-FINE auxiliary-loss behavior are different subsystems." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration are different configuration/code-path bugs." + "reason": "A LlamaConfig validation issue is unrelated to a Qwen3.5 kernel registration crash." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen multimodal regressions, but one is model loading and the other is save_pretrained key serialization." + "reason": "Both involve Qwen multimodal models, but one is a loading failure and the other is save_pretrained key corruption." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Head_dim validation has nothing to do with stale config.dtype after from_config(dtype=...)." + "reason": "Explicit head_dim validation and stale config.dtype after from_config are different config bugs." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Different multimodal/device issues in different pipelines/models; not mergeable as one fix." + "reason": "Pipeline processor selection and Gemma4 PLE device placement are unrelated." }, { - "left": "issue:43644", - "right": "issue:47145", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Non-persistent buffer junk in Transformers 5.0.0 is not the same as FP8 weight_scale omission on load." + "reason": "A vague placeholder issue is not the same as FP8 inference failure on B200." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:43644", + "right": "issue:47145", "accept": false, - "reason": "A vague data-related post is unrelated to an FP8 inference failure on B200." + "reason": "Non-persistent buffer junk and missing FP8 weight_scale application are different corruption mechanisms." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading issues, but one ignores tokenizer.json while the other crashes in Mistral regex patching." + "reason": "AutoTokenizer ignoring tokenizer.json is different from a Mistral regex patch crash." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Load-balancing loss gating and Gemma 4 mm_token_type_ids defaults are different training-input issues." + "reason": "Missing load balancing loss and Gemma4 mm_token_type_ids defaults are different training-time bugs." }, { "left": "issue:43931", "right": "issue:47145", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and FP8 compressed-tensors weight_scale corruption are unrelated." + "reason": "A Qwen3-VL shape mismatch is not the same as FP8 frozen checkpoint scaling corruption." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Both mention model loading, but they target different models and different failure modes." + "reason": "These are different model-loading failures for different models and likely different causes." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights argument mismatch are unrelated." + "reason": "Notebook syntax and init_empty_weights argument handling are unrelated." }, { "left": "issue:45588", "right": "issue:47000", "accept": false, - "reason": "Flash-attention s_aux=None crash and RTDetrLoss infeasible matrix are different runtime failures." + "reason": "Flash-attention s_aux handling and RTDetr loss infeasibility are unrelated." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Torch flex_attention compilation and tensorboard-without-TF backend detection are unrelated." + "reason": "A torch flex_attention failure and a TensorFlow backend packaging issue are not the same change." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer patch crash and list_repo_files revision forwarding are different API bugs." + "reason": "A tokenizer regex patch crash is unrelated to forwarding a revision argument in list_repo_files." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different config classes and different missing/default-field problems; not the same bug." + "reason": "Default multimodal config initialization and missing pad_token_id are different config bugs." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "ANSI-code cleanup in loading_report has nothing to do with Qwen3.5 variable-length position_ids support." + "reason": "ANSI code output in loading_report is unrelated to Qwen3.5 variable-length position_ids handling." } ] }, @@ -13094,8 +13139,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -13154,8 +13199,8 @@ "issue:33290|issue:45656", "issue:43441|issue:45834", "issue:45103|issue:45372", - "issue:44261|issue:44263", "issue:44246|issue:47217", + "issue:44261|issue:44263", "issue:45859|issue:46851", "issue:44623|issue:45397", "issue:42175|issue:43976", @@ -13163,27 +13208,27 @@ "issue:43525|issue:43881", "issue:43901|issue:44246", "issue:45600|issue:45712", - "issue:47176|issue:47177", "issue:43673|issue:43761", "issue:44186|issue:47000", + "issue:47176|issue:47177", "issue:44188|issue:44336", "issue:43575|issue:47145", "issue:44016|issue:45823", "issue:43525|issue:43643", - "issue:44987|issue:45542", "issue:44336|issue:44373", + "issue:44987|issue:45542", "issue:43723|issue:44162", "issue:43824|issue:43976", "issue:42796|issue:43441" ], - "prepared_review_unit_hash": "c940ec8a6bc6b1d9173affe6969f8e3aba32fe33e8e21f96e248211d35250e01", + "prepared_review_unit_hash": "9fc444993a32e31b8e1bf7980838e4c680e417458e0539a920d54e5acc6484f9", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 47, @@ -13198,90 +13243,90 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of unrelated Transformers issues. A few pairs are superficially similar by subsystem or model family, but none look like the same concrete bug/change, so I would not merge any soft pair. The broadest issue here is the open quantization/offloading report, but it is still not a true umbrella for the rest.", - "confidence": 0.69, - "canonical_issue_reason": "issue:43873 is the broadest and most reusable issue in the set: it is open, has the most discussion/inbound references, and sits in the quantization/offloading area that overlaps the closest near-duplicate candidates.", + "summary": "This cluster is highly heterogeneous: most items are unrelated, model-specific or subsystem-specific bugs rather than duplicates. The proposed soft edges mostly share a broad theme (quantization/offload, deepspeed, same model family, or v5 regressions) but not the same concrete failure path.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43873 is the broadest and most central item among the set, with strong activity and external references, but the overall cluster is too mixed for a true single canonical bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best single issue candidate for triage because it is active, broad, and likely to attract related offloading/quantization reports; the rest are mostly narrow one-off bugs.", + "best_issue_reason": "43873 is the best anchor if one must pick a representative issue: it is broad, active, and widely referenced. Even so, it only covers one narrow theme within an otherwise unrelated set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Both involve quantization/loading, but one is about saving quantized models and the other about loading dequantized models with gpu+cpu offload; different failure paths." + "reason": "Both involve quantization/loading, but one is about saving quantized models and the other about loading a dequantized model with gpu/cpu offload; different code paths and failures." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Missing processor.save_pretrained files vs a post-upgrade data filtering slowdown are unrelated bugs." + "reason": "Processor save file handling and a training/performance slowdown after upgrade are unrelated bugs." }, { "left": "issue:43873", "right": "issue:47145", "accept": false, - "reason": "Both touch quantization/offloading, but one reports offload behavior during loading while the other is a specific FP8 checkpoint weight_scale bug; not the same issue." + "reason": "Shared offloading/quantization theme, but 43873 is a general load/offload problem while 47145 is a specific FP8 frozen-checkpoint weight_scale omission; not the same defect." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Deepspeed optimizer OOM and deepspeed calling optimizer.step() twice are different bugs in the same ecosystem, not the same underlying defect." + "reason": "Both mention deepspeed/optimizer behavior, but one is OOM with Adafactor and the other is double optimizer stepping; different symptoms and likely different causes." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Different models and failures: Ministral FlashAttention regression vs Kosmos2.5 OCR index error." + "reason": "Different model families and failures: FlashAttention regression for Ministral-3 versus OCR index error in Kosmos2.5." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Auto-docstring crash with future annotations is unrelated to a mistral_common import error breaking Gemma 4 processor loading." + "reason": "Auto-docstring annotation handling and a missing mistral_common import for Gemma 4 processor loading are unrelated issues." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:44246", + "right": "issue:47217", "accept": false, - "reason": "A missing config epsilon causing precision drift is unrelated to torch.split return handling in a different model component." + "reason": "Import latency for transformers and VL image-placeholder handling are unrelated." }, { - "left": "issue:44246", - "right": "issue:47217", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Import performance issues are unrelated to multimodal placeholder handling failures." + "reason": "Different model internals: MLA q_a_layernorm precision/config issue versus GlmMoeDsaIndexer torch.split return values." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "Same model family, but CPU offload incompatibility and variable-length position_ids handling are distinct code paths and symptoms." + "reason": "Both are Qwen3.5-related, but one is CPU-offload incompatibility in rotary embedding and the other is variable-length position_ids behavior; not the same bug." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor save_pretrained missing files is not the same as gemma-4 zero3 from_pretrained failure." + "reason": "Processor file persistence and Gemma-4 zero3 from_pretrained loading are separate failures." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Dependency packaging for TensorFlow and Python-version compatibility are separate environment issues." + "reason": "One is a packaging/backend dependency issue, the other is a Python-version compatibility regression." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions, but CamemBERT MLM output and DeepSeek tokenizer correctness are different model-specific bugs." + "reason": "Both are v5 model regressions, but they affect different models and different tokenizer/MLM behavior; too broad to treat as the same bug." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Missing pad_token_id on Llama4Config and a glm-4v loading failure are different model/config problems." + "reason": "Missing pad_token_id in Llama4Config and a generic glm-4v-9b loading failure are not the same underlying problem." }, { "left": "issue:43901", @@ -13293,79 +13338,79 @@ "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Broken auto_mappings references and leftover dummy classes failing repo checks are separate maintenance issues." - }, - { - "left": "issue:47176", - "right": "issue:47177", - "accept": false, - "reason": "Both are security-related, but command-substitution allowlist bypass and tar/zip slip arbitrary write are different vulnerabilities." + "reason": "Both touch repo-maintenance surfaces, but one is stale auto-mappings config references and the other is leftover dummy classes; different files and issues." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache missing in chunked prefill and CLIPVisionModel hidden_states regression are different failures in different modules." + "reason": "Chunked-prefill GenerationMixin cache regression and CLIPVisionModel hidden_states regression are separate model/path failures." }, { "left": "issue:44186", "right": "issue:47000", "accept": false, - "reason": "Tokenizer padding/truncation crash and RTDetr loss infeasible cost matrix are unrelated." + "reason": "Tokenizer crashes on NER/padding versus RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Both are security issues, but one is a shell-operator allowlist bypass and the other is tar/zip-slip file write; different vulnerabilities." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention-kernel divergence under torch.compile and ANSI codes in loading_report are unrelated." + "reason": "Attention-kernel divergence under torch.compile and ANSI-code leakage in loading_report are unrelated." }, { "left": "issue:43575", "right": "issue:47145", "accept": false, - "reason": "TP OOM while loading a large Qwen model and FP8 weight_scale loading corruption are different quantization/load bugs." + "reason": "Qwen2.5/Qwen3.5 loading OOM under tensor parallelism is unrelated to FP8 compressed-tensors frozen-checkpoint scaling corruption." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error and Gemma4 device mismatch during forward are unrelated." + "reason": "Notebook syntax error and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "A missing pad_token_id field on Llama4Config and missing fields from trust_remote_code are both config-shape issues, but not the same bug." + "reason": "Missing config attribute in one model and missing fields from trust_remote_code AutoConfig in another are not the same bug." }, { - "left": "issue:44987", - "right": "issue:45542", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Loading a specific model failing in v5 and TensorFlow backend packaging are unrelated." + "reason": "ANSI color leakage and wrong position_ids docstring are unrelated." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:44987", + "right": "issue:45542", "accept": false, - "reason": "Loading-report ANSI output and a wrong docstring are unrelated." + "reason": "Model loading failure and missing TensorFlow backend dependency are different issues." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading in v5 and ESM2 being broken are different model-level regressions." + "reason": "Tokenizer loading regression and ESM2 model breakage are not the same concrete failure." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Qwen2.5-VL import failure and Python version support mismatch are unrelated." + "reason": "Qwen2.5-VL import failure and Python version incompatibility are unrelated." }, { "left": "issue:42796", "right": "issue:43441", "accept": false, - "reason": "Same model family, but tokenizer BPE-marker handling and FlashAttention failure are different bugs." + "reason": "Same model family, but tokenizer BPE-marker handling and FlashAttention failure are different code paths and bugs." } ] }, @@ -13384,8 +13429,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -13455,8 +13500,8 @@ "issue:43540|issue:46752", "issue:45103|issue:46399", "issue:44295|issue:45397", - "issue:45561|issue:45563", "issue:44246|issue:44871", + "issue:45561|issue:45563", "issue:43531|issue:45362", "issue:44336|issue:44485", "issue:45588|issue:46851", @@ -13468,20 +13513,20 @@ "issue:42886|issue:46132", "issue:44779|issue:45292" ], - "prepared_review_unit_hash": "4d7db7d68762fd3c0276a506bb07b65a5c20c639434211136834d45757c5f47d", + "prepared_review_unit_hash": "8692330e5f295b95d8d5b70e691f7d75fea1fc68182b3e85bb9319045750e56b", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35859, + "serialized_chars": 35857, "estimated_input_tokens": 8965, "estimated_eval_tokens": 18186 }, @@ -13490,186 +13535,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is largely heterogeneous: the soft pairs share broad keywords (model loading, tokenizers, Qwen, import/runtime failures) but most describe different code paths, different models, or different failure modes. None look safe to merge as duplicates on title/body alone.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "These issues are broadly about Transformers regressions, but the soft-edge pairs mostly point to different code paths, model families, or failure modes rather than true duplicates. I would not merge any of the suggested pairs.", + "confidence": 0.19, + "canonical_issue_reason": "issue:46399 is the most concrete, well-scoped bug report here: a specific Qwen3.5 crash with use_kernels and a clear failure point (apply_rotary_pos_emb registration).", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:46399 is the strongest representative issue for triage because it is actionable, specific, and has a clear runtime failure path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Different failures: missing Float8 storage class vs Qwen3.5 chat crash. No shared code path or concrete bug." + "reason": "Different failures: a Float8 storage import/type error vs a Qwen3.5 chat crash. No shared underlying bug." }, { "left": "issue:45325", "right": "issue:46851", "accept": false, - "reason": "Both involve Qwen3.5/Qwen2.5-VL position handling, but one is a RoPE temporal-position scaling bug and the other is variable-length inputs with position_ids. Too different to treat as the same bug." + "reason": "Both involve position_ids, but one is a Qwen2.5-VL RoPE scaling bug and the other is a Qwen3.5 variable-length input issue. Different models and paths." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "One is slow import behavior, the other is an unrecognized model/config error. No overlap beyond generic loading." + "reason": "Import slowness is not the same as an unrecognized model/config error. Different symptoms and root causes." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch vs gemma-4 zero3 from_pretrained failure. Different subsystems and symptoms." + "reason": "Tokenizer save-pretrained metadata mismatch is unrelated to Gemma-4 zero3 from_pretrained behavior." }, { "left": "issue:44871", "right": "issue:47145", "accept": false, - "reason": "Gemma eos_token_id mismatch is a config inconsistency; FP8 compressed-tensors issue is checkpoint loading corruption. Not the same bug." + "reason": "EOS token config inconsistency is unrelated to FP8 compressed-tensors loading without weight_scale." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Both touch optional kernel-related imports, but one is a kernels package version/revision requirement during pipelines import and the other is a missing decorator on apply_rotary_pos_emb registration. Different failure points and fixes." + "reason": "Both mention kernels, but one is a pipelines import dependency/version issue and the other is a Qwen3.5 registration crash. Different concrete bugs." }, { "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "Both are Qwen3-related, but one is a helper output-length calculation bug in qwen3_omni_moe and the other is variable-length position_ids handling in Qwen3.5. Different code paths." + "reason": "Both touch Qwen models and positions, but one is a helper length-calculation bug in qwen3_omni_moe; the other is a chat/position_ids failure in Qwen3.5." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "NameError from missing nn import in sentence-transformers integration is unrelated to undefined tf backend from tensorboard-only installs." + "reason": "One is a missing nn import in sentence-transformers integration; the other is a TensorFlow backend detection issue. Different code paths." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Both concern image/vision processing, but one is incorrect padding calculation in SmolVLM video processing and the other is AutoProcessor error when a required vision backend is missing." + "reason": "Video padding calculation in SmolVLM is unrelated to AutoProcessor/backend-missing image processor errors." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "ImportError for AutoImageProcessor and a Python version compatibility report are unrelated." + "reason": "Missing AutoImageProcessor import and Python version compatibility are unrelated bugs." }, { "left": "issue:45003", "right": "issue:47217", "accept": false, - "reason": "modeling_utils sys.modules access safety issue is unrelated to VL image-placeholder handling in user text." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to VL models failing on image placeholders in user text." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "Different problems: kernel registration/decorator issue vs Qwen3.5 variable-length position_ids behavior." + "reason": "Different failures: one is a use_kernels registration crash, the other is variable-length position_ids handling. Not the same bug." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug has no relation to unsafe sys.modules access in modeling_utils." + "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to modeling_utils sys.modules access." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "Different models and defects: dtype mismatch in SwitchTransformers/TimmWrapperModel vs hidden_states field returned incorrectly in VideoPrism classification output." + "reason": "These are distinct issues in different model heads and execution paths: dtype mismatch under torch.compile vs hidden_states/output formatting." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to empty-list IndexError in apply_chat_template." + "reason": "Qwen3OmniMoe video-input ValueError and empty-list chat template IndexError are unrelated." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "auto_docstring annotations crash and Qwen3.5 kernel registration failure are unrelated issues." + "reason": "auto_docstring future-annotations crash is unrelated to Qwen3.5 kernel registration failures." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "position_ids buffer access error and gemma-4 zero3 from_pretrained failure are different code paths and models." + "reason": "Reading position_ids after buffer registration is a different bug from Gemma-4 zero3 from_pretrained issues." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Pytest-xdist race on captured_info.txt is a test harness concurrency bug; stale num_return_sequences warning is a generation warning issue." + "reason": "Import performance and EOS token configuration mismatch are unrelated." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Import performance problem vs eos_token_id config mismatch; no shared underlying defect." + "reason": "pytest-xdist file race and stale num_return_sequences warning are completely different test/runtime issues." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "sliding_window issue in Qwen3-MoE and Qwen3.5 chat crash are different behavioral bugs." + "reason": "Sliding_window behavior in Qwen3-MoE and Qwen3.5 chat crashes do not look like the same underlying defect." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI codes in loading_report on non-terminal output is unrelated to GLM-5 RoPE implementation discussion." + "reason": "ANSI output formatting in loading_report is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "flash_attention crash on s_aux=None is a sink-less model attention bug; variable-length position_ids in Qwen3.5 is a separate issue." + "reason": "Flash-attention s_aux=None crash and variable-length position_ids handling are different failures." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3 MoE loading, but one is a LoRA compatibility break across hf4.x/hf5.x and the other is a generic Transformers 5.0.0.dev0 loading break. Too broad to merge." + "reason": "Both mention Qwen3 MoE, but one is LoRA compatibility across hf4.x/hf5.x and the other is base-model loading in 5.0.0.dev0. Not clearly the same bug." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Stale phonemizer language backend and inconsistent from_pretrained behavior inside Python classes are unrelated tokenizer/runtime issues." + "reason": "A stale phonemizer language backend bug is unrelated to inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "Unsafe sys.modules access and TimesFM window_size AttributeError are unrelated code paths." + "reason": "Unsafe sys.modules access and a TimesFM window_size AttributeError are unrelated." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Missing load-balancing loss when output_router_logits=False is an MoE loss accounting bug; D-FINE auxiliary losses off is a different model-training behavior." + "reason": "Loss-term gating bugs in different models are not the same code path or change." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "Bamba torch.compile + SDPA failure and PPDocLayoutV3 CPU/CUDA differences are different model/runtime issues." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to PPDocLayoutV3 CPU/CUDA result divergence." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline tokenizer cache loading failure and AttentionInterface.register behavior change are unrelated." + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior changes are distinct issues." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Deepseek tokenizer incorrect results and resize_token_embeddings not affecting output_embeddings are distinct tokenizer vs embedding-resize bugs." + "reason": "Deepseek tokenizer regression and resize_token_embeddings not updating output embeddings are different subsystems and symptoms." } ] }, @@ -13688,8 +13733,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -13749,8 +13794,8 @@ "issue:43540|issue:46655", "issue:43257|issue:45137", "issue:41950|issue:44220", - "issue:44451|issue:46752", "issue:45375|issue:45759", + "issue:44451|issue:46752", "issue:44479|issue:46655", "issue:44295|issue:44749", "issue:45292|issue:47000", @@ -13771,20 +13816,20 @@ "issue:29870|issue:30333", "issue:43526|issue:46894" ], - "prepared_review_unit_hash": "10f6f2d408ebade06e3a54b5eaa8a23d5df976bfd782ae5d174243526b96b9ac", + "prepared_review_unit_hash": "8853dc8692f6285ed27aaf4e8f71592b2e82773ab578414699fa9c1fd2080b78", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35588, + "serialized_chars": 35587, "estimated_input_tokens": 8897, "estimated_eval_tokens": 18050 }, @@ -13793,180 +13838,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated one-off regressions across different models/subsystems. I did not find any soft pair that clearly describes the same underlying bug or change, so no duplicate merges are warranted.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a loose collection of unrelated Transformers bug reports. The soft pairs only show superficial similarity (same subsystem, same model family, or same error class) and none look like the same underlying bug/change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44479 is the strongest representative issue here: it describes a clear, user-facing regression, names multiple affected models, and frames the failure around a specific release, making it a good anchor for the small subset of video/VL-related reports.", "canonical_pr_reason": null, - "best_issue_reason": "No true canonical issue stands out because the set is heterogeneous. If forced to pick a representative, issue 43295 is the strongest high-signal regression report: it names a specific release break, a concrete failure mode, and a reproducible custom-model scenario.", + "best_issue_reason": "issue:44479 is the best standalone issue because it is specific, reproducible in scope, and broad enough to be useful for triage among the similarly themed multimodal/video reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different symbols and different dependency breakages (Qwen2.5-VL image processor vs huggingface_hub offline helper)." + "reason": "Both are import errors, but they involve different symbols and modules; the evidence points to separate packaging/version problems rather than one shared bug." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different modules; no evidence of the same broken code path." + "reason": "Different missing names from different parts of the library; same error class, but not the same underlying defect." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch for a pipeline flag is unrelated to unsafe sys.modules access in modeling_utils." + "reason": "One is a docs/behavior mismatch and the other is an internal sys.modules access bug; unrelated fixes." }, { "left": "issue:46726", "right": "issue:47217", "accept": false, - "reason": "Both touch vision processing, but one is a missing/unknown image processor backend case and the other is an empty/user-text placeholder crash; different failure modes." + "reason": "Both involve processor/model input handling, but one is about missing vision backend detection and the other about image placeholders in user text; different code paths." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Both involve video inputs, but they affect different models and different layers of the pipeline (Qwen3OmniMoe validation vs SmolVLM video padding)." + "reason": "Both are video-processing failures, but they affect different models and describe different failure modes (Qwen3OmniMoe value error vs SmolVLM padding bug)." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Different DeepSpeed/accelerate failures: Qwen3 MOE weight conversion vs ZeRO3 deque underflow." + "reason": "Both mention DeepSpeed/accelerate, but the concrete failures are distinct: MOE weight conversion versus ZeRO3 deque/index errors." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification processor lookup bug is unrelated to `_torch_extract_fbank_features()`." + "reason": "These touch different pipelines and different bugs; no clear shared underlying change." }, { - "left": "issue:44451", - "right": "issue:46752", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Loading a specific model failing is unrelated to chat-template handling on empty input." + "reason": "Both are Qwen 3.5 multimodal config issues, but one is a missing config field and the other is wrong unwrapping in from_config; related area, not the same bug." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:44451", + "right": "issue:46752", "accept": false, - "reason": "Both concern composite Qwen configs, but one is a missing config field silently dropped and the other is AutoModelForCausalLM unwrap behavior; not the same bug." + "reason": "Completely different failures: model loading for one repo versus empty-list chat templating for the other." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both mention video regressions, but they target different models and distinct causes; too broad to merge." + "reason": "Same broad video-input area, but different model families and different root causes; too far apart to merge." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Reading a buffered position_ids tensor and slow filtering after upgrading are unrelated issues." + "reason": "A buffer-access error and a performance regression are not the same bug." }, { "left": "issue:45292", "right": "issue:47000", "accept": false, - "reason": "Token-embedding resize mismatch is unrelated to RTDetr loss infeasible cost-matrix crashes." + "reason": "One is about embedding resize propagation; the other is a loss assignment infeasibility error. No shared code-path." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "One is a regression around processor.tokenizer/image passing; the other is resize_token_embeddings not updating output embeddings. Different concrete code paths." + "reason": "Both involve model/processor API behavior, but they are distinct regressions with different symptoms and fixes." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "Both are Qwen3.5-related, but one is CPU offload rotary embedding compatibility and the other is kernel registration/decorator failure." + "reason": "Same model family, but one is CPU offload compatibility and the other is kernel registration/decorator handling; not the same bug." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "Different failures: ZeRO3 deque pop vs stale auto_mappings references breaking CI." + "reason": "DeepSpeed ZeRO3 runtime failure versus auto_mappings CI breakage are unrelated." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage is unrelated to Gemma 4 mm_token_type_ids defaulting." + "reason": "Different models and different problems: ESM2 breakage versus Gemma 4 token-type defaults." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Different symptoms and subsystems: import failure for a processor class vs BertModel index error under ZeRO3 init." + "reason": "Both are runtime errors during model loading/init, but they involve different models and distinct failure mechanisms." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to xdist worker race on captured_info.txt." + "reason": "A library internals bug versus a testing-utils race condition; different subsystems and fixes." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both mention embedding serialization/resizing, but one is tied lm_head.weight serialization and the other is t5gemma decoder.embed_tokens not resizing." + "reason": "Serialization of tied weights and resize_token_embeddings propagation are separate issues." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "Sam3 vision encoder missing attribute is not the same as SAM3-LiteText memory overflow." + "reason": "Both are SAM-related, but one is a missing attribute in video encoder output and the other is a memory overflow in a different model variant." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe bug report is unrelated to PPDocLayoutV3 CPU/CUDA divergence." + "reason": "Different model families and different problems; only weak thematic similarity." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "Missing processor.save_pretrained files is not the same as AutoProcessor backend-missing image processor error." + "reason": "Saving processor files and reporting unrecognized image processors are separate concerns." }, { "left": "issue:43526", "right": "issue:46897", "accept": false, - "reason": "BEiT fast processor label reduction bug is unrelated to Florence2 training-loss double-shift, despite both being training/preprocessing issues." + "reason": "Different tasks and model classes: label reduction in Beit versus training-loss double-shift in Florence2." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to Qwen3.5MoeVisionConfig field dropping." + "reason": "Both mention strict config handling, but the affected configs and failure modes are different." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Load balancing loss omission for MoE routing is unrelated to an AMP/CUDA crash in LwDetrImageLoss." + "reason": "Load-balancing loss gating and AMP/CUDA loss crashes are not the same underlying problem." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 is unrelated to tokenizer error masking when protobuf is absent." + "reason": "A model-loading regression and a protobuf-related tokenizer error are unrelated." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "Bart generate() decoder_attention_mask bug is unrelated to MLflow not reporting failed training jobs." + "reason": "UnboundLocalError during generation and MLflow job-reporting behavior are separate bugs." }, { "left": "issue:43526", "right": "issue:46894", "accept": false, - "reason": "BEiT label reduction and CohereASR training-loss double-shift are different model-specific bugs." + "reason": "The titles both mention label/loss bugs, but the model, training path, and failure are different." } ] }, @@ -13985,8 +14030,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -14053,8 +14098,8 @@ "issue:43723|issue:46710", "issue:42886|issue:45229", "issue:43065|issue:43408", - "issue:43931|issue:44368", "issue:46170|issue:46832", + "issue:43931|issue:44368", "issue:44188|issue:46202", "issue:44995|issue:45200", "issue:46132|issue:47145", @@ -14063,26 +14108,26 @@ "issue:43906|issue:46202", "issue:44188|issue:46421", "issue:45593|issue:47068", - "issue:45987|issue:46082", "issue:44995|issue:45588", + "issue:45987|issue:46082", "issue:44361|issue:44749", "issue:45685|issue:46431", "issue:44297|issue:44623" ], - "prepared_review_unit_hash": "8b61ec6ffac09b7a52bddc365d1b209b87a518ace9d0f2cd76fadf9bb3496be7", + "prepared_review_unit_hash": "63b48a1e401b2994cce5123bb147620427a980efe2d080716a075ff66011a2ef", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36141, + "serialized_chars": 36142, "estimated_input_tokens": 9036, "estimated_eval_tokens": 18328 }, @@ -14091,180 +14136,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are largely unrelated issues across different subsystems; the soft edges look like false positives and none are safe duplicate merges. No PRs are present in the cluster.", - "confidence": 0.84, - "canonical_issue_reason": "issue:44479 is the broadest concrete regression here: one bug affecting multiple Qwen video model variants, with enough discussion to serve as a plausible anchor if a representative issue is needed.", + "summary": "This cluster is not a duplicate set: it mixes unrelated tokenizer, vision, model-loading, deepspeed, cache, and attention bugs across many model families. All soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical duplicate exists here; the items are too heterogeneous to collapse onto one issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45229 has the highest engagement and a very actionable, well-scoped reproduction for a high-impact Gemma4 multi-GPU OOM, making it the strongest standalone issue in this set.", + "best_issue_reason": "Issue 44479 is the broadest representative report in the set (a regression spanning multiple Qwen video variants), but it still does not meaningfully cover the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Both mention Flash Attention 2.0, but one is a Nemotron model support error and the other is a generic flash-attention topic; different bug classes." + "reason": "Different problems: Nemotron Flash Attention 2 support vs a generic Flash Attention 2.0 topic." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Qwen video regression vs Windows/ROCm import failure from torch.distributed; unrelated subsystems and failure modes." + "reason": "Unrelated: Qwen video-input regression vs Windows/ROCm import errors from a torch.distributed dependency." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma-4 ZeRO3 from_pretrained loading issue vs Deepspeed optimizer stepping twice; not the same code-path problem." + "reason": "Different code paths: Gemma-4 ZeRO-3 loading vs deepspeed optimizer stepping twice." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "One is a tied-weights warning in Qwen3-Next, the other is a PatchTSTMixer post_init policy issue; no shared underlying defect." + "reason": "Both are Qwen/architecture-related, but one is tied-weights warning behavior and the other is a patchtsmixer post_init policy issue." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "DETR cardinality/background-class bug vs Qwen3.5 variable-length position_ids bug; different model families and logic." + "reason": "DET R cardinality/background-class bug vs Qwen3.5 variable-length position_ids bug." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration vs ESM2 model breakage; only superficially both tokenizer/model issues." + "reason": "Tokenizer special-token decode bug vs an ESM2 model breakage; not the same underlying defect." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Both involve Qwen3.5, but one is a tied-embeddings warning during LoRA fine-tuning and the other is a flash-attention generation failure; not the same fix." + "reason": "Same model family, but one is a warning about tied embeddings and the other is a flash-attention generation failure." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "SAM3 video encoder missing attribute vs Qwen3OmniMoe video input ValueError; unrelated models and failures." + "reason": "Different models and failures: SAM 3 video missing attribute vs Qwen3OmniMoe video-processing ValueError." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to the Windows/ROCm import dependency problem." + "reason": "Strict config loading for granite_speech is unrelated to a Windows/ROCm torch.distributed import failure." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory lifecycle issue vs MaskGenerationPipeline last-batch handling; different components and fixes." + "reason": "RT-DETR memory leak vs MaskGenerationPipeline dropping final partial-batch results." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "Tokenizer loading in v5 vs DeepSeek accuracy regression after upgrade; one is loading behavior, the other model quality." + "reason": "Tokenizer loading bug in v5 vs model accuracy regression after an upgrade; different failure modes." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading bug vs Gemma4 multi-GPU OOM; no meaningful overlap beyond both being user-facing regressions." + "reason": "Offline tokenizer cache loading vs Gemma4 multi-GPU CUDA OOM; unrelated." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "SAM3 PixelDecoder dummy Conv2d implementation detail vs a model-type warning when instantiating tracker from video config; not the same bug." + "reason": "SAM3 pixel-decoder implementation detail vs a model-type mismatch warning during instantiation." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:46170", + "right": "issue:46832", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 tied-embeddings warning; different model versions and root causes." + "reason": "Windows/ROCm import issue vs RTDetrModel forward shape/type mismatch; not the same bug." }, { - "left": "issue:46170", - "right": "issue:46832", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "Import/dependency failure on Windows/ROCm vs RTDetr forward feature-level mismatch; unrelated areas." + "reason": "Qwen3-VL weight-shape mismatch vs a Qwen3.5 tied-embeddings warning." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip on \u2581; different symptoms and code paths." + "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip token handling; unrelated." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa stale cache crash on second forward vs Gemma4 mm_token_type_ids defaulting; not the same defect." + "reason": "GlmMoeDsa stale cache crash vs Gemma 4 mm_token_type_ids defaulting; different subsystems." }, { "left": "issue:46132", "right": "issue:47145", "accept": false, - "reason": "AttentionInterface.register behavior change vs FP8 checkpoint load corruption; completely different mechanisms." + "reason": "AttentionInterface.register behavior change vs FP8 compressed-tensors missing weight_scale on load." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Qwen3.5 embedding warning in fine-tuning vs stale num_return_sequences warning in paged generate; unrelated." + "reason": "Both are warnings, but one is tied embeddings and the other is stale num_return_sequences handling in paged generate." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat/completions API rejection vs Gemma token roundtrip failure; different surfaces and fixes." + "reason": "API request validation issue vs Gemma pipeline roundtrip failure; not the same underlying bug." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "Isolated reproduction of an external issue vs Gemma pipeline token roundtrip bug; no evidence of same underlying change." + "reason": "An isolated reproduction of another issue is not evidence of the same bug as a Gemma pipeline roundtrip failure." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Both mention caching/compile behavior, but one is kernel divergence under torch.compile while the other is cache lazy init causing recompilation; not mergeable as one bug." + "reason": "Different performance/compilation issues: attention kernel branching vs cache lazy initialization recompilation." }, { "left": "issue:45593", "right": "issue:47068", "accept": false, - "reason": "D-FINE auxiliary-loss logic vs a CUDA tensor branch causing host sync in deepspeed loss; unrelated code paths." + "reason": "D-FINE auxiliary-loss behavior vs host synchronization in deepspeed_sp_compute_loss; unrelated." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "StaticCache return-type bug vs LlamaConfig head_dim validation; different API layers." + "reason": "Stale indexer cache crash vs flash_attention s_aux=None AttributeError; different code paths." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "GlmMoeDsa stale indexer cache crash vs flash_attention.py s_aux=None AttributeError; different components and failure triggers." + "reason": "StaticCache return-type contract bug vs LlamaConfig head_dim validation; not the same defect." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError vs broad performance regression after upgrade; no shared bug." + "reason": "MLukeTokenizer AttributeError on tasks vs a transformers upgrade performance regression; unrelated." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MoE MPS histogram kernel type error vs processor lacking chat template; unrelated." + "reason": "MPS histogram/int limitation in MOE vs missing chat template in processor.save/load; different problems." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Tokenizer save_pretrained config mismatch vs processor save_pretrained missing files; both serialization-related but not the same artifact or fix." + "reason": "Both involve save_pretrained, but one is tokenizer_class metadata mismatch and the other is missing processor files; too different to merge." } ] }, @@ -14283,8 +14328,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -14347,236 +14392,227 @@ "issue:44964|issue:45137", "issue:44871|issue:46132", "issue:45375|issue:45478", - "issue:46752|issue:47020", "issue:43475|issue:46821", + "issue:46752|issue:47020", "issue:43475|issue:43643", "issue:44373|issue:46851", - "issue:45561|issue:47217", "issue:45230|issue:45397", + "issue:45561|issue:47217", "issue:42994|issue:43482", "issue:44188|issue:46851", "issue:45310|issue:45375", "issue:44038|issue:44623", "issue:43232|issue:43673", "issue:28282|issue:30990", - "issue:46877|issue:47000", - "issue:41628|issue:44933", - "issue:39692|issue:46726", "issue:42994|issue:43525", + "issue:39692|issue:46726", + "issue:41628|issue:44933", + "issue:46877|issue:47000", "issue:46463|issue:46877", "issue:44869|issue:45356" ], - "prepared_review_unit_hash": "fe6bd8564e2a5ef19738f68d46b91d6224a861691e48effb3ffc199d2a1298f3", + "prepared_review_unit_hash": "bba1ff4148ecbb805d7de6b471eb762c5217c05fb55ec7e8ee64dd61911071e7", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35259, - "estimated_input_tokens": 8815, - "estimated_eval_tokens": 17886 + "serialized_chars": 35255, + "estimated_input_tokens": 8814, + "estimated_eval_tokens": 17884 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated issue reports. The only likely related thread is the Qwen3.5-MoE loading/config trio around 45310, 45375, and 45478, but the evidence is only symptom/title-level overlap, so I would not treat them as definite duplicates. No pull requests are present.", - "confidence": 0.52, - "canonical_issue_reason": "45310 is the broadest anchor because it captures the user-facing Qwen3.5 MoE `from_pretrained` failure. 45375 and 45478 look related to the same general Qwen3.5-MoE loading/config area, but the packet does not show enough evidence to collapse them into one confirmed root cause.", + "summary": "This cluster is heterogeneous: most items are unrelated model-specific regressions, docs/import issues, generation bugs, and test/infrastructure problems. None of the soft pairs look like true duplicates or the same concrete fix path, so I would reject all soft edges.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43646 is the broadest and most central item in the set: a transformer v5.0 custom model initialization regression. The other issues are narrower model/config/runtime failures or unrelated tooling/docs bugs, so this is the best representative issue despite the cluster being mixed.", "canonical_pr_reason": null, - "best_issue_reason": "45310 is the best representative issue for the Qwen3.5-MoE cluster because it states the general loading failure; 45375 and 45478 are narrower symptom reports that may be related, but not proven duplicates.", + "best_issue_reason": "issue:43646 is the strongest global representative because it captures a high-level v5 regression affecting model initialization, while the rest are mostly specific downstream manifestations or separate bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "Different subsystems and failures: auto-docstring annotation parsing vs cache-length arithmetic in generation prefill." + "reason": "Auto-docstring annotation handling and cache seq-length arithmetic are unrelated code paths and symptoms." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch and tokenizer/data-filtering slowdown are unrelated bugs." + "reason": "Checkpoint key mismatch during resume and tokenizer/filtering slowdown are different problems." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 pixel decoder placeholder-conv issue is unrelated to MaskGenerationPipeline dropping final partial-batch results." + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to MaskGenerationPipeline dropping a final partial batch." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Data filtering slowdown and deepspeed optimizer-step duplication are different code paths and symptoms." + "reason": "Data processing slowdown and DeepSpeed optimizer double-step are separate runtime behaviors." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "SigLIP2 wrong outputs with AutoModel/pipeline is not the same as AutoProcessor\u2019s missing-vision-backend import error." + "reason": "Wrong SigLIP2 outputs and AutoProcessor backend-missing error are different vision-model issues." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save_pretrained file emission bug is unrelated to the deepspeed optimizer-step duplication." + "reason": "Processor save_pretrained file handling has no overlap with optimizer stepping twice under deepspeed." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "A broad v5 custom-model-init regression does not match the specific ESM2 breakage; too little evidence of one underlying bug." + "reason": "Both are v5 regressions, but custom model initialization and ESM2 breakage are different model-specific failures." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal loading failure and a DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque underflow are unrelated failures." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id mismatch is unrelated to AttentionInterface.register changing registered-function behavior." + "reason": "Gemma eos_token_id mismatch and AttentionInterface.register behavior change are different configuration/runtime issues." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5-MoE loading complaints, but the evidence is only title-level similarity; not enough to confirm the same root cause." + "reason": "Missing deepstack_visual_indexes in a config is not the same bug as the Qwen3.5 Moe from_pretrained error." }, { - "left": "issue:46752", - "right": "issue:47020", + "left": "issue:43475", + "right": "issue:46821", "accept": false, - "reason": "Empty-chat-template IndexError and XLMRobertaTokenizer Unigram init type mismatch are different bugs." + "reason": "SAM 3 Video missing fpn_position_embeddings and TimesFM window_size AttributeError are unrelated model bugs." }, { - "left": "issue:43475", - "right": "issue:46821", + "left": "issue:46752", + "right": "issue:47020", "accept": false, - "reason": "SAM3 vision output attribute loss is unrelated to TimesFM window_size attribute access." + "reason": "Empty chat template list IndexError and Unigram receiving a dict are different failure modes in different APIs." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Missing SAM3 vision output fields and trust_remote_code missing fields in AutoConfig are separate issues." + "reason": "SAM 3 Video attribute loss and AutoConfig trust_remote_code field dropping are not the same underlying bug." }, { "left": "issue:44373", "right": "issue:46851", "accept": false, - "reason": "A wrong docstring for position_ids is not the same as a runtime variable-length position_ids failure." + "reason": "A docstring mismatch for position_ids is unrelated to a real variable-length input bug in Qwen3.5." }, { - "left": "issue:45561", - "right": "issue:47217", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "A pytest-xdist file race is unrelated to VL image-placeholder handling in user text." + "reason": "A placeholder bug report and gemma-4 zero3 from_pretrained failure are not the same issue." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:45561", + "right": "issue:47217", "accept": false, - "reason": "A generic bug report and a Gemma-4 ZeRO3 loading issue do not describe the same bug." + "reason": "pytest-xdist captured_info.txt races and VL image placeholder handling are unrelated." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different operations and code paths." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure with v5 are different code paths." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to Qwen3.5 variable-length position_ids handling." + "reason": "Attention kernel divergence under torch.compile and Qwen3.5 variable-length position_ids are separate bugs." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Same subsystem, but the packet only supports a likely relation: broad `from_pretrained` error vs specific missing-field report." + "reason": "The Qwen3.5 Moe from_pretrained error and missing deepstack_visual_indexes field are distinct config/model issues." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe loading on transformers v5 and missing files from processor.save_pretrained are unrelated." + "reason": "Qwen3-VL-Moe loading and processor.save_pretrained missing files are unrelated subsystems." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Generation kwargs update after sync_gpus and missing cache during chunked_prefill are related only at a high level, not the same concrete bug." + "reason": "Generation kwargs update after sync_gpus and missing generation cache during chunked_prefill are different generation regressions." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch not installed import error and Sentence Transformers loading hang are unrelated." + "reason": "PyTorch missing import error and Sentence Transformers hanging on load are not the same failure." }, { - "left": "issue:46877", - "right": "issue:47000", + "left": "issue:42994", + "right": "issue:43525", "accept": false, - "reason": "Import-time doc-lint stdout noise is unrelated to RTDetrLoss cost-matrix infeasibility." + "reason": "Quantized model saving and Llama4Config missing pad_token_id are unrelated bugs." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:39692", + "right": "issue:46726", "accept": false, - "reason": "Both mention imports, but they involve different symbols and failure modes; not enough to be the same underlying bug." + "reason": "SigLIP2 documentation example errors and missing-vision-backend AutoProcessor messaging are different issues." }, { - "left": "issue:39692", - "right": "issue:46726", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "SigLIP2 documentation-example errors and missing vision-backend processor import errors are different problems." + "reason": "Top-level AutoImageProcessor import failure and image_utils export/import mismatch are similar in theme but not clearly the same bug." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:46877", + "right": "issue:47000", "accept": false, - "reason": "Quantized saving failure and Llama4Config missing pad_token_id are unrelated." + "reason": "Import-time doc-lint stdout noise and RTDetrLoss infeasible cost matrix are unrelated." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "T5 decoder-input validation messaging and auto_docstring import-time diagnostics are unrelated." + "reason": "T5 decoder input validation messaging and auto_docstring import-time diagnostics are different subsystems." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decoding crash and Kimi tokenizer codec regression are distinct tokenizer/decoding issues." - }, - { - "left": "issue:45230", - "right": "issue:45397", - "accept": false, - "reason": "No shared concrete code path; one is an unspecific report and the other is a Gemma-4 loading bug." + "reason": "Whisper timestamp decoding crash and Kimi tokenizer codec regression are unrelated tokenizer/decoder bugs." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The mostly-unrelated clustering is grounded, but the positive soft-edge verdicts are too strong for the evidence available. In particular, the packet only shows title-level similarity for 45375 and 45478: one is a missing `deepstack_visual_indexes` field in `Qwen3_5MoeVisionConfig`, while the other is a generic `Qwen3.5 Moe from_pretrained error`. That supports a possible relation, but not a firm claim that they are the same underlying bug. The same caution applies to 45310 \u2194 45375. If you keep this cluster, the summary should be softened to say these issues are likely related rather than definitely the same root cause, and it should mention 45478 alongside 45310/45375 if it is part of the cluster." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -14589,15 +14625,13 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ "issue:30333", - "issue:30990", "issue:33290", - "issue:35141", "issue:36010", "issue:41628", "issue:42175", @@ -14633,6 +14667,7 @@ "issue:45406", "issue:45561", "issue:45593", + "issue:45712", "issue:45753", "issue:46202", "issue:46326", @@ -14651,237 +14686,237 @@ "issue:45137|issue:47000", "issue:41628|issue:44351", "issue:36010|issue:41628", - "issue:44038|issue:45310", "issue:42994|issue:43824", + "issue:44038|issue:45310", "issue:44222|issue:45310", "issue:44857|issue:46877", "issue:44661|issue:47059", - "issue:44945|issue:45753", "issue:45081|issue:45103", + "issue:44945|issue:45753", "issue:45593|issue:46877", - "issue:45406|issue:46202", "issue:46202|issue:46701", + "issue:45406|issue:46202", "issue:45561|issue:47059", "issue:43232|issue:44792", "issue:42831|issue:44222", "issue:42673|issue:43704", "issue:42175|issue:44933", "issue:45405|issue:46877", - "issue:30333|issue:33290", "issue:44743|issue:47068", - "issue:44496|issue:45561", + "issue:30333|issue:33290", "issue:43976|issue:44933", + "issue:44496|issue:45561", "issue:42898|issue:44568", - "issue:30990|issue:35141" + "issue:42175|issue:45712" ], - "prepared_review_unit_hash": "55e1a8bb436e37f4c82a1de5cd6337ada2bbf911dcc771dc3b3cb15077cefd90", + "prepared_review_unit_hash": "8ed4624dff77642022cf28ce45777c1420d9ff5046e970982e1c9ae923c59274", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36236, - "estimated_input_tokens": 9059, - "estimated_eval_tokens": 18374 + "serialized_chars": 35699, + "estimated_input_tokens": 8925, + "estimated_eval_tokens": 18106 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The only clear duplicate pair is the two identical Qwen3ForCausalLM VRAM-leak reports; the other soft pairs share broad themes (imports, tokenizers, FP8, Qwen, deepspeed) but describe different concrete bugs or code paths.", - "confidence": 0.88, - "canonical_issue_reason": "issue:42673 is the best canonical issue: it is the earlier, more discussed report of the exact same Qwen3ForCausalLM multithreaded VRAM leak as issue:43704.", + "summary": "This cluster is mostly heterogeneous and should not be merged broadly. The only clear duplicate pair is the Qwen3ForCausalLM VRAM leak report (issue:42673 / issue:43704); the rest are different bugs, regressions, or feature issues in unrelated code paths.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the better canonical issue for the one true duplicate pair: it is the older, fuller report of the same Qwen3ForCausalLM VRAM leak symptom later repeated in issue:43704.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest representative issue in this set because it is the only clear duplicate anchor and has more discussion/inbound references than its twin.", + "best_issue_reason": "issue:42673 is the best issue to anchor this set because it is the only clear duplicate target and has the strongest discussion trail among the matching pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Both are tokenizer-related, but one is an AutoTokenizer v5 import/loading issue and the other is a mistral_common continue_final_message bug." + "reason": "Both are tokenizer-related, but one is an AutoTokenizer v5 loading issue and the other is a mistral_common continue_final_message bug; different failure modes." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "Unrelated bugs: packaging/backend extras vs remote-code checkpoint meta-init incompatibility." + "reason": "TF32 API guidance and InternVL2 meta-initialization incompatibility are unrelated problems." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Different failures: sentence-transformers import NameError vs Qwen3.5 kernel registration ValueError." + "reason": "Different imports and code paths: sentence-transformers nn import failure vs Qwen3.5 kernel registration crash." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Both affect inference, but one is quantization/offloading behavior and the other is wrong output under pipeline parallelism." + "reason": "Quantization offloading and pipeline-parallelism incorrect output are different classes of bugs." }, { "left": "issue:45137", "right": "issue:47000", "accept": false, - "reason": "Different training errors: DeepSpeed ZeRO3 deque underflow vs RTDetrLoss infeasible cost matrix." + "reason": "DeepSpeed ZeRO3 deque error and RTDetrLoss infeasible cost matrix are unrelated." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different missing exports." + "reason": "Both are import errors, but for different symbols and likely different release regressions; not the same bug." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Different missing imports: GenerationMixin vs AutoImageProcessor." + "reason": "GenerationMixin import failure and AutoImageProcessor import failure are separate missing-export issues." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "Related model family, but different concrete failures and versions; not the same bug." + "reason": "Quantized model saving and Qwen2.5-VL import failure do not share the same underlying code path." }, { - "left": "issue:42994", - "right": "issue:43824", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Quantized save failure vs Qwen2.5-VL import error are unrelated." + "reason": "Both mention Qwen3.5/Moe, but one is a transformers 5.0 Qwen3-VL-Moe issue and the other is a newer from_pretrained regression; too different to merge." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3.5/MoE, but one is FP8 save_pretrained and the other is from_pretrained loading failure." + "reason": "FP8 save_pretrained failure and from_pretrained loading failure are distinct operations and bugs." }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "Different areas entirely: AMP/CUDA loss crash vs docstring lint output at import time." + "reason": "AMP/CUDA loss crash and auto_docstring stdout diagnostics are unrelated." }, { "left": "issue:44661", "right": "issue:47059", "accept": false, - "reason": "Model-mapping logic bug vs CLI compatibility break with huggingface_hub." + "reason": "Tokenizer mapping/model-add logic is unrelated to a huggingface_hub CLI completion API break." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Incorrect outputs under pipeline parallelism is not the same as a Qwen3_5 image-specific infinite loop." + "reason": "Mistral regex patch crash and auto_docstring annotation handling are different subsystems." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "Tokenizer regex patch crash vs auto_docstring annotation processing crash; different subsystems." + "reason": "Incorrect pipeline-parallel output and a Qwen3_5 infinite loop on one image are not the same defect." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "Model loss behavior vs docstring import-time logging are unrelated." + "reason": "D-FINE auxiliary-loss behavior and auto_docstring import-time logging are unrelated." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:46202", + "right": "issue:46701", "accept": false, - "reason": "Both Gemma-related, but processor _tokenizer crash and Gemma pipeline roundtrip failure are different issues." + "reason": "Both involve Gemma pipelines, but one is tokenizer roundtrip behavior and the other is an image-text-to-text pipeline output class issue." }, { - "left": "issue:46202", - "right": "issue:46701", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "Different Gemma pipeline failures with different outputs and symptoms." + "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip failure are different bugs." }, { "left": "issue:45561", "right": "issue:47059", "accept": false, - "reason": "pytest-xdist file-race bug vs CLI breakage from a hub version change." + "reason": "A pytest-xdist file race and a CLI completion attribute error are unrelated." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs update bug vs Janus image generation test failure are not the same code-path problem." + "reason": "Generation kwargs update after sync_gpus and janus image-generation test failure do not point to the same code path." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Both involve FP8, but one is accuracy degradation and the other is save_pretrained failure." + "reason": "Both mention FP8, but one is an accuracy issue and the other is a save_pretrained bug." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact duplicate: same Qwen3ForCausalLM VRAM leak in multiple dataloader threads, with identical title and symptom." + "reason": "Exact same Qwen3ForCausalLM VRAM leak symptom with multiple dataloader threads; clear duplicate." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Packaging/backend dependency issue vs nonexistent image_utils import; no meaningful overlap." + "reason": "TensorFlow backend packaging and a missing import from image_utils are unrelated." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "PEFT version pinning problem vs doc-lint stdout noise are unrelated." - }, - { - "left": "issue:30333", - "right": "issue:33290", - "accept": false, - "reason": "MLflow reporting failure vs Deepspeed/Adafactor OOM are distinct training problems." + "reason": "PEFT minimum version bump and auto_docstring stdout diagnostics are unrelated maintenance issues." }, { "left": "issue:44743", "right": "issue:47068", "accept": false, - "reason": "Qwen3.5 recurrent-state reset bug vs host synchronization concern in Deepspeed loss computation." + "reason": "Qwen3.5 recurrent-state reset and DeepSpeed host synchronization are different problems." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Model config resolution error vs xdist captured_info.txt race are unrelated." + "reason": "MLflow reporting on failed training jobs and AdaFactor OOM in DeepSpeed are not the same issue." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility issue vs missing image_utils import; different failure modes." + "reason": "Python version compatibility and a missing image_utils import are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model config and a pytest-xdist file race are unrelated." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer behavior regressions, but one is cleanup-space behavior in v5 and the other is BOS/EOS handling for a specific tokenizer." + "reason": "Both are tokenizer behavior changes, but one is a generic v5 cleanup behavior change and the other is a specific BOS/EOS regression for mdeberta-v3-base." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Sentence Transformers loading stall vs token embedding reinitialization are unrelated." + "reason": "Torch-only install backend packaging and leftover dummy_pt_objects cleanup are different repository hygiene issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet. The canonical issue choice is supported by the earlier creation date and higher discussion on 42673, and the duplicate claim for 43704 is backed by the identical title/symptom. The soft-edge verdicts are generally conservative: they mostly reject pairs that share only broad themes but differ in concrete bug, subsystem, or code path." + "feedback": "The summary is grounded in the packet: the only clearly matching pair is issue:42673/issue:43704, which share the same title and symptom, with 42673 being the older and more detailed report. The soft-edge verdicts are conservative overall and do not overstate duplicate evidence." }, "evaluator_used": true, "retried": false, @@ -14897,8 +14932,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -14906,10 +14941,11 @@ "issue:27957", "issue:28282", "issue:30333", + "issue:30990", "issue:34689", + "issue:35141", "issue:36331", "issue:39692", - "issue:42175", "issue:42222", "issue:42673", "issue:42898", @@ -14939,7 +14975,6 @@ "issue:45310", "issue:45600", "issue:45656", - "issue:45712", "issue:45812", "issue:46077", "issue:46123", @@ -14951,9 +14986,9 @@ "issue:47085" ], "soft_pairs": [ - "issue:42175|issue:45712", - "issue:43479|issue:46829", + "issue:30990|issue:35141", "issue:44568|issue:47085", + "issue:43479|issue:46829", "issue:44623|issue:45310", "issue:44186|issue:47085", "issue:42673|issue:46693", @@ -14965,8 +15000,8 @@ "issue:43479|issue:44869", "issue:39692|issue:46909", "issue:43784|issue:43824", - "issue:42898|issue:44779", "issue:27957|issue:30333", + "issue:42898|issue:44779", "issue:42673|issue:47085", "issue:44843|issue:47085", "issue:30333|issue:34689", @@ -14974,222 +15009,222 @@ "issue:42898|issue:43295", "issue:43874|issue:45092", "issue:44295|issue:45656", - "issue:30333|issue:36331", "issue:42222|issue:45200", + "issue:30333|issue:36331", "issue:42898|issue:44448", "issue:22355|issue:28282", "issue:44222|issue:44297", "issue:44734|issue:45103", "issue:44075|issue:46231" ], - "prepared_review_unit_hash": "59bb4b9c530ac03f36e8ffe374901e567dd950a783cb94d75c43355a0ccf408e", + "prepared_review_unit_hash": "6bb70f30a6158cdb50d205fb0a0725868e0c923f4200db64a0e7c7294d39b167", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36361, - "estimated_input_tokens": 9091, - "estimated_eval_tokens": 18438 + "serialized_chars": 36320, + "estimated_input_tokens": 9080, + "estimated_eval_tokens": 18416 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issue reports; they share broad Transformers-v5 regression language, but not the same concrete bug. I would keep them separate and use the tokenizer behavior regression report as the best representative issue.", - "confidence": 0.88, - "canonical_issue_reason": "issue:42898 is the most general, clearly version-scoped regression report among the set and best fits as an umbrella canonical issue for nearby tokenizer-behavior complaints.", + "summary": "These soft pairs mostly look like broad semantic matches rather than the same underlying defect. They span unrelated tokenizer, model-loading, training, multimodal, and documentation problems, so none should be merged as duplicates.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 45812 is the best representative issue: it is a concrete, high-impact tokenizer regression with a clear v4\u2192v5 boundary and a precise user-visible symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the strongest representative issue: it states a concrete v5 behavior change, is broad enough to anchor related tokenizer regressions, and is more general than the model-specific reports.", + "best_issue_reason": "Issue 45812 is the strongest standalone issue to anchor this set because it is specific, actionable, and clearly describes a reproducible regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Different problems: backend packaging dependency vs leftover dummy classes / repo lint failure." + "reason": "Different bugs: a loading hang vs. embedding reinitialization after resize; no shared code-path evidence." }, { - "left": "issue:43479", - "right": "issue:46829", + "left": "issue:44568", + "right": "issue:47085", "accept": false, - "reason": "Unrelated multimodal config initialization bug vs VideoPrism output field mix-up." + "reason": "Both involve tokenizers, but one is a special-tokens regression and the other is a thread-safety issue; different failure modes." }, { - "left": "issue:44568", - "right": "issue:47085", + "left": "issue:43479", + "right": "issue:46829", "accept": false, - "reason": "Specific tokenizer special-token regression vs tokenizer thread-safety regression; different code paths." + "reason": "Unrelated model components: multimodal config default initialization vs. incorrect hidden_states wiring in a classifier output." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained failure; not the same defect." + "reason": "Different load/save failures: missing processor artifacts vs. a from_pretrained error for Qwen3.5 MoE." }, { "left": "issue:44186", "right": "issue:47085", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to fast tokenizer thread safety." + "reason": "LayoutLM tokenizer NER/padding crash and fast-tokenizer thread safety are separate code paths." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM with dataloader threads is not the same as FA2 long-context performance regression." + "reason": "Distinct performance bugs: VRAM leak across dataloader threads vs. FA2 long-context regression." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are v5 tokenizer regressions, but one is cleanup behavior and the other is wrong token IDs for Granite models; too different to merge." + "reason": "Both are tokenizer regressions, but one is about cleanup-space behavior while the other is wrong token IDs for Granite models; not the same bug." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Gemma4 attention-mask construction bug vs MaskGenerationPipeline partial-batch flag bug." + "reason": "Different logic: bidirectional attention mask construction vs. final partial-batch handling in a pipeline." }, { "left": "issue:45600", "right": "issue:47059", "accept": false, - "reason": "auto_mappings cleanup issue vs CLI incompatibility with huggingface_hub 1.22.0; unrelated subsystems." + "reason": "Auto-mapping config references and CLI completion breakage from huggingface_hub are unrelated issues." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "AutoTokenizer.from_pretrained v5 loading issue vs add_special_tokens BOS/EOS regression; distinct failure modes." + "reason": "Both are tokenizer v5 problems, but one is AutoTokenizer loading and the other is add_special_tokens/BOS-EOS behavior on a specific model." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error vs documentation parameter-name mismatch; not duplicates." + "reason": "Notebook syntax error and doc parameter-name mismatch are separate documentation problems." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Phi4MultimodalConfig defaults bug vs Whisper word timestamp decode crash; unrelated." + "reason": "Different model paths: Phi4 multimodal config initialization vs. Whisper timestamp decode crash." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Both are broken docs examples, but for different models and different example failures." + "reason": "Both are broken docs examples, but they concern different examples and different failure causes." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Sentence-transformers import NameError vs missing Qwen2.5-VL symbol export; different import paths and causes." + "reason": "Separate import failures: sentence-transformers NameError vs. missing Qwen2_5_VL export." }, { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:27957", + "right": "issue:30333", "accept": false, - "reason": "Both mention v5 tokenizer regressions, but the reported behaviors are different enough that a shared underlying bug is not established." + "reason": "Different subsystems entirely: Flash Attention model support vs. MLFlow reporting after failed training jobs." }, { - "left": "issue:27957", - "right": "issue:30333", + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "Flash Attention 2 issue for XLM-Roberta vs MLFlow reporting bug after failed training jobs." + "reason": "Related only at a high level to v5 tokenizer changes; the concrete symptom and likely root cause differ." }, { "left": "issue:42673", "right": "issue:47085", "accept": false, - "reason": "Model VRAM leak in threaded dataloaders is not the same as tokenizer thread-safety breakage." + "reason": "VRAM leak in multi-threaded dataloading is not the same as tokenizer thread-safety regressions." }, { "left": "issue:44843", "right": "issue:47085", "accept": false, - "reason": "Offline-mode model_info call bug vs tokenizer thread-safety regression; different code paths." + "reason": "Offline-model_info behavior in AutoTokenizer is a load-time network bug, not a tokenizer thread-safety bug." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLFlow failure-reporting issue vs Llama 3.2 Vision model-loading regression." + "reason": "MLFlow job state reporting and Llama 3.2 Vision model loading are unrelated regressions." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Multimodal config initialization bug vs ModelOutput key assignment bug; unrelated." + "reason": "Config defaulting bug vs. ModelOutput key assignment bug; different objects and code paths." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Both are v5 regressions around tokenizer/processor behavior, but one is cleanup semantics and the other is processor.tokenizer/image-handling breakage." + "reason": "Tokenizer cleanup semantics and processor.tokenizer/image-passing regression are different API breakages." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image-processor method vs remote-code checkpoint/meta-init incompatibility; not the same bug." + "reason": "Missing image-patch helper and old InternVL2 meta-init incompatibility are different multimodal issues." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "position_ids buffer/read bug vs Deepspeed double optimizer-step bug; unrelated." + "reason": "Position_ids buffer access and duplicated optimizer.step under deepspeed are unrelated." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "MLFlow job-status reporting vs CustomTrainer compute_loss signature mismatch." + "reason": "Broken VitPose models and Gemma4 mm_token_type_ids defaults are separate multimodal bugs." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "VitPose model breakage vs Gemma 4 mm_token_type_ids defaulting bug; different models and failures." + "reason": "MLFlow failure reporting and CustomTrainer compute_loss signature mismatch are distinct training issues." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "The Pegasus output difference may be caused by the v5 tokenizer behavior change, but the issue as stated is model-specific and not clearly the same concrete bug." + "reason": "Both are v5 behavior regressions, but one is cleanup-space semantics and the other is Pegasus output differences; not the same defect." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Missing transformers.onnx module vs missing PyTorch dependency for AutoModel; unrelated import errors." + "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import/dependency errors." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained moe bug vs tokenizer_class mismatch in saved config; different save-path issues." + "reason": "FP8 MoE save_pretrained behavior and tokenizer_class mismatch on save_pretrained are different serialization bugs." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "serve KV-cache indexing crash vs auto_docstring AttributeError; unrelated." + "reason": "KV-cache indexing in /v1/responses and auto_docstring future-annotations handling are unrelated." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer SGD args ignored vs docs parameter-name mismatch; different layer of the stack." + "reason": "Optimizer step argument handling and a docs parameter-name mismatch are not the same issue." } ] }, @@ -15208,8 +15243,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -15286,8 +15321,8 @@ "issue:46614|issue:46932", "issue:43504|issue:47059", "issue:44263|issue:45092", - "issue:44295|issue:44623", "issue:44263|issue:44373", + "issue:44295|issue:44623", "issue:46209|issue:46431", "issue:30990|issue:38175", "issue:44190|issue:46082", @@ -15295,220 +15330,220 @@ "issue:43232|issue:45834", "issue:43475|issue:46305" ], - "prepared_review_unit_hash": "b08cfa688b81f6768756dbc87248187b374153b0c4d74d04573745b353d558c5", + "prepared_review_unit_hash": "dbd6ea125f607e7695832bec094077e595b5d9a76fab021dff859fb26cf8b03d", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36688, - "estimated_input_tokens": 9172, - "estimated_eval_tokens": 18600 + "serialized_chars": 36692, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly superficial text matches across unrelated Transformer bugs; none looks like the same concrete fixable issue, so no soft edge should be accepted.", - "confidence": 0.89, - "canonical_issue_reason": "No true canonical duplicate stands out here because the items span many different bugs; if forced to pick one representative, issue 43232 is the most central concrete runtime report, but it is still not a duplicate of the others.", + "summary": "This cluster is a heterogeneous mix of unrelated Transformers issues (tokenizers, configs, FP8, generation, CLI/tests, multimodal models, etc.). No single duplicate-canonical issue or PR emerges from the titles alone.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated code paths and model families, so they do not appear to be one underlying bug cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43232 is the best representative of the set because it is the most central and concrete runtime bug report among the candidates, though the cluster is too heterogeneous to treat as one duplicate group.", + "best_issue_reason": "No issue is a good global representative because the set is not a true duplicate cluster; forcing a canonical issue would conflate unrelated regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different example-script failures: multi-label classification empty output vs image-classification local dataset loading." + "reason": "Both are example-script failures, but one is multi-label empty output and the other is local dataset loading; different bugs and code paths." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "Version pin/release availability issue vs leftover dummy-class cleanup; unrelated." + "reason": "One is a version pin/release concern, the other is leftover dummy classes failing repo checks; unrelated maintenance issues." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save metadata mismatch vs DeepSpeed optimizer stepping twice; different bugs." + "reason": "Tokenizer save metadata mismatch is unrelated to deepspeed causing duplicate optimizer steps." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy regression vs processor save_pretrained missing files; different code paths." + "reason": "FP8 accuracy regression and processor save_pretrained missing files are different subsystems and failure modes." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Missing image_utils import vs dummy-class cleanup/leakage; not the same issue." + "reason": "Both mention import-ish repo hygiene, but one is a missing image_utils import and the other is dummy class cleanup; not the same bug." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8 MOE save_pretrained vs missing processor save_pretrained files; same broad area, different defect." + "reason": "Both involve save_pretrained, but one is FP8 MoE serialization and the other is processor file export; distinct problems." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Tokenizer BPE marker handling vs tokenizer loading/import failure; related area but not the same bug." + "reason": "Tokenizer BPE marker handling and AutoTokenizer.from_pretrained loading failure are different tokenizer issues." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Incorrect tied-weights warning vs missing _tp_plan for tensor parallelism; unrelated." + "reason": "Incorrect tied-weights warning and missing _tp_plan for tensor parallelism are separate Qwen/MoE defects." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Default multimodal config initialization vs non-persistent buffer junk; separate initialization problems." + "reason": "Config default initialization with None and non-persistent buffer junk filling are unrelated initialization bugs." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Pegasus output regression vs AttentionInterface.register behavior change; different subsystems." + "reason": "Pegasus output regression and AttentionInterface.register behavior change are different code paths." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-count limit error vs attention-interface behavior change; unrelated." + "reason": "Category limit runtime error is unrelated to registered attention behavior." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring issue vs GLM-5 RoPE implementation bug; not the same underlying change." + "reason": "Wrong docstring for position_ids is documentation only; GLM-5 RoPE implementation is a functional model change." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer class metadata mismatch vs Qwen3.5 MoE from_pretrained failure; different failures." + "reason": "Tokenizer save metadata mismatch is unrelated to Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Missing AutoImageProcessor import vs missing is_offline_mode import; different symbols and code paths." + "reason": "Both are import errors, but for different symbols and dependencies; not the same underlying breakage." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "DSA indexer activation concern vs Minimax attention numerical drift; unrelated." + "reason": "DSA indexer missing ReLU and Minimax attention numerical differences are different algorithmic issues." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "PretrainedConfig typing regression vs LlamaConfig head_dim validation; different config bugs." + "reason": "Both concern config validation, but they are different checks on different config classes and parameters." }, { "left": "issue:43232", "right": "issue:47276", "accept": false, - "reason": "Actual generation-state update bug vs misleading warning text in continuous batching; behavior vs message." + "reason": "One is a generation state update bug, the other is a misleading warning message; not the same change." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenizer-version drift vs FP8 inference failure on B200; unrelated." + "reason": "Tokenization differences across versions and FP8 inference failure on B200 are unrelated." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading regression vs Qwen3.5 flash-attention generation issue; different defects." + "reason": "Tokenizer loading failure and Qwen3.5 flash-attention generation issue are different problems." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained MOE vs max_shard_size question; not a duplicate." + "reason": "FP8 MoE save_pretrained bug and max_shard_size default question are unrelated save_pretrained concerns." }, { "left": "issue:46614", "right": "issue:46932", "accept": false, - "reason": "Stale phonemizer backend vs quantized vision/audio dtype casting; unrelated." + "reason": "Stale phonemizer backend state and Gemma4 quantized embedder dtype casting are unrelated." }, { "left": "issue:43504", "right": "issue:47059", "accept": false, - "reason": "Beit pretrained preset loading vs CLI completion breakage from huggingface_hub; unrelated." + "reason": "Beit legacy-field loading bug and huggingface_hub CLI completion breakage are separate regressions." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "torch.split / indexer bug vs old InternVL2 meta-init incompatibility; different problems." + "reason": "torch.split behavior in a MoE indexer and remote-code checkpoint meta-init incompatibility are different issues." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Buffer read error for position_ids vs processor.save_pretrained missing files; unrelated." + "reason": "Runtime tensor-splitting bug and docstring issue are not the same underlying problem." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "torch.split return issue vs position_ids docstring typo; unrelated." + "reason": "Buffer registration/read error and missing processor files are different serialization/load paths." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference on B200 vs missing chat template on processor; unrelated." + "reason": "FP8 inference on B200 and missing chat template in a processor are unrelated failures." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading hang vs siglip2 zero-probabilities issue; unrelated." + "reason": "Sentence Transformers loading hang and zero probabilities in siglip2 are unrelated model issues." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading failure vs LlamaConfig head_dim validation; unrelated." + "reason": "Dataset loading in an example script and LlamaConfig head_dim validation are unrelated." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "sync_gpus generation-state bug vs cache-length behavior; similar generation area, different bug." + "reason": "Generation kwargs sync issue and cache max length handling are different cache-related behaviors." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "sync_gpus generation-state bug vs Kosmos2.5 OCR index error; unrelated." + "reason": "sync_gpus/generation issue and Kosmos2.5 OCR index error are unrelated." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "Missing SAM 3 Video attribute vs MoonshineStreaming off-by-one windowing; unrelated." + "reason": "Missing SAM vision encoder attribute and Moonshine sliding-window off-by-one are different model bugs." } ] }, @@ -15527,8 +15562,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -15583,8 +15618,8 @@ "soft_pairs": [ "issue:46305|issue:46655", "issue:46369|issue:46909", - "issue:44263|issue:44360", "issue:42831|issue:45310", + "issue:44263|issue:44360", "issue:22355|issue:27957", "issue:42907|issue:46050", "issue:43986|issue:46726", @@ -15594,8 +15629,8 @@ "issue:44261|issue:45092", "issue:41628|issue:43824", "issue:44829|issue:46002", - "issue:45381|issue:46305", "issue:44964|issue:47059", + "issue:45381|issue:46305", "issue:43408|issue:46402", "issue:44483|issue:45406", "issue:42831|issue:45753", @@ -15610,20 +15645,20 @@ "issue:42886|issue:43066", "issue:39379|issue:46172" ], - "prepared_review_unit_hash": "bd26a2dd1cd5bbc193432ed4849952d39bf1f92c73c2200004f66a8a3e3f9bf5", + "prepared_review_unit_hash": "285e3dbe1eebc84c336fa37789662bfafff629c8ce73107e17a11c1d6cc29ae2", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35163, + "serialized_chars": 35162, "estimated_input_tokens": 8791, "estimated_eval_tokens": 17838 }, @@ -15632,180 +15667,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated standalone transformer bug reports rather than one duplicate cluster. I found no safe soft-edge merges, and there are no PRs in the set.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 42886 is the most self-contained, reproducible bug report here: it names an exact version, a clear offline/cache trigger, and a concrete failure mode.", + "summary": "The cluster is very heterogeneous: it mixes tokenizer/import regressions, multimodal model loading issues, quantization/saving bugs, and unrelated attention/processor problems. None of the soft pairs look like true duplicates; they mostly share only a broad subsystem or symptom class.", + "confidence": 0.44, + "canonical_issue_reason": "issue:45278 is the broadest compatibility-regression report and the best umbrella for the import-error subset, but it is still only a loose representative because the cluster spans many unrelated bugs.", "canonical_pr_reason": null, - "best_issue_reason": "It is the clearest standalone user-facing regression report and the easiest issue to use as an anchor for triage.", + "best_issue_reason": "issue:45278 is the strongest global representative among the issues because it captures a wide post-upgrade breakage pattern; however, the overall cluster is too diverse to have a single clearly canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Both are video-related, but one is an off-by-one masking bug and the other is a padding-calculation bug in SmolVLM; different code paths." + "reason": "Both involve video processing masks, but they are different models and different bugs (MoonshineStreaming sliding-window masking vs SmolVLM padding calculation)." }, { "left": "issue:46369", "right": "issue:46909", "accept": false, - "reason": "Sam3 litetext memory overflow is unrelated to a DIA documentation example bug." + "reason": "One is a runtime memory overflow in sam3-litetext; the other is a broken documentation example for DIA. No shared underlying bug." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "Both mention DSA indexer, but one is a torch.split return-value issue and the other is a missing ReLU; not the same bug." + "reason": "FineGrainedFP8 accuracy drift and Qwen3.5 MoE from_pretrained failure are unrelated failure modes." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "FineGrainedFP8 accuracy regression is unrelated to a Qwen3.5 MoE from_pretrained error." + "reason": "Both mention DSA/indexer code, but one is about torch.split outputs and the other about a missing ReLU; not the same concrete bug." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Missing transformers.onnx module and XLMRoberta flash-attention support are different problems." + "reason": "Transformers.onnx import failure and XLMRoberta Flash Attention 2 are unrelated." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both involve quantization/save flows, but they target different quantization methods and failure modes; not clearly the same underlying bug." + "reason": "Both concern quantized model persistence, but they target different quantization paths and symptoms; not enough to merge as one bug." }, { "left": "issue:43986", "right": "issue:46726", "accept": false, - "reason": "Both are backend-missing processor errors, but one is a video-model torchvision crash and the other is an unrecognized image processor path; not enough to call them duplicates." + "reason": "Both are processor/backend import failures, but one is missing torchvision for a video model and the other is an unrecognized image processor path." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "Generic dependency issue versus a SequenceFeatureExtractor.pad performance bug." + "reason": "A generic dependency issue is not the same as a SequenceFeatureExtractor.pad performance bug." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Meta-init incompatibility for old InternVL2 checkpoints is different from incorrect visual-encoder keys during save_pretrained." + "reason": "Both are multimodal model persistence/loading issues, but they affect different models and different code paths (meta init vs visual encoder keys)." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FP8 accuracy issue and Qwen3-VL-Moe from_pretrained error are unrelated." + "reason": "FP8 accuracy regression and Qwen3-VL-Moe load bug are unrelated." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to InternVL2 meta-initialization compatibility." + "reason": "MLA rms_norm_eps precision bug and InternVL2 meta-init incompatibility are different defects." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Importing AutoImageProcessor and importing Qwen2_5_VLForConditionalGeneration are distinct import-surface problems." + "reason": "Both are import errors, but they involve different missing symbols and different components; too broad to call duplicates." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Flash-Attention-3 training degeneration is unrelated to NaNs in classification heads after checkout/init." + "reason": "Flash-attention training degeneration and NaNs at checkpoint/init are different training/initialization bugs." }, { - "left": "issue:45381", - "right": "issue:46305", + "left": "issue:44964", + "right": "issue:47059", "accept": false, - "reason": "Both are vision/video positional or masking bugs, but they describe different concrete failures and components." + "reason": "Phi-4 multimodal loading and huggingface_hub CLI breakage are unrelated." }, { - "left": "issue:44964", - "right": "issue:47059", + "left": "issue:45381", + "right": "issue:46305", "accept": false, - "reason": "Phi-4 multimodal load failure is unrelated to a huggingface_hub CLI test regression." + "reason": "Both touch video/positioning logic, but they are different models and different off-by-one-style bugs." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Sam3 model-type warning and missing text encoder weights are different Sam3 bugs." + "reason": "Sam3 model-type warning and missing text-encoder weights are related to the same family, but they are distinct issues and code paths." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat-completions API request rejection is unrelated to Gemma4Processor missing _tokenizer in transformers serve." + "reason": "Chat-completions request rejection and Gemma4Processor missing _tokenizer are unrelated serving bugs." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FineGrainedFP8 accuracy and Qwen3_5 infinite-loop-on-image are unrelated." + "reason": "FineGrainedFP8 accuracy and Qwen3_5 infinite-loop behavior are not the same bug." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "onnx import failure and tokenizer extra-space behavior are different issues." + "reason": "ONNX import failure and tokenizer spacing after added tokens are unrelated tokenizer issues." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to a docstring typo for position_ids." + "reason": "Attention kernel divergence and a wrong docstring for position_ids are not the same underlying problem." }, { "left": "issue:46305", "right": "issue:46664", "accept": false, - "reason": "Both are SmolVLM/MoonshineStreaming video issues, but one is an off-by-one window mask and the other is a num_frames semantics problem." + "reason": "Both are video-related, but one is a mask off-by-one bug and the other is a semantic inconsistency in num_frames." }, { "left": "issue:43986", "right": "issue:47217", "accept": false, - "reason": "Both involve VL processor handling, but one is missing torchvision in AutoProcessor and the other is an image-placeholder placement failure." + "reason": "Missing torchvision for AutoProcessor and image-placeholder handling in VL models are different crash causes." }, { "left": "issue:44327", "right": "issue:47059", "accept": false, - "reason": "QA decode_spans top-k bounds crash is unrelated to CLI completion attribute errors." + "reason": "decode_spans top_k bounds error and CLI completion breakage are unrelated." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Wrong offset_mapping for Qwen3 tokenizer and missing BOS/EOS for mdeberta-v3-base are different tokenizer bugs." + "reason": "Both are tokenizer bugs, but on different tokenizers and different behaviors (offset mapping vs special-token insertion)." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "45278 is a broad import-regression umbrella after upgrade; 42757 is one specific missing symbol import, not clearly the same underlying bug." + "reason": "Both relate to upgrade/import breakage, but 45278 is a broad umbrella while 42757 is a specific dependency import failure; not enough evidence of one exact duplicate bug." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache-loading failure is different from quantized model saving failure." + "reason": "Offline cache loading and quantized model saving failures are unrelated." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading and wrong tokenizer decoder type in v5 are different tokenizer-related regressions." + "reason": "Offline tokenizer cache loading and wrong tokenizer decoder type are different regression reports." }, { "left": "issue:39379", "right": "issue:46172", "accept": false, - "reason": "Incorrect mllama mask handling and a deepseek-v4 dtype/transpose bug are unrelated tensor-shape/code-path issues." + "reason": "mllama mask handling and deepseek-v4 comb transpose logic are unrelated code paths." } ] }, @@ -15824,8 +15859,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -15883,8 +15918,8 @@ "issue:27957|issue:30990", "issue:43408|issue:46369", "issue:45381|issue:46909", - "issue:43646|issue:46002", "issue:43540|issue:46909", + "issue:43646|issue:46002", "issue:44295|issue:44297", "issue:43576|issue:43784", "issue:42907|issue:44945", @@ -15899,8 +15934,8 @@ "issue:44117|issue:44704", "issue:39401|issue:44488", "issue:39401|issue:44521", - "issue:43329|issue:47059", "issue:44625|issue:44829", + "issue:43329|issue:47059", "issue:44360|issue:44485", "issue:43122|issue:46326", "issue:44704|issue:45290", @@ -15912,220 +15947,226 @@ "issue:22355|issue:29159", "issue:44038|issue:44222" ], - "prepared_review_unit_hash": "1188992e317067ad4d8889ea2717c121c348cec3d43006550ff34356933981d3", + "prepared_review_unit_hash": "b3e38b2662c6f90e2e303f620ef7c6f8374411b08d90d5fbfff7bb98bc913d1a", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36816, - "estimated_input_tokens": 9204, - "estimated_eval_tokens": 18664 + "serialized_chars": 36822, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous noise: the soft-similarity pairs point to distinct tokenizer, import, model-loading, and model-architecture bugs rather than true duplicates. No soft edge looks safe to merge.", - "confidence": 0.9, - "canonical_issue_reason": "If a representative issue must be chosen, 45278 is the broadest umbrella-style regression report (many import errors after a Transformers version bump) and is the closest thing to a cluster anchor, but the surrounding items are still not true duplicates of it.", + "summary": "The items are mostly distinct bug reports rather than duplicates. The soft links are driven by broad topical overlap (tokenizers, multimodal models, v5 regressions, loaders), but the concrete failing code paths and symptoms differ enough that none should be merged.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 44038 is the most concrete and cluster-central report: it names a specific model family, version, and failure mode, and it appears in multiple soft-similarity candidates. Even so, the surrounding items are not true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the best single issue to stand in for the cluster because it is the most general, user-facing regression report and has the broadest scope among the listed issues.", + "best_issue_reason": "Issue 44038 is the best representative issue to anchor the cluster because it is specific, reproducible, and clearly describes a code-path regression rather than a vague symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer-related, but they describe different bugs on different models and versions: BPE marker handling vs version-to-version tokenization drift." + "reason": "Both are tokenizer-related, but one is a model-specific BPE marker bug and the other is a version-to-version tokenization drift report. Different symptoms, different likely causes." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and Sentence Transformers loading hangs are unrelated failure modes." + "reason": "Unrelated bugs: Flash Attention 2 support for XLM-Roberta vs Sentence Transformers hanging while loading." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "SAM3 tracker/model-type warning and sam3-litetext memory overflow are different SAM3 problems." + "reason": "Both mention SAM3, but one is a model-type warning/misconfiguration and the other is a memory overflow in sam3-litetext. Not the same code-path problem." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "Qwen2.5-VL video position IDs and a broken DIA docs example are unrelated." + "reason": "A video-position-id bug in Qwen2.5-VL is unrelated to a broken documentation example for DIA." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:43540", + "right": "issue:46909", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are different bugs with different symptoms." + "reason": "Different areas and failures: Qwen3OmniMoe video processing ValueError vs documentation example breakage." }, { - "left": "issue:43540", - "right": "issue:46909", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError and a documentation example issue are not the same problem." + "reason": "Both concern model initialization, but one is a Transformers 5.0 custom-model init break and the other is NaNs in classification heads after checkout/init. Similar theme, different concrete bug." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Reading a buffered position_ids tensor and tokenizer_class mismatch on save_pretrained are distinct issues." + "reason": "One is about reading a bufferized position_ids tensor; the other is about save_pretrained writing the wrong tokenizer_class. Different persistence/loading issues." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken transformers env command and a sentence-transformers import NameError are not the same code path." + "reason": "Both are import/runtime regressions after newer Transformers, but one is the CLI env command and the other is sentence-transformers importing with a NameError. Not the same failure." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models and incorrect pipeline-parallel LLM output are different failures." + "reason": "Saving dequantized Ministral models and incorrect output under pipeline parallelism are unrelated problems." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Model saving/dequantization and loading Phi-4 multimodal are unrelated." + "reason": "Different bugs: dequantized save_pretrained failure vs inability to load a multimodal Phi-4 model." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Sentence Transformers hanging on load and a MacOS bus error in CLIP loading are separate runtime issues." + "reason": "Loading hang in Sentence Transformers vs a MacOS bus error with a CLIP model are distinct runtime failures." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Missing AutoImageProcessor and broad import errors after upgrade are related only at a very high level; they are not the same concrete bug." + "reason": "Both are import regressions after upgrading, but they affect different symbols and likely different package surface areas; too broad to call duplicates." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility and pipeline parallelism output corruption are unrelated." + "reason": "Python version compatibility mismatch is unrelated to incorrect output under pipeline parallelism." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "An import-time NameError in sentence-transformers and stale auto_mappings references to removed Sam3LiteText configs are different defects." + "reason": "A NameError when importing sentence-transformers is not the same as auto_mappings.py referencing removed Sam3LiteText configs in CI." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 API-setting warnings and a torch.split return-value issue in GlmMoeDsaIndexer are unrelated." + "reason": "TF32 API guidance is unrelated to the GlmMoeDsaIndexer torch.split behavior bug." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Dequantized save failure and invalid GenerationConfig for GLM-5 are different subsystems and bugs." + "reason": "Saving dequantized models and invalid GenerationConfig are different model-handling bugs." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and Qwen3-Next tied-weights warning are not the same underlying problem." + "reason": "One is a Smollm3 RoPE layer-count mismatch; the other is an incorrect tied-weights warning in Qwen3-Next. Different model internals." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs not reaching cached_file are separate mapping vs loader issues." + "reason": "Both are loader-path issues, but one is TOKENIZER_MAPPING_NAMES returning None and the other is AutoProcessor not forwarding kwargs to cached_file. Not the same underlying defect." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Wrong offset mappings for Qwen3 tokenizer and failure to load cjvt/sleng-bert are unrelated." + "reason": "Wrong offset mappings for Qwen3 tokenizer and failure to load a specific BERT model are unrelated tokenizer/model-loading issues." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Offset-mapping errors and zero assistant masks for multimodal chat templates are different tokenizer/template bugs." + "reason": "Tokenizer offset_mapping corruption is a different bug from assistant_masks becoming all-zero for multimodal chat templates." }, { - "left": "issue:43329", - "right": "issue:47059", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Undefined video-patch variables in multimodal token counting and a CLI breakage from huggingface_hub are unrelated." + "reason": "num_labels propagation in Qwen3.5 is unrelated to flash_attention_3 causing degenerate training." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:43329", + "right": "issue:47059", "accept": false, - "reason": "Qwen3.5 num_labels propagation and degenerate training with flash_attention_3 are different model/config behaviors." + "reason": "A multimodal-token-count video branch NameError is unrelated to a CLI completion-attribute failure." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation concerns are not the same bug." + "reason": "DSA-indexer activation design and GLM-5 RoPE implementation are different model-internal topics, not one bug." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "General tokenizer drift across versions and continue_final_message behavior for mistral_common are different issues." + "reason": "Both involve tokenizer behavior, but one is cross-version tokenization drift and the other is continue_final_message logic for mistral_common-based tokenizers." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Passing kwargs to cached_file and chat-template crashes on tool-call assistant messages are separate code paths." + "reason": "AutoProcessor kwarg forwarding and chat-template crashes on tool-call assistant messages are separate code paths." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe processing issues and tokenizer_class mismatch on save_pretrained are unrelated." + "reason": "Qwen3-VL-Moe upgrade breakage and tokenizer_class mismatch on save_pretrained do not describe the same bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization changes across versions are not the same as multimodal assistant_mask generation failures." }, { "left": "issue:46172", "right": "issue:46762", "accept": false, - "reason": "DeepSeek-V4 tensor transpose behavior and Minimax MSA attention numerical differences are different model-specific bugs." + "reason": "DeepSeek-v4 tensor transpose bug and Minimax MSA numerical mismatch are different attention/kernel issues." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "SAM3 tracker/model-type warning and missing fpn_position_embeddings in Sam3VisionEncoderOutput are related to SAM3 but are different concrete failures." + "reason": "Both are SAM3 Video related, but one is a model-type warning and the other is a missing fpn_position_embeddings attribute. Different concrete failures." }, { "left": "issue:44038", - "right": "issue:44222", + "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe bug and FP8 save_pretrained on MoE models are different code paths." + "reason": "Qwen3-VL-Moe regression and position_ids buffer-reading error are unrelated." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Missing transformers.onnx and slow/fast tokenizer inconsistency are unrelated issues." + "reason": "No module named transformers.onnx is unrelated to slow/fast tokenizer inconsistency." }, { "left": "issue:44038", - "right": "issue:44295", + "right": "issue:44222", "accept": false, - "reason": "Qwen3-VL-Moe problems and reading a buffered position_ids tensor are not the same bug." + "reason": "Qwen3-VL-Moe regression and FP8 save_pretrained moe bug are different model behaviors and code paths." } ] }, @@ -16144,8 +16185,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -16208,8 +16249,8 @@ "issue:36296|issue:43116", "issue:22355|issue:29127", "issue:43278|issue:44945", - "issue:42175|issue:44938", "issue:39379|issue:43232", + "issue:42175|issue:44938", "issue:43493|issue:45753", "issue:44188|issue:46328", "issue:46231|issue:46877", @@ -16225,205 +16266,211 @@ "issue:45357|issue:45478", "issue:44625|issue:46002", "issue:44355|issue:46231", - "issue:43116|issue:43493", - "issue:45083|issue:45446" + "issue:45083|issue:45446", + "issue:43116|issue:43493" ], - "prepared_review_unit_hash": "98b85abb6eee051b2c370d8cad435940e8ccaa452e250001fc96d24e85f17ed0", + "prepared_review_unit_hash": "305d93dc22295e259a059a7a31a7372cdb49525693f1ed5096f1df97c78110f5", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35415, - "estimated_input_tokens": 8854, - "estimated_eval_tokens": 17964 + "serialized_chars": 35419, + "estimated_input_tokens": 8855, + "estimated_eval_tokens": 17966 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous: import/export regressions, tokenizer bugs, model-specific generation issues, docs, and performance problems. None of the soft pairs looks like the same underlying bug/change, so I would not merge any of them as duplicates. No PRs are present.", - "confidence": 0.58, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella in the set: it describes multiple import failures after upgrading from 4.57.0 to 5.5.0, which makes it the most plausible representative for the import-regression slice of this cluster.", + "summary": "This cluster is mostly heterogeneous: several unrelated import, tokenizer, model, and version-regression reports. I found no pair that is clearly the same underlying bug with enough specificity to merge with confidence.", + "confidence": 0.3, + "canonical_issue_reason": "issue:43824 is the strongest standalone bug report here: specific, reproducible, high discussion/inbound activity, and a clear import regression description.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the best global representative because it is the most general and likely to subsume closely related import-error reports; the others are mostly narrow, model-specific, or unrelated bugs.", + "best_issue_reason": "issue:43824 is the best overall triage anchor because it is concrete, self-contained, and well-documented compared with the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "One is a save/dequantization failure for Ministrals/Devstrals; the other is a gguf/from_pretrained loading breakage. Different code paths and failure modes." + "reason": "Both concern save/load behavior, but one is dequantized model saving and the other is gguf/AutoTokenizer loading; different failure modes." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5, but one is a save_pretrained checkpoint regression and the other is a from_pretrained loading error. Not the same concrete bug." + "reason": "Same model family, but one is incorrect save_pretrained output and the other is a from_pretrained import/load error; not the same concrete bug." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different missing exports/dependencies. Too broad to treat as the same bug." + "reason": "Both are import errors, but they miss different symbols from different modules, so they are unrelated dependency/API failures." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions across v5, but they affect different models and behaviors. No evidence they share one root cause." + "reason": "Both mention tokenizer differences in v5, but they affect different models and likely different code paths." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Different functionality entirely: example multi-label classification output vs Gemma 4 text-only fine-tuning inputs." + "reason": "Example script classification output issue versus Gemma 4 multimodal input requirements; not the same bug." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Different tokenizers and different bugs: Qwen3 offset mapping vs Wav2Vec2 phonemizer backend state." + "reason": "Tokenizer offset mapping bug versus stale phonemizer language backend; different components and symptoms." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Both are import failures, but one is from huggingface_hub and the other from transformers. Different missing names, not one bug." + "reason": "Both are import errors, but one is huggingface_hub and the other is transformers internals; separate breakages." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training bug vs an example script returning empty multi-label results. No shared code-path evidence." + "reason": "Tensor parallel training bug versus multi-label classification script behavior; no concrete overlap." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "A missing transformers.onnx module import vs a LayoutLMv3 error-message clarity issue. Not duplicates." + "reason": "Module import failure versus LayoutLMv3 error-message clarity; unrelated issues." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "One is a dtype mismatch between train/eval; the other is incorrect output under pipeline parallelism. Distinct runtime issues." + "reason": "Embedding dtype drift in train/eval versus wrong output under pipeline parallelism; different execution paths." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:39379", + "right": "issue:43232", "accept": false, - "reason": "Backend dependency packaging issue vs Python 3.14 load failure. Different platform/support regressions." + "reason": "mllama masking logic versus generation kwargs update after sync_gpus; unrelated model subsystems." }, { - "left": "issue:39379", - "right": "issue:43232", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "mllama mask handling vs generation kwargs after sync_gpus. Different model logic and different failure points." + "reason": "Backend install dependency issue versus Python 3.14 load failure; different root causes." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 implementation mismatch vs Qwen3_5 infinite-loop-on-image bug. Different models and symptoms." + "reason": "Both involve Qwen3.5, but one is implementation discrepancy and the other is an infinite loop on a specific image; not the same bug." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel divergence under torch.compile vs an inefficiency in SequenceFeatureExtractor.pad. Not the same bug." + "reason": "Attention-kernel divergence under torch.compile versus feature-extractor padding inefficiency; unrelated." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Documentation parameter mismatch vs noisy diagnostics printed at import time. Different issue types and effects." + "reason": "Documentation parameter mismatch versus docstring lint printing at import time; different problems." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GenerationConfig validation error for GLM-5 vs a RoPE implementation discussion. Related model family, but not the same concrete defect." + "reason": "GenerationConfig validation error versus RoPE implementation discussion; not the same failure." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenizer cleanup behavior change in v5 vs stale phonemizer language state. Unrelated tokenizer subsystems." + "reason": "Tokenizer cleanup behavior change versus phonemizer backend staleness; unrelated subsystems." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "A specific missing import from configuration_utils is not the same as a broad post-upgrade import-failure umbrella; likely related in theme but not duplicate-level identical." + "reason": "Both are import breakages after upgrade, but one is a single missing symbol and the other is broad import failures; too general to merge." }, { "left": "issue:44483", "right": "issue:47217", "accept": false, - "reason": "OpenAI-compatible chat/completions request rejection vs VL image-placeholder handling. Different API surface and bug mechanism." + "reason": "Chat/completions API rejection versus VL image-placeholder handling; different endpoints and code paths." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version compatibility failure vs an incorrect PyTorch version check in flex_attention. Separate compatibility bugs." + "reason": "Python-version support bug versus a specific PyTorch version check in flex_attention; unrelated compatibility issues." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3 MoE, but one is a broad transformers 5.0 issue and the other is a specific from_pretrained error in 5.4+. Not enough to merge." + "reason": "Both mention Qwen3/Qwen3.5 MoE, but one is a broad bug report and the other is a specific from_pretrained error; not clearly the same bug." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Base-model-prefix loading regression vs NaNs in classification heads. Different subsystems and symptom classes." + "reason": "Model loading with base_model_prefix versus NaNs in classification heads on init; different code paths." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but one concerns decoder type and the other incorrect DeepSeek tokenization results. No concrete shared root cause." + "reason": "Both are tokenizer/version complaints, but they target different models and likely different tokenizer implementations." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in multi-threaded dataloader use vs dtype mismatches in bfloat16 inference. Distinct problems." + "reason": "VRAM leak under multi-threaded dataloading versus dtype mismatch in CI inference; unrelated issues." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5 serialization/loading issues, but one is incorrect visual-encoder keys on save_pretrained and the other is a from_pretrained error for MoE. Different failure paths." + "reason": "Both are Qwen3.5 regressions, but one is wrong visual encoder keys on save and the other is from_pretrained failure; not the same concrete bug." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation bug in Qwen3.5 vs NaNs in classification heads. Different model state and failure behavior." + "reason": "Configuration propagation bug versus NaNs in heads after checkout/init; unrelated symptoms and layers." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file runtime errors vs a documentation typo. Not comparable bug reports." + "reason": "Compiled Python file errors versus documentation parameter naming; no shared underlying bug." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Feature-extractor length helper behavior in qwen3_omni_moe vs a PyTorch version-check issue in flex_attention. Different code paths." + "reason": "Feature-extract length helper behavior versus a PyTorch version check bug; different implementation areas." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label example script output versus SigLIP2 implementation discrepancy; different models and problems." } ] }, @@ -16442,8 +16489,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -16471,13 +16518,11 @@ "issue:44075", "issue:44117", "issue:44263", - "issue:44291", "issue:44380", "issue:44610", "issue:44704", "issue:44936", "issue:44995", - "issue:45071", "issue:45092", "issue:45405", "issue:45446", @@ -16489,6 +16534,7 @@ "issue:46697", "issue:46710", "issue:46726", + "issue:46752", "issue:46762", "issue:46829", "issue:46909", @@ -16505,216 +16551,216 @@ "issue:43066|issue:46710", "issue:46328|issue:47116", "issue:43116|issue:43825", - "issue:43992|issue:44704", "issue:28348|issue:46640", + "issue:43992|issue:44704", "issue:43827|issue:45446", "issue:42673|issue:42796", "issue:33453|issue:39401", "issue:44995|issue:46697", "issue:45092|issue:46762", - "issue:43824|issue:46981", "issue:43673|issue:46328", - "issue:44263|issue:46762", + "issue:43824|issue:46981", "issue:43064|issue:43673", + "issue:44263|issue:46762", "issue:39379|issue:43688", "issue:45405|issue:45446", "issue:43937|issue:45563", - "issue:42222|issue:47000", "issue:44380|issue:46077", + "issue:42222|issue:47000", "issue:44117|issue:45588", "issue:42222|issue:43441", - "issue:44291|issue:45071" + "issue:42222|issue:46752" ], - "prepared_review_unit_hash": "71cf3316f8a4efedd35c0227d57c2214f95c5fde685e4a40301fbee1fbad11ee", + "prepared_review_unit_hash": "de6908cc163b5a28c823f2a1dda6a932df34d422b1670843d049b9939d067f13", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35577, - "estimated_input_tokens": 8895, - "estimated_eval_tokens": 18046 + "serialized_chars": 34962, + "estimated_input_tokens": 8741, + "estimated_eval_tokens": 17738 }, "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; they span unrelated models, APIs, and regressions, so all candidate duplicate links should be rejected.", - "confidence": 0.91, - "canonical_issue_reason": "issue:46640 is the broadest/most generic issue in the set, so it is the best cluster placeholder if one must be chosen, but it is not a duplicate of the others.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:46640 is the most general and open-ended issue title, making it the least specific and most plausible representative of this mixed cluster.", - "best_pr_reason": null, + "summary": "This set is heterogeneous: the issues span unrelated model, tokenizer, training, processor, and docs bugs. None of the soft similarity pairs look like the same underlying defect, so all should be rejected as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical issue stands out because the items cover many unrelated subsystems and failure modes, so there is no clear duplicate hub for the cluster.", + "canonical_pr_reason": "No pull requests were provided in the cluster.", + "best_issue_reason": "No global best issue: none of the issues is representative of the others, since the group is not a coherent duplicate set.", + "best_pr_reason": "No pull requests were provided in the cluster.", "soft_edge_verdicts": [ { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "OmDet-Turbo input-size mismatch and a DIA documentation example bug are unrelated." + "reason": "Different products and failure modes: OmDet-Turbo processor sizing vs a broken DIA docs example." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API-settings guidance and GLM46V image-patch AttributeError affect different code paths." + "reason": "TF32 configuration API behavior is unrelated to a missing GLM46V image-processor method." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Unused SGD arguments and trainer.evaluate() failing after train() are different trainer/optimizer problems." + "reason": "One is SGD arguments being ignored; the other is trainer.evaluate() failing after train(). Different code paths." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Both are output-field bugs, but in different model outputs and with different symptoms." + "reason": "Both are output-field issues, but in different models and different fields; not the same bug." }, { "left": "issue:46726", "right": "issue:46981", "accept": false, - "reason": "Missing-vision-backend handling in AutoProcessor and repeated 429 retries are unrelated fetch/load issues." + "reason": "AutoProcessor failures, but one is missing backend handling and the other is repeated 429 retries." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Tokenizer decoder-type mismatch and accuracy regression in DeepSeek are not the same bug." + "reason": "Tokenizer decoder-type regression vs model accuracy regression; unrelated root causes." }, { "left": "issue:46328", "right": "issue:47116", "accept": false, - "reason": "Feature-extractor padding performance and streaming pipeline regression are distinct issues." + "reason": "Feature-extractor padding performance vs streaming pipeline regression; different subsystems and symptoms." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example script multi-label output bug and pipeline task-message bug are unrelated." + "reason": "Example script returns empty labels vs a v5 pipeline translation-support error message; not the same defect." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:28348", + "right": "issue:46640", "accept": false, - "reason": "UMT5 weight loading and AutoProcessor kwargs propagation involve different subsystems." + "reason": "GPT2 FlashAttention-2 support request vs a generic Flash Attention 2 issue; too broad and not one concrete bug." }, { - "left": "issue:28348", - "right": "issue:46640", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "GPT-2 flash-attention support request is not the same as a generic Flash Attention 2 issue." + "reason": "Missing checkpoint weights in UMT5Encoder vs AutoProcessor kwargs not forwarded; unrelated loading paths." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "v5 docs still mentioning pipeline() and a flex_attention PyTorch version check are unrelated." + "reason": "Docs still mentioning pipeline() vs a PyTorch version check bug in flex_attention; different layers entirely." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "Qwen3 VRAM leak and Ministral tokenizer BPE-marker handling are different bugs." + "reason": "VRAM leak in Qwen3 multi-thread use vs BPE marker handling in Ministral tokenizer; different models and bugs." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Tokenizer loading regression and Qwen3 offset_mapping bug are not the same code-path failure." + "reason": "Tokenizer loading regression vs wrong offset_mapping for Qwen3; related area but not the same underlying issue." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "GlmMoeDsa stale indexer cache and Swin2SR over-padding are unrelated model/preprocessor issues." + "reason": "GlmMoeDsa stale cache on second forward vs Swin2SR over-padding images; unrelated." }, { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "Remote-code meta-init incompatibility and Minimax attention numerical differences are distinct problems." - }, - { - "left": "issue:43824", - "right": "issue:46981", - "accept": false, - "reason": "Qwen2_5_VL import failure and HTTP 429 retry behavior do not share an underlying bug." + "reason": "Meta-init incompatibility for old InternVL2 checkpoints vs numerical differences in Minimax attention; not a duplicate." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache handling and feature-extractor padding performance are unrelated." + "reason": "Generation cache missing in chunked prefill vs feature-extractor padding performance; different code paths." }, { - "left": "issue:44263", - "right": "issue:46762", + "left": "issue:43824", + "right": "issue:46981", "accept": false, - "reason": "GlmMoeDsa torch.split handling and Minimax MSA numerical differences are different attention/indexing bugs." + "reason": "Missing import symbol for Qwen2.5-VL vs repeated 429 retries in AutoProcessor; unrelated." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Wrong optimizer states under FSDP2/PEFT and missing GenerationMixin cache are separate distributed-training issues." + "reason": "Wrong optimizer state placement in Trainer/FSDP2/PEFT vs missing GenerationMixin cache; not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer vs Minimax attention numerical drift; different components." }, { "left": "issue:39379", "right": "issue:43688", "accept": false, - "reason": "mllama mask handling and auxiliary-loss normalization are different model-training bugs." + "reason": "Incorrect multimodal mask handling vs auxiliary-loss normalization; separate model-training bugs." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "Unreleased PEFT minimum version and AuxRequest import version check are unrelated release/compatibility issues." + "reason": "Dependency version bump not yet released vs an import-version check mistake; unrelated." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid GenerationConfig and a stale num_return_sequences warning are not the same defect." + "reason": "Invalid GenerationConfig vs stale num_return_sequences warning; different generation issues." }, { - "left": "issue:42222", - "right": "issue:47000", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "VitPose breakage and RTDetrLoss infeasible cost matrix are unrelated." + "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention vs Gemma4 bidirectional mask construction; same broad area, different concrete defects." }, { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:42222", + "right": "issue:47000", "accept": false, - "reason": "GPT-2 attention scaling under SDPA/FlashAttention and Gemma4 bidirectional-mask construction are different attention bugs." + "reason": "VitPose model breakage vs RTDetrLoss infeasible cost matrix; unrelated." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping None handling and flash_attention s_aux=None crashes are unrelated." + "reason": "Tokenizer mapping None handling vs flash_attention s_aux=None crash; different failure sites." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose model breakage and Ministral FlashAttention failure are different model/backend issues." + "reason": "VitPose breakage vs Ministral FlashAttention failure in v5 RC; unrelated models and code paths." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:42222", + "right": "issue:46752", "accept": false, - "reason": "init_empty_weights argument compatibility and PretrainedConfig type checking are not the same underlying bug." + "reason": "VitPose model breakage vs apply_chat_template empty-list IndexError; unrelated." } ] }, @@ -16733,8 +16779,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -16753,6 +16799,7 @@ "issue:43986", "issue:44117", "issue:44261", + "issue:44291", "issue:44410", "issue:44466", "issue:44484", @@ -16780,7 +16827,6 @@ "issue:46328", "issue:46512", "issue:46617", - "issue:46752", "issue:46762", "issue:46897", "issue:46981", @@ -16788,7 +16834,7 @@ "issue:47110" ], "soft_pairs": [ - "issue:42222|issue:46752", + "issue:44291|issue:45071", "issue:39379|issue:46897", "issue:44466|issue:46002", "issue:44410|issue:45310", @@ -16798,12 +16844,12 @@ "issue:45071|issue:46512", "issue:44829|issue:45216", "issue:45071|issue:47059", - "issue:43450|issue:43986", "issue:44117|issue:45081", + "issue:43450|issue:43986", "issue:45341|issue:46328", "issue:42617|issue:45341", - "issue:45341|issue:45561", "issue:43408|issue:43742", + "issue:45341|issue:45561", "issue:45632|issue:46981", "issue:38617|issue:41628", "issue:43122|issue:46298", @@ -16818,208 +16864,202 @@ "issue:42371|issue:46617", "issue:44410|issue:45478" ], - "prepared_review_unit_hash": "8b0d1fc5aa9635c84874b694f171299ab76bc7b6f43a6598b6680c5b132b50de", + "prepared_review_unit_hash": "748498d68dd980760acb373027bb91a9a15490640d9455eae04b7e2dc71f9063", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36248, - "estimated_input_tokens": 9062, - "estimated_eval_tokens": 18380 + "serialized_chars": 36319, + "estimated_input_tokens": 9080, + "estimated_eval_tokens": 18416 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: import/export regressions, tokenizer bugs, model-specific loading issues, and testing/utilities problems. None of the soft pairs look like the same concrete underlying bug or change, so I rejected them all.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "The set is largely heterogeneous, and the soft edges look like broad topical similarities rather than true duplicates. I reject every proposed merge; the only obvious exact duplicate in the item list is 45310/45478, but it is not one of the soft-edge candidates.", + "confidence": 0.82, + "canonical_issue_reason": "No single canonical issue stands out for the whole cluster because the items cover unrelated regressions, import errors, tokenizer bugs, config issues, and testing problems. If forced to anchor a subcluster, 45310 is the clearest representative because it is a specific from_pretrained failure and has an exact twin at 45478.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best umbrella representative only because it captures a broad import-regression pattern after upgrade; however, the cluster is not a true duplicate set, so this is just the least-bad anchor.", + "best_issue_reason": "45310 is the best single issue to represent the only clear duplicate-like subcluster in the list (it is duplicated exactly by 45478). For the provided soft-edge set, though, the matches are too loose to justify merging.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42222", - "right": "issue:46752", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "VitPose model breakage vs empty-chat-list crash in apply_chat_template; unrelated code paths." + "reason": "Both involve loading/config validation regressions, but they are different failure modes and different code paths." }, { "left": "issue:39379", "right": "issue:46897", "accept": false, - "reason": "Different model families and different training bugs; both mention loss-ish behavior but not the same defect." + "reason": "Different models and different bugs; both are numerical/labeling issues only at a very high level." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization of tied weights vs NaNs after checkout/init; not the same bug." + "reason": "Serialization of tied weights and NaNs in classification heads are not the same underlying bug." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Qwen3Next missing projections vs Qwen3.5 MoE from_pretrained failure; distinct model/config problems." + "reason": "Different Qwen-family symptoms: missing projections versus a from_pretrained error." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Tokenizer offset mapping bug vs Deepseek tokenization regression; different models and symptoms." + "reason": "Both are tokenizer regressions, but on different models and different broken behavior." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GLM-5 GenerationConfig validation vs Qwen3.5 flash-attention generation issue; unrelated failures." + "reason": "One is invalid GenerationConfig handling, the other is flash-attention generation failure." }, { "left": "issue:44704", "right": "issue:47110", "accept": false, - "reason": "AutoProcessor cached_file kwargs passthrough vs special_tokens type error; different call sites." + "reason": "AutoProcessor kwarg forwarding and special_tokens list handling are not the same concrete bug." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "PretrainedConfig type-checking regression vs stale dtype after from_config; both config-related but not the same bug." + "reason": "Type-checking breakage and stale config dtype after from_config are separate issues." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "FlashAttention-3 training degeneration vs Qwen3.5 checkpoint serialization regression; different code paths." + "reason": "Flash-attention training degeneration and save_pretrained checkpoint corruption are different code paths." }, { "left": "issue:45071", "right": "issue:47059", "accept": false, - "reason": "Config type checking vs CLI completion breakage from hub dependency mismatch; unrelated." + "reason": "A config type-checking regression is unrelated to the CLI completion breakage from huggingface_hub." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "Batched video processor shape bug vs missing torchvision crash in AutoProcessor; different issues." + "reason": "Tokenizer mapping fallback and Mistral regex patch crashes are different tokenizer-loading bugs." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling vs Mistral regex patch crash; separate tokenizer internals." + "reason": "Incorrect batched video processor shapes are unrelated to the torchvision-missing AutoProcessor crash." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "Testing-utils bug vs SequenceFeatureExtractor.pad performance issue; unrelated." + "reason": "A testing_utils bug and a SequenceFeatureExtractor performance issue are not the same defect." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "3d_parallel.py runtime issue vs testing-utils bug; no shared concrete defect." - }, - { - "left": "issue:45341", - "right": "issue:45561", - "accept": false, - "reason": "Different testing-utils problems: a bug in helper code vs xdist race on captured_info.txt." + "reason": "Unable to run 3d_parallel.py and a testing_utils bug do not share the same underlying failure." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Sam3 model-type warning vs MobileLLM key error; unrelated model-loading issues." + "reason": "Model-type warning for sam3 and a MobileLLM load key error are unrelated." }, { "left": "issue:45632", "right": "issue:46981", "accept": false, - "reason": "Cache-path collision for local trust_remote_code models vs repeated 429 retries in AutoProcessor; different failure modes." + "reason": "Cache-path collisions and repeated HTTP 429 retries are different failure modes." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different regressions." + "reason": "Both are import errors, but they concern different missing symbols and likely different removals/fixes." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenizer behavior regression vs noisy logging; not the same bug." + "reason": "Tokenizer behavior changes and noisy logging are unrelated." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "VitPose model files broken vs tensorflow_text backend registration error; unrelated." + "reason": "VitPose model breakage and a BACKENDS_MAPPING tensorflow_text error are separate integration issues." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict config loading failure vs documentation parameter name mismatch; different scope entirely." + "reason": "Strict config loading and a documentation parameter-name mismatch are not duplicates." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Tokenizer offset mapping bug vs FP8 inference on B200; no shared code path." + "reason": "Qwen3 tokenizer offset mapping and FP8 inference on B200 are unrelated." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API guidance vs missing rms_norm_eps in MLA layernorm; unrelated." + "reason": "TF32 API guidance and MLA rms_norm_eps precision issues are different problems." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GenerationConfig validation issue vs unrecognized model/config missing model_type; different root causes." + "reason": "Invalid generation config and unrecognized model config are separate load-time failures." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Layernorm epsilon precision issue vs Minimax attention numerical mismatch; distinct model internals." + "reason": "Both mention numerical discrepancies, but they concern different attention implementations and different root causes." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "save_pretrained shard-size question vs Qwen3.5 from_pretrained error; no duplicate relationship." + "reason": "A save_pretrained shard-size question is unrelated to a Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "Specific missing import from image_utils vs broad import errors after upgrade; related theme but not the same bug." + "reason": "A specific nonexistent image_utils import is not the same as a broad report of many import errors." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 behavior settings vs FileNotFoundError loading cached trust_remote_code model; unrelated." + "reason": "TF32 API settings and a trust_remote_code cache FileNotFoundError are unrelated." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different instances of Qwen3.5/MoE from_pretrained failure, but not the same concrete bug from the evidence provided." + "reason": "Layer-0 missing projections in qwen3next is unrelated to the Qwen3.5 MoE from_pretrained error." } ] }, @@ -17038,8 +17078,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -17100,8 +17140,8 @@ "issue:43208|issue:46894", "issue:43097|issue:44493", "issue:44077|issue:46981", - "issue:43931|issue:44410", "issue:43673|issue:45341", + "issue:43931|issue:44410", "issue:46752|issue:47116", "issue:41628|issue:45071", "issue:43874|issue:44261", @@ -17125,220 +17165,214 @@ "issue:45753|issue:46369", "issue:44410|issue:45375" ], - "prepared_review_unit_hash": "6e635d71852f64017ae8dfbf4311387031056ba39088305ce8c599e8a8f3bf55", + "prepared_review_unit_hash": "d768f9e35cd2100dd219a69549bc1dc9e3428544e04e55e1cdf9c45cfea4ed35", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36568, - "estimated_input_tokens": 9142, - "estimated_eval_tokens": 18540 + "serialized_chars": 36564, + "estimated_input_tokens": 9141, + "estimated_eval_tokens": 18538 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is broadly heterogeneous; the soft-similarity pairs mostly share only subsystem keywords, not the same concrete bug. I would reject all soft edges and avoid choosing a single canonical issue for the whole set.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue: these items span unrelated regressions and model-specific failures, with only loose overlap around Transformers v5/load-path topics.", + "summary": "This is a loose Transformers regressions cluster, not a duplicate set: the items span tokenizer/loading, vision, FlashAttention, config/type issues, optimizer behavior, and server/API regressions. I do not see any soft pair that clearly shares the same underlying bug or change, so all candidate edges are rejected.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single best representative issue stands out; any choice would be arbitrary because the candidates are not one duplicate cluster.", + "best_issue_reason": "Issue #43097 is the broadest user-facing v5 breaking-change report and has downstream references, so it is the best single representative for the cluster; it still does not subsume the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Both concern optimizer behavior, but one is about SGD args being ignored and the other about an extra optimizer step under DeepSpeed; different bugs." + "reason": "Both concern optimizers, but one is about SGD args being ignored and the other about double stepping under deepspeed; different bugs and fixes." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError for a config utility and an audio feature-extraction issue are unrelated code paths." + "reason": "An import error for `layer_type_validation` is unrelated to `_torch_extract_fbank_features()`; different code paths." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "Both touch GLM-related internals, but one is a torch.split/indexing bug and the other is a RoPE implementation discussion; not the same defect." + "reason": "`torch.split()` return handling in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is a decoder-type mismatch and the other is changed tokenization output; too different to merge." + "reason": "Both are tokenizer-related, but one is a wrong decoder type and the other is tokenization changing across versions; not the same bug." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "Different models and failure modes: xLSTM training bugs vs a CohereASR double-shift loss bug." + "reason": "Different models and symptoms: xLSTM training blockers vs CohereASR double-shift training loss bug." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Both are v5 regressions, but one is an API removal and the other is unexpected position-id keys; not the same root cause." + "reason": "Removed `tie_embeddings_and_encoder_decoder` is a config/API regression; unexpected position-id keys is a state-dict/loading issue." }, { "left": "issue:44077", "right": "issue:46981", "accept": false, - "reason": "PatchTSMixer post_init policy and HF_ENDPOINT 429 retry behavior are unrelated issues." + "reason": "`patchtsmixer` post_init restriction and AutoProcessor 429 retry behavior are unrelated." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "Both involve Qwen-family models, but one is a load-time shape mismatch and the other is missing projections in a different architecture variant." + "reason": "Chunked-prefill cache regression is unrelated to a testing utility bug." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "Generation cache/chunked_prefill behavior and a testing_utils bug are unrelated." + "reason": "Model weight-shape mismatch in Qwen3-VL is a different failure from missing attn projections in qwen3next." }, { "left": "issue:46752", "right": "issue:47116", "accept": false, - "reason": "An empty chat-template list crash and a streaming pipeline regression are different failures with different code paths." + "reason": "Empty-list `apply_chat_template` IndexError is unrelated to the streaming pipeline regression." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking breakage are unrelated." + "reason": "An `AutoImageProcessor` import failure is unrelated to `PretrainedConfig` type-checking breakage." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Missing image-patch-count support and missing rms_norm_eps are different multimodal/model-config bugs." + "reason": "Missing `get_number_of_image_patches` and missing `rms_norm_eps` are different multimodal/model bugs." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both involve chat/completions, but one is a request acceptance problem and the other is a Qwen3.5 streaming inference failure." + "reason": "Both hit chat/completions, but one is a general request-acceptance regression and the other is a Qwen3.5 streaming inference failure." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Saving shard size behavior and a Qwen3.5-MoE from_pretrained error are unrelated." + "reason": "`max_shard_size` default behavior and Qwen3.5-Moe `from_pretrained` loading errors are unrelated." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2, but they are model-specific unsupported-feature reports for different architectures." + "reason": "FlashAttention 2 support requests for different models are separate model-specific issues, not one bug." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "GLM DSA indexing/split handling and deepseek-v4 transpose behavior are unrelated code paths." + "reason": "GlmMoeDsaIndexer split handling and deepseek-v4 `comb.to(dtype).transpose()` are different code paths." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Both are Qwen3-VL-family loading issues, but one is a weight-shape mismatch and the other is a broader v5 compatibility bug." + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-VL-Moe breakage are related by family only, not the same concrete defect." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "A missing ReLU in the DSA indexer and a deepseek-v4 tensor-transpose issue are not the same bug." + "reason": "A missing ReLU in the DSA indexer is unrelated to the deepseek-v4 dtype/transpose issue." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both mention Flash Attention, but one is an integration crash and the other is training degradation with FA3; different concrete problems." + "reason": "Both mention FlashAttention, but they affect different models and failure modes; too broad to merge." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Both are dtype-related, but one is a compiler warning and the other is a model-loading dtype propagation bug." + "reason": "A PyTorch warning during bfloat16 compilation is not the same as BLIP2 dtype fields staying float32." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "One is a removed config field, the other is gguf_file breaking model/tokenizer loading; not the same issue." + "reason": "A removed config method is unrelated to `gguf_file` breaking `from_pretrained` for tokenizer/model loading." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Missing rms_norm_eps and a GLM-5 RoPE implementation bug are different model-internal concerns." + "reason": "Missing `rms_norm_eps` in MLA q_a_layernorm and GLM-5 RoPE implementation are distinct model-internals issues." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "A torchvision-dependent AutoProcessor crash and a testing_utils bug are unrelated." + "reason": "AutoProcessor crash without torchvision is unrelated to a testing utility bug." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a testing_utils issue." + "reason": "Unsafe `sys.modules` access in modeling_utils is unrelated to testing_utils." }, { "left": "issue:42886", "right": "issue:46981", "accept": false, - "reason": "Offline cache loading failure and repeated 429 retries via HF_ENDPOINT are both hub-related, but they are distinct failure modes." + "reason": "Offline cache lookup failure and repeated 429 retries are different hub/network behaviors." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "A sliding_window bug in Qwen3-MoE is unrelated to testing_utils." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the testing utility issue." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Both are load-time regressions, but one is a mapping-name None assumption and the other is a model-specific failure for physical-intelligence/fast." + "reason": "A `TOKENIZER_MAPPING_NAMES` None-handling bug is not the same as loading `physical-intelligence/fast` failing in v5.1.0." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "A removed config field and a flash_attention.py AttributeError on s_aux=None are unrelated." - }, - { - "left": "issue:43874", - "right": "issue:44263", - "accept": false, - "reason": "Missing get_number_of_image_patches and torch.split return-value handling are different bugs in different model classes." + "reason": "Config-method removal and a flash_attention integration crash on `s_aux=None` are unrelated." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Qwen3_5 infinite-loop behavior on one image and SAM3-LiteText memory overflow are unrelated symptoms and code paths." + "reason": "A Qwen3_5 image infinite loop and a SAM3-LiteText memory overflow are different bugs." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Missing qwen3next projections and a missing deepstack_visual_indexes field in a different config are separate model-definition issues." + "reason": "Missing qwen3next projections and a missing deepstack visual-index config field are different Qwen model issues." } ] }, @@ -17357,8 +17391,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -17422,9 +17456,9 @@ "issue:43208|issue:46897", "issue:46655|issue:46664", "issue:44062|issue:44117", - "issue:46298|issue:46752", - "issue:38617|issue:44351", "issue:43097|issue:43873", + "issue:38617|issue:44351", + "issue:46298|issue:46752", "issue:42890|issue:46298", "issue:43012|issue:46821", "issue:43986|issue:44484", @@ -17444,20 +17478,20 @@ "issue:43992|issue:44484", "issue:43827|issue:47116" ], - "prepared_review_unit_hash": "6326768f377e19e1796095adaffbaa484b3d0dfbf3352706a168308d4a04731e", + "prepared_review_unit_hash": "3245e5d14025562cd75a60a0abd1d2685085013d0b64f8a36e20ef104b3e7ab3", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36736, + "serialized_chars": 36733, "estimated_input_tokens": 9184, "estimated_eval_tokens": 18624 }, @@ -17466,198 +17500,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: the soft pairs share broad subsystem themes, but they do not describe the same underlying bug or change. No soft edge should be merged.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43097 is the strongest representative issue here: it is a concrete, high-impact training-state regression with a precise config and clear failure mode, making it the best anchor among otherwise unrelated issues.", + "summary": "This cluster is mostly a collection of unrelated bug reports. The soft pairs share broad keywords like import/loading/regression/training, but the concrete failure modes and code paths differ, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single true duplicate stands out; if one issue must anchor the cluster, issue 47116 is the broadest clear regression report, but the set is heterogeneous overall.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 has the best triage value as a canonical issue: specific reproduction, serious correctness impact, and a well-bounded fix target.", + "best_issue_reason": "Issue 47116 is the most broadly framed and actionable standalone regression report in the set, making it the best representative if a single issue must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Both touch DeepSeek-family models, but one is an implementation divergence and the other is a dtype/transpose bug in a different model path." + "reason": "Different models and failures: DeepseekV3MoE divergence vs a deepseek-v4 dtype/transpose bug." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Both mention chunked/prefill or generation behavior, but one is a cache initialization issue and the other is a pipeline batching bug." + "reason": "Both involve generation/prefill behavior, but one is missing cache in chunked prefill and the other drops final mask pipeline results." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Different model families and different missing pieces: a general v5 bug vs missing projections in qwen3next layer 0." + "reason": "Same Qwen family, but one is a v5 bug on Qwen3-VL-Moe and the other is missing projections in qwen3next layer 0." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve unrelated symbols from different packages/modules and different root causes." + "reason": "Both are import errors, but for different missing symbols in different modules with different causes." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "One is optimizer-state corruption under FSDP/PEFT; the other is quantized model serialization after save/load." + "reason": "One is a v5 API removal notice issue; the other is a quantization save/load corruption bug." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Both involve training infrastructure, but one is incorrect optimizer state on ranks and the other is Liger kernel not being applied with model_init." + "reason": "Different training stack issues: optimizer state mismatch under FSDP2/PEFT vs Liger kernel not applied with model_init." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Both affect processor/model loading, but they fail for unrelated dependency/import reasons and different processor paths." + "reason": "Both are loading-time failures, but one is missing torchvision for video processing and the other is a mistral_common import break for Gemma 4." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "Both are training bugs, but one is a cluster of xLSTM issues and the other is a Florence2 double-shift loss issue." + "reason": "Different models and bugs; xLSTM training blockers are not the same as Florence2's double-shift training-loss bug." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Same model area, but one is a padding calculation bug and the other is a semantic mismatch for num_frames; not the same defect." + "reason": "Same video processor area, but one is padding calculation and the other is num_frames semantics." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Different tokenizer failures: AddedToken argument collision versus TOKENIZER_MAPPING_NAMES unexpectedly returning None." + "reason": "Both are tokenizer/loading bugs, but one is AddedToken construction and the other is TOKENIZER_MAPPING_NAMES returning None." }, { - "left": "issue:46298", - "right": "issue:46752", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "A noisy log message is unrelated to an IndexError in apply_chat_template on empty input." + "reason": "Shared v5/quantization theme only; one is API removal and the other is offloading failure with quantization." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import-related, but they concern different missing symbols in different modules and separate breakages." + "reason": "Different import failures on different symbols; not the same missing-export bug." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:46298", + "right": "issue:46752", "accept": false, - "reason": "One is wrong optimizer state placement during training; the other is offloading behavior under quantization." + "reason": "A noisy log message is unrelated to an apply_chat_template IndexError on empty input." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "Test flakiness from missing set_seed is unrelated to a logging-noise issue." + "reason": "Test flakiness from missing set_seed is unrelated to logging noise." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "A PyTorch bfloat16 warning and a TimesFM window_size AttributeError are different bugs with different code paths." + "reason": "Different symptoms and code paths: a PyTorch precision warning vs an AttributeError on window_size." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Processor-loading dependency failure and shard-size default behavior are unrelated." + "reason": "Unrelated issues: missing torchvision for processors vs a save_pretrained shard-size question." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Tokenizer mapping assumptions and a DiffusionGemma pipeline failure are separate issues." + "reason": "Tokenizer mapping None and diffusion gemma pipeline failure are distinct bugs." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "local_files_only network leakage and missing embed_tokens.weight on load are different loading bugs." + "reason": "One is unintended network access with local_files_only, the other is a missing embed_tokens weight during UMT5 loading." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "A model code-path dtype/transpose bug is not the same as an accuracy regression after upgrading Transformers." + "reason": "Both mention DeepSeek, but one is a concrete dtype/transpose bug while the other is an accuracy regression after upgrading Transformers." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Both involve processor-related code, but one is kwargs propagation and the other is docstring parsing under future annotations." + "reason": "Different layers entirely: cached_file kwargs forwarding vs auto_docstring crashing on future annotations." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer.evaluate failing after train and inability to import Trainer due to datasets are unrelated failure modes." + "reason": "trainer.evaluate() failing after train() is unrelated to importing Trainer breaking until datasets is uninstalled." }, { "left": "issue:44451", "right": "issue:47116", "accept": false, - "reason": "Model loading failure for a specific checkpoint and a streaming pipeline regression are different problems." + "reason": "ScandiBERT loading failure and streaming pipeline regression are different problems." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "Attention-scaling behavior in GPT2 backends and cache lazy-init recompilation under chunked prefill are not the same bug." + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to cache lazy initialization causing recompilation." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 load failure and a backend mapping error for tensorflow_text are separate compatibility issues." + "reason": "Python 3.14 load failure is not the same as an invalid tensorflow_text backend mapping." }, { "left": "issue:43064", "right": "issue:47116", "accept": false, - "reason": "Training optimizer-state corruption and a streaming pipeline regression are unrelated." + "reason": "Optimizer-state mismatch in distributed training is unrelated to a streaming pipeline regression." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "A save/load failure for dequantized Ministrals/Devstrals is unrelated to Qwen3_5 infinite looping on a specific image." + "reason": "Saving dequantized Ministrals/Devstrals and Qwen3_5 infinite-loop behavior are different bugs." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both mention save_pretrained, but one is about model dequantization persistence and the other about saving Pipeline objects." + "reason": "Dequantized save failure is unrelated to saving Pipeline objects with save_pretrained()." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Left is leftover dummy classes and repo hygiene; right is a noisy logging message." + "reason": "Dummy placeholder classes leaking into dir(transformers) is not the same as a noisy log message." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A precision warning during bfloat16 compilation and a Bamba torch.compile SDPA failure are different issues." + "reason": "A bfloat16 warning on compile is not the same as a Bamba SDPA compile failure." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed_tokens.weight on load is unrelated to the max_shard_size default in save_pretrained." + "reason": "Missing embed_tokens weight during load is unrelated to max_shard_size default behavior." }, { "left": "issue:43827", "right": "issue:47116", "accept": false, - "reason": "Docs still referencing pipeline() and a runtime streaming pipeline regression are not the same underlying change." + "reason": "Docs still referencing pipeline() is unrelated to a streaming pipeline regression." } ] }, @@ -17676,8 +17710,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -17742,8 +17776,8 @@ "issue:43097|issue:46298", "issue:44380|issue:46132", "issue:44162|issue:46172", - "issue:44077|issue:46365", "issue:44222|issue:45478", + "issue:44077|issue:46365", "issue:43012|issue:47276", "issue:42757|issue:43824", "issue:42890|issue:47059", @@ -17755,221 +17789,215 @@ "issue:38617|issue:43502", "issue:43756|issue:44485", "issue:43618|issue:44380", - "issue:36010|issue:42757", "issue:45276|issue:46077", + "issue:36010|issue:42757", "issue:43618|issue:43761", "issue:44038|issue:44230", "issue:42994|issue:44655", "issue:43208|issue:43526" ], - "prepared_review_unit_hash": "0914937f7f8a6a524bc22e137f519374e3c75b95433b358e8782f6dba1455dde", + "prepared_review_unit_hash": "9a57e7632c4329f8fed9e822b7f934e9ce61a058c5e779992ef1ca08191bc76c", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36539, - "estimated_input_tokens": 9135, - "estimated_eval_tokens": 18526 + "serialized_chars": 36542, + "estimated_input_tokens": 9136, + "estimated_eval_tokens": 18528 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs share broad terminology (v5, import errors, save/load, model families) but not the same concrete bug. I would not merge any of the suggested pairs.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits this cluster well; the items are mostly unrelated standalone bugs, so there is no safe duplicate target.", + "summary": "This cluster is highly heterogeneous: most items are unrelated import, warning, model-specific, backend, or training issues. I don\u2019t see any soft pair that looks like the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43064 is the strongest standalone report in the set: it describes a concrete, high-impact distributed training regression with a clear failure mode and broad user impact.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43064 is the strongest standalone representative because it describes a concrete, reproducible failure with a specific stack (Trainer v5 + FSDP2 + PEFT + cpu_ram_efficient_loading) and a clear bad-state symptom.", + "best_issue_reason": "Issue 43064 is also the best representative issue overall because it is well-scoped, actionable, and more substantive than the narrower import/warning/model-specific reports around it.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Both mention warnings, but they are different warnings in different contexts: bfloat16 compile precision vs tie_word_embeddings in ms-swift." + "reason": "Different warning classes and code paths: bfloat16 compilation precision warning vs a tie_word_embeddings warning during ms-swift LoRA fine-tuning." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "43906 is only a reproduction of another issue and does not establish the same concrete bug as the tokenizer decoder-type regression in v5." + "reason": "One is a tokenizer decoder-type regression; the other is only an isolated reproduction of a different issue, with no evidence it is the same bug." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "A model-specific Flash Attention support bug and a Python version compatibility issue are unrelated." + "reason": "Unsupported Flash Attention in a model class is unrelated to Python 3.9/3.10 compatibility." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "These concern different models and different failures: xLSTM training bugs vs Bamba SDPA/torch.compile failure." + "reason": "xLSTM training blockers and a Bamba torch.compile/SDPA failure are different models and different failure mechanisms." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline task messaging and pipeline save_pretrained are distinct code paths and distinct bugs." + "reason": "Pipeline task support messaging and Pipeline serialization are different bugs in different flows." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Different models and different attention issues; no evidence of the same underlying defect." + "reason": "Nemotron Flash Attention support and GPT2 attention scaling under SDPA/FlashAttention are separate backend/model issues." }, { "left": "issue:44734", "right": "issue:47116", "accept": false, - "reason": "One is a serve KV-cache indexing crash, the other a streaming pipeline regression; too different to treat as one bug." + "reason": "Serving KV-cache indexing crash is not the same as a streaming pipeline regression." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty transcription handling is unrelated to the Trainer import conflict with datasets." + "reason": "Whisper empty-transcription generation failure is unrelated to Trainer import breakage from datasets." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "A removed API warning and a noisy logging message are not the same bug." + "reason": "A missing tie_embeddings_and_encoder_decoder warning/behavior change is not the same as a noisy logging message." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "Ignored GPT2 attention scaling and AttentionInterface.register behavior change are different functionality changes." + "reason": "GPT2 backend-specific attention scaling and AttentionInterface.register behavior changes are different code paths and different defects." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "Different model families and different failure modes; no shared code-path bug is evident." + "reason": "ESM2 breakage and a deepseek-v4 dtype/transpose bug are unrelated model-specific failures." }, { - "left": "issue:44077", - "right": "issue:46365", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "PatchTSMixer post_init validation and Trainer import resolution are unrelated." + "reason": "FP8 save_pretrained failure and Qwen3.5 MoE from_pretrained error are both MoE-related but not shown to be the same concrete bug." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:44077", + "right": "issue:46365", "accept": false, - "reason": "Both involve MoE/FP8, but one is save_pretrained and the other from_pretrained; they do not clearly describe the same bug." + "reason": "patchtsmixer post_init policy and a Trainer import conflict with datasets are unrelated issues." }, { "left": "issue:43012", "right": "issue:47276", "accept": false, - "reason": "These are different warnings in different subsystems; no duplicate relationship." + "reason": "Compilation precision warning and a misleading synced_gpus warning in continuous batching are different warnings in different paths." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Import errors from different packages and symbols are unrelated." + "reason": "Both are ImportErrors, but for different symbols from different packages/modules, so not the same underlying breakage." }, { "left": "issue:42890", "right": "issue:47059", "accept": false, - "reason": "A flaky model test due to missing set_seed is unrelated to a CLI regression from huggingface_hub 1.22.0." + "reason": "A flaky test due to missing set_seed and a CLI completion API mismatch from huggingface_hub are unrelated." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3 config missing vocab_size and Apple Silicon allocator TypeError are entirely different issues." + "reason": "Missing Gemma3Config.vocab_size and an Apple Silicon TypeError in caching_allocator_warmup have no shared code path." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention scaling being ignored is unrelated to a zero-loss classification bug." + "reason": "Ignored GPT2 attention scaling and a degenerate zero-loss classification bug are different model behaviors." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "A distributed optimizer-state corruption bug and a GPT2 attention-scaling bug are not the same underlying defect." + "reason": "Distributed optimizer-state corruption under FSDP2/PEFT is not the same as GPT2 attention scaling being ignored." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Backend installation metadata and an import-time Trainer conflict are unrelated." + "reason": "Backend selection for pip extras and a Trainer import conflict from datasets are different installation/import problems." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat/completions request rejection and batched processor padding behavior are different layers and different failures." + "reason": "A chat/completions request rejection and a batched Qwen2_5_VLProcessor.apply_chat_template crash are separate request-processing issues." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Missing import symbol and local_files_only network leakage are unrelated." + "reason": "Importing layer_type_validation and ignoring local_files_only are unrelated issues." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both mention RoPE, but they concern different models and different implementation issues." + "reason": "Smollm3 RoPE-layer dropping and GLM-5 RoPE implementation discussion are model-specific and not the same defect." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "Missing attentions in CLIP output and GPT2 attention-scaling behavior are different bugs." - }, - { - "left": "issue:36010", - "right": "issue:42757", - "accept": false, - "reason": "Importing GenerationMixin and importing is_offline_mode are unrelated symbol-resolution issues." + "reason": "CLIP attentions no longer assigned is unrelated to GPT2 attention scaling under alternative backends." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Gemma4 token embedding resize and Gemma4 bidirectional attention masking are separate model behaviors." + "reason": "Gemma4 embedding resize propagation and Gemma4 bidirectional-attention mask construction are different bugs." }, { - "left": "issue:43618", - "right": "issue:43761", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Both are CLIP-related regressions, but one is attentions missing and the other hidden_states missing; not the same concrete bug." + "reason": "Missing GenerationMixin and missing is_offline_mode are separate ImportErrors from different modules." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "One is a bug report for Qwen3-VL-Moe support in v5, the other is fp8 inference support; not the same issue." + "reason": "A Transformers 5.0/Qwen3-VL-Moe incompatibility and FP8 inference support for Qwen3-VL/Qwen3.5 MoE are not the same change or bug." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model save failure and pipeline save_pretrained failure are different save paths." + "reason": "Quantized model save failure and Pipeline.save_pretrained failure are different serialization paths." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated." + "reason": "xLSTM training blockers and BeitImageProcessorFast reduce_labels returning only one label are unrelated bugs." } ] }, @@ -17988,8 +18016,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -18079,14 +18107,14 @@ "issue:43867|issue:45357", "issue:43992|issue:45478" ], - "prepared_review_unit_hash": "62a36abaf16263be1193a2fea41d548fe8257b1cd6d18514074d0069f3008ba0", + "prepared_review_unit_hash": "9a0376ee575204090318a26bb48c0f598c648952c06ee784c6c708f2505d03a2", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, @@ -18101,204 +18129,228 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: model-loading/saving regressions, config-attribute bugs, import-time failures, Python-version incompatibilities, and a few task-specific model issues. There are no PRs. I found only one plausible duplicate-style soft edge around import-time slowness; the rest look unrelated or only broadly similar.", - "confidence": 0.63, - "canonical_issue_reason": "Issue 41669 is the most concrete representative of the import-performance subgroup, with an explicit root cause (model import * usage) and measurable slowdown; it is the only place where a soft duplicate link looks plausible.", + "summary": "Mostly heterogeneous cluster; only the import-time slowdown pair looks like a true duplicate, while the rest are false-positive similarities across unrelated model/config regressions.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 44246 is the best surviving issue for the only clear duplicate pair: it captures the user-facing import slowdown, while 41669 reads more like a root-cause/fix note.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the broadest standalone representative of the cluster\u2019s recurring theme of Transformers 5.x breaking model loading, even though the overall set is too mixed to treat as one true duplicate family.", + "best_issue_reason": "44246 is the best overall representative because it describes the observable problem broadly enough to anchor the import-performance subcluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Different failures: Qwen3VL MoE loading vs sorted state_dict loading error." + "reason": "Different bugs: Qwen3VL MoE loading vs. a generic state_dict-sorting load error." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Config propagation bug vs Trainer import failure caused by an external datasets dependency conflict." + "reason": "Unrelated failures: Qwen3.5 label propagation vs. Trainer import breaking with datasets installed." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Flash Attention unsupported error and invalid GenerationConfig are unrelated code paths." + "reason": "Different model-specific errors: Flash Attention support vs. invalid GenerationConfig." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "num_labels propagation and Gemma4 bidirectional attention masking are different bugs." + "reason": "Different Qwen/Gemma issues: label propagation vs. causal-vs-bidirectional attention masking." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Model loading with base_model_prefix is not the same as saving Pipeline objects." + "reason": "Different serialization problems: base_model_prefix loading regression vs. saving Pipeline objects." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Missing vocab_size on Gemma3Config vs missing fpn_position_embeddings on SAM3 output are unrelated model-specific attrs." + "reason": "Different missing-attribute bugs on different model families." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "Compiled-file import errors and stdout doc-lint noise are different import-time problems." + "reason": "Different import-time problems: compiled-file errors vs. doc-lint output at import." }, { "left": "issue:44655", "right": "issue:46050", "accept": false, - "reason": "Pipeline save_pretrained failure is not the same as quantized model roundtrip breakage." + "reason": "Different save/load bugs: Pipeline save_pretrained vs. quantized model roundtrip after save/load." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Different Python-version compatibility issues with no concrete shared failure path." + "reason": "Different Python-version compatibility issues with different failure modes." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Missing config field vs invalid optional post_init rule are unrelated." + "reason": "Different config/model bugs: missing vocab_size vs. optional post_init handling." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "State_dict sorting load bug and Qwen3.5 save_pretrained regression are different mechanisms." + "reason": "Related serialization theme, but not the same concrete bug: sorted state_dict load error vs. incorrect saved checkpoint." }, { "left": "issue:44938", "right": "issue:47059", "accept": false, - "reason": "Python 3.14 load failure vs CLI completion attribute mismatch are unrelated." + "reason": "Unrelated: Python 3.14 import failure vs. cli test breakage from huggingface_hub API drift." }, { "left": "issue:36683", "right": "issue:47110", "accept": false, - "reason": "Missing config attribute and special_tokens type error do not share the same bug." + "reason": "Different attribute/type error on special_tokens vs. Gemma3Config vocab_size." }, { "left": "issue:46077", "right": "issue:46512", "accept": false, - "reason": "Attention-mask semantics vs stale config dtype after from_config are different issues." + "reason": "Different config-state issues: attention-mask construction vs. stale dtype on model.config." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to Qwen3.5 checkpoint save corruption." + "reason": "Different regressions: CLIP attentions assignment vs. Qwen3.5 checkpoint serialization." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Both mention missing config attrs, but they are different models and different missing fields." + "reason": "Same broad symptom class, but different model attributes and different root causes." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "Bart generate UnboundLocalError and tensor-parallel training bug are unrelated." + "reason": "Different training/inference failures with no shared code path." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "FSDP/PEFT optimizer-state bug and cache strategy typo are not the same change or defect." + "reason": "Completely unrelated: optimizer/FSDP state bug vs. cache-strategy typo." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Decorating cache update with no_grad is unrelated to broad import errors after upgrade." + "reason": "Different issues: no_grad decoration vs. broad import errors after upgrading." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "UMT5 embed_tokens loading bug and Qwen3.5 MoE from_pretrained failure are different model-specific failures." + "reason": "Different models and failures: UMT5Encoder missing weights vs. Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "Optimizer argument handling and Trainer import dependency issues are unrelated." + "reason": "Different problems: SGD args ignored vs. Trainer import blocked by datasets." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwargs bug and variable-length position_ids bug do not overlap." + "reason": "Unrelated scheduler bug vs. Qwen3.5 variable-length position_ids failure." }, { "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "Bart generate decoder_attention_mask error and tokenizer loading regression are different problems." + "reason": "Different symptoms and subsystems: generation mask error vs. tokenizer loading regression." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "Sorted state_dict loading issue and Gemma pipeline roundtrip issue are different bugs." + "reason": "Both are roundtrip/load-save themed, but the concrete failures differ." }, { "left": "issue:44393", "right": "issue:47000", "accept": false, - "reason": "Qwen3-VL bounding-box hallucination and RTDetrLoss infeasible cost-matrix crash are not the same failure." + "reason": "Different model/task failures: Qwen3-VL bbox output vs. RTDetr loss infeasibility." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Generic compiled-file import errors and Python 3.13 @torch.jit.script parsing failure are distinct." + "reason": "Both import-related, but one is a compiled-file import error and the other is a Python 3.13 JIT parsing issue." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug and tensor-parallel OOM on model load are related only at a broad subsystem level, not the same defect." + "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM on model load." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "A cache no_grad proposal and a vague version-wide complaint are too broad and not the same underlying issue." + "reason": "Too broad to merge: a specific cache/layer API change vs. a generic 'breaks too many models' complaint." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Load regression from sorted state_dicts is unrelated to a missing Qwen3.5 vision config field." + "reason": "Different save/config issues: state_dict ordering vs. missing deepstack_visual_indexes field." }, { "left": "issue:41669", "right": "issue:44246", "accept": true, - "reason": "Both point to transformers import-time slowness; 41669 gives the concrete root cause (import * in models) and 44246 matches the same symptom." + "reason": "Both describe the same import-time slowdown of transformers; 41669 points to a likely root cause, 44246 reports the user-visible symptom." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIP attentions assignment regression and patchtsmixer post_init allowance are unrelated." + "reason": "Different issues: CLIPOutput attentions assignment vs. patchtsmixer post_init validation." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Different bugs with no shared underlying code path." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Different test flakiness sources: missing set_seed vs. xdist worker race on captured_info.txt." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Same broad serialization area, but not the same concrete bug: sorted-state_dict load error vs. incorrect visual encoder keys on save." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different model bug than the Qwen3.5 MoE load error; no shared concrete failure mode." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The summary stays conservative about the cluster being heterogeneous, correctly notes there are no PRs, and only one soft edge is accepted with a plausible shared import-slowdown symptom. The rejected pairwise verdicts are generally cautious and do not overclaim duplicate status from title-level similarity alone." + "feedback": "The assessment is grounded in the packet and stays conservative overall. The only accepted duplicate pair, 41669 \u2194 44246, is well supported by both titles describing import-time slowdown. The remaining soft-edge rejects are appropriately cautious and do not overclaim shared root causes." }, "evaluator_used": true, "retried": false, @@ -18314,8 +18366,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -18383,16 +18435,16 @@ "issue:43874|issue:46617", "issue:43010|issue:43065", "issue:45850|issue:47110", - "issue:43824|issue:46617", "issue:43576|issue:46132", + "issue:43824|issue:46617", "issue:42548|issue:44351", "issue:45125|issue:45478", "issue:44387|issue:44556", "issue:30333|issue:33453", "issue:45125|issue:45375", "issue:43827|issue:44961", - "issue:44355|issue:44749", "issue:30990|issue:31795", + "issue:44355|issue:44749", "issue:43502|issue:44222", "issue:43502|issue:44961", "issue:46664|issue:46726", @@ -18405,88 +18457,88 @@ "issue:42757|issue:43576", "issue:43576|issue:45071" ], - "prepared_review_unit_hash": "a34e5e572b471f2b79fe321edc1efcaeafd4d92ce638b9e570ab575d89330f73", + "prepared_review_unit_hash": "2f1ba554d1002eeda34a69cd96c9202bbad932b12acd5124c4cee5ea5411d160", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 37813, - "estimated_input_tokens": 9454, - "estimated_eval_tokens": 19164 + "serialized_chars": 37823, + "estimated_input_tokens": 9456, + "estimated_eval_tokens": 19168 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated; they loosely share a Transformers v5 regression theme, but none of the soft pairs look like the same underlying bug/change with enough confidence to merge.", - "confidence": 0.87, - "canonical_issue_reason": "issue:44556 is the clearest concrete v5 regression in the set: a checkpoint that worked in 4.57 no longer reloads in 5.2/5.3. It is specific, reproducible, and a good anchor for the broader upgrade-breakage theme.", + "summary": "This cluster is mostly a loose collection of distinct Transformers v5 regression reports, with a few small thematic pockets around loading/import issues and Qwen3.5 MoE. None of the soft pairs look like true duplicates of the same concrete bug/change.", + "confidence": 0.52, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella in the set: it frames the overall \u2018v5 breaks too many models\u2019 regression theme that loosely covers several of the other reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44556 is the most actionable representative issue here because it states a concrete version-to-version loading breakage with a clear user impact; several other issues are either narrower implementation bugs or unrelated regressions.", + "best_issue_reason": "45850 is the best global representative only because it is the most general v5-regression complaint; it is still too vague to serve as a precise duplicate target for most of the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Import-time PyTorch dependency failure is unrelated to tokenizer-loading regression." + "reason": "Both are loading/import failures, but one is a missing PyTorch dependency and the other is a tokenizer-loading regression; different bugs." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Both touch CLIP/v5 behavior, but one is an attentions assignment bug and the other is a model-structure inconsistency; different code paths and fixes." + "reason": "Both mention CLIP, but one is a missing attentions assignment and the other is a structural model-class inconsistency." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to DeepSeekV3MoE implementation divergence." + "reason": "DSA indexer/ReLU discussion is unrelated to DeepSeekV3MoE divergence; different code paths and failures." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "local_files_only network leakage and AddedToken argument collision are different bugs in different parts of the stack." + "reason": "Local-files-only network leakage is unrelated to AddedToken argument duplication." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "SAM HQ test seeding issue is unrelated to Phi-4 multimodal loading failure." + "reason": "A flaky CI test due to missing set_seed is not the same as a Phi-4 multimodal model-loading failure." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both mention tests/CI, but one is missing set_seed and the other is a stale device override; not the same bug." + "reason": "These are both test-related, but one is seed flakiness and the other is a stale device override failure; not the same bug." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenizer cleanup semantics and video num_frames semantics are separate behavior changes." + "reason": "Tokenizer cleanup behavior in v5 and SmolVLM num_frames semantics are unrelated." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained moe bug and missing _tp_plan for tensor parallelism are distinct MoE issues." + "reason": "Both involve MoE/tensor-parallel themes, but one is FP8 save_pretrained and the other is a missing _tp_plan on loading; not one concrete fix." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading regression and checkpoint reload regression overlap on v5, but the affected paths and symptoms differ." + "reason": "Both are version-upgrade loading regressions, but one is AutoTokenizer loading and the other is checkpoint reload compatibility; too broad to merge." }, { "left": "issue:44734", @@ -18498,151 +18550,151 @@ "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Network-request bug is unrelated to GLM-5 RoPE implementation." + "reason": "Local-files-only API leakage and GLM-5 RoPE implementation are different issues." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Missing image-patch helper in GLM46V is unrelated to loading a remote-code model from cache." + "reason": "Missing image-patch counting and cache FileNotFoundError are different multimodal loading problems." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Cache/layer no_grad decoration and dummy Conv2d in Sam3PixelDecoder are unrelated implementation changes." + "reason": "A no_grad decoration request for cache update is unrelated to the Sam3PixelDecoder dummy Conv2d issue." }, { "left": "issue:45850", "right": "issue:47110", "accept": false, - "reason": "A broad complaint that v5 breaks many models is not the same as the specific special_tokens list/dict error." + "reason": "A broad complaint about v5 breakage is not the same as a special_tokens list/object-shape error." }, { - "left": "issue:43824", - "right": "issue:46617", + "left": "issue:43576", + "right": "issue:46132", "accept": false, - "reason": "Missing Qwen2.5-VL export and cache FileNotFoundError are different loading failures." + "reason": "Broken env command and AttentionInterface.register behavior changes are distinct features/failures." }, { - "left": "issue:43576", - "right": "issue:46132", + "left": "issue:43824", + "right": "issue:46617", "accept": false, - "reason": "Broken env command and AttentionInterface.register behavior change are unrelated features." + "reason": "Qwen2.5-VL import failure is different from trust_remote_code cache loading FileNotFoundError." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Two import errors, but for different symbols and likely different export regressions." + "reason": "Two separate import errors for different symbols; same symptom class, different bug." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both concern Qwen3.5 MoE loading, but one is specifically missing tensor-parallel plan while the other is a broad from_pretrained error; not enough to treat as the same bug." + "reason": "Both are Qwen3.5 MoE loading-related, but one is specifically missing _tp_plan and the other is a broader from_pretrained failure; not enough evidence for the same bug." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "int4 quantization memory/OOM regression is unrelated to checkpoint reload breakage." + "reason": "Int4 quantization OOM and model reload failure after version upgrade are unrelated regressions." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLFlow finalization bug is unrelated to tokenizer loading regression." + "reason": "MLflow run-finalization on failure and tokenizer loading regression are unrelated." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Missing tensor-parallel plan and missing vision config field are separate Qwen3.5 MoE issues." + "reason": "Missing tensor-parallel plan and missing vision-config field are different Qwen3.5 MoE issues." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs referencing pipeline() and an unrelated racoon issue are not duplicates." + "reason": "Docs still referencing pipeline() and a standalone 'racoon' issue are not the same underlying problem." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "Compiled Python file errors and data-filter slowdown after upgrade are different symptoms and code paths." + "reason": "Sentence Transformers loading hang and forward-doc confusion are unrelated." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:44355", + "right": "issue:44749", "accept": false, - "reason": "SentenceTransformers loading stall and forward-method documentation confusion are unrelated." + "reason": "Compiled Python file errors and Chinese report about data-filter slowdown are different problems." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "local_files_only request leakage and FP8 MoE save_pretrained are unrelated." + "reason": "Local-files-only leakage and FP8 save_pretrained moe are separate bugs." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "No meaningful relation between offline-file handling and racoon." + "reason": "Local-files-only API leakage has nothing to do with the unrelated 'racoon' issue." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Video num_frames semantics and missing-vision-backend processor handling are different multimodal issues." + "reason": "Video num_frames semantics and missing vision backend handling are different processor issues." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Both involve generation internals, but no_grad decoration and sync_gpus update ordering are different defects." + "reason": "Cache/layer no_grad decoration and generation kwargs sync after sync_gpus are distinct generation-path bugs." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow reporting and tensor parallel training are unrelated." + "reason": "MLflow reporting on failure and tensor-parallel training bug are unrelated." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Qwen3VL MoE loading breakage in dev0 and v4.57-to-v5 reload failure are both version regressions, but not the same concrete bug." + "reason": "Qwen3VL MoE loading breakage and checkpoint reload after upgrade are both version-related, but not the same concrete failure." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "BART generate UnboundLocalError and documentation confusion are unrelated." + "reason": "BART generate() decoder_attention_mask error and forward signature documentation confusion are different kinds of issues." }, { "left": "issue:27957", "right": "issue:33453", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to tokenizer-loading regression." + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to tokenizer-loading regression." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file execution errors and PretrainedConfig type-checking breakage are different issues." + "reason": "Compiled Python file errors and PretrainedConfig type-checking regression are different failures." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing is_offline_mode import and broken env command are different regressions." + "reason": "Missing is_offline_mode import and broken transformers env command are separate v5 issues." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Broken env command and PretrainedConfig type checking are unrelated v5 changes." + "reason": "Broken env command and PretrainedConfig type-checking are unrelated regressions." } ] }, @@ -18661,8 +18713,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -18726,8 +18778,8 @@ "issue:44351|issue:46617", "issue:36296|issue:43901", "issue:43475|issue:46617", - "issue:46143|issue:46144", "issue:41628|issue:42548", + "issue:46143|issue:46144", "issue:44222|issue:44230", "issue:45375|issue:47110", "issue:43525|issue:47110", @@ -18753,20 +18805,20 @@ "issue:45850|issue:47059", "issue:42371|issue:44492" ], - "prepared_review_unit_hash": "5e41d55c724000db762e530038bee8519232d98a0f3939e400ed28702a6799f7", + "prepared_review_unit_hash": "2648bc35ca43a089e6644b014d27dc9cdb460dd964b5bdad8b5f2e111bcbc827", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 37641, + "serialized_chars": 37643, "estimated_input_tokens": 9411, "estimated_eval_tokens": 19078 }, @@ -18775,228 +18827,228 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated import, config, CLI, cache, and model-specific regression reports. There are no PRs here. The broad v5-regression umbrella is the only plausible anchor, but most soft links are not duplicates.", - "confidence": 0.34, - "canonical_issue_reason": "Issue 45850 is the broadest umbrella in the set: a general report that Transformers 5.0 breaks many models. It is generic, but it best matches the cluster\u2019s recurring v5-regression theme.", + "summary": "This cluster is heterogeneous: mostly unrelated v5 regression/import/model-specific issues that only share loose lexical similarity, not the same underlying bug. I did not find any soft pair that is safe to merge as duplicates.", + "confidence": 0.37, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella for the shared v5-breakage theme, but it is still too vague to be a true duplicate anchor; the cluster does not cleanly cohere around one concrete bug.", "canonical_pr_reason": null, - "best_issue_reason": "45850 is the most suitable cluster anchor because it is the most general regression report and can absorb several v5-related complaints, even though it is not a precise duplicate target.", + "best_issue_reason": "Issue 45850 is the closest thing to a representative issue because it captures the general \u201cv5 breaks models\u201d symptom seen across the cluster, even though the individual reports are materially different.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43576", "right": "issue:47059", "accept": false, - "reason": "Both are CLI/runtime breakages, but one is a broken `transformers env` command and the other is a Hugging Face Hub completion API change; different code paths." + "reason": "Different failures: v5 env command vs CLI completion breakage in huggingface_hub." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion about `input_ids`/`past_key_values` is unrelated to an import error for `layer_type_validation`." + "reason": "Docs confusion about forward args vs an import error for layer_type_validation." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "`racoon` is too vague to link to the Gemma-4 audio positional encoding bug; no shared concrete failure mode." + "reason": "Unrelated: a placeholder issue title versus a Gemma-4 audio positional-encoding bug." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "`transformers env` CLI failure and missing `Qwen2_5_VLForConditionalGeneration` import are separate regressions." + "reason": "Both are breakages, but one is CLI/env and the other is a Qwen2.5-VL import error." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "RoPE implementation discussion is unrelated to the placeholder `racoon` report." + "reason": "GLM-5 RoPE implementation discussion does not match the placeholder racoon issue." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger kernel application in `model_init` and a DSA indexer ReLU discussion are different subsystems and bugs." + "reason": "Liger Kernel application bug and DSA/ReLU discussion are different subsystems and bugs." }, { "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Flash Attention support for Nemotron is unrelated to the vague `racoon` issue." + "reason": "Nemotron Flash Attention support error is unrelated to the placeholder issue." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Both are loading/import failures, but one is a missing export and the other is a cache FileNotFoundError; not the same bug." + "reason": "Importing HybridCache vs loading a cached trust_remote_code model are different failure modes." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor parallel training bug and a docs/behavior mismatch for `return_all_scores` are unrelated." + "reason": "Tensor-parallel training bug is not the same as a docs/behavior mismatch for TextClassificationPipeline." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM3 missing attribute and trust-remote-code cache loading failure are different model/runtime paths." + "reason": "SAM3 missing attribute and cache loading FileNotFoundError are different model/code paths." }, { - "left": "issue:46143", - "right": "issue:46144", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Both involve RoFormer attention, but one is about `**kwargs` propagation and the other about not using the attention interface; related area, not the same bug." + "reason": "Both are import errors, but for different symbols and likely different export breakages." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:46143", + "right": "issue:46144", "accept": false, - "reason": "Two separate missing top-level exports (`AutoImageProcessor` vs `PreTrainedModel`) without evidence of one shared root cause." + "reason": "Related RoFormer area, but one is kwargs plumbing and the other is attention-interface usage." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both mention FP8 and MoE, but one is about saving and the other about inference support; not mergeable as one fix." + "reason": "FP8 save_pretrained bug vs FP8 inference support request are not the same bug." }, { "left": "issue:45375", "right": "issue:47110", "accept": false, - "reason": "Missing config field handling is unrelated to a `special_tokens` list/dict type error." + "reason": "Config field dropping issue versus a special_tokens type error; different data structures and symptoms." }, { "left": "issue:43525", "right": "issue:47110", "accept": false, - "reason": "Missing `pad_token_id` in `Llama4Config` is a config issue, not the `special_tokens` attribute error." + "reason": "Missing pad_token_id in Llama4Config is unrelated to special_tokens being a list." }, { "left": "issue:43867", "right": "issue:47110", "accept": false, - "reason": "State-dict loading behavior and `special_tokens` type mismatch are unrelated." + "reason": "State-dict loading order bug does not match the special_tokens keys error." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Qwen3.5 chat crash is a specific model/chat issue, not the broad generic v5 regression report." + "reason": "Specific Qwen3.5 chat crash is not the same as the generic v5 breakage report." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger kernel application and FP8 inference on B200 are distinct accelerator/model problems." + "reason": "Different problems: model_init/Liger-Kernel application vs FP8 inference on B200." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Missing generation cache during chunked prefill and a cache-strategy typo are not the same defect." + "reason": "GenerationMixin cache missing is not a typo in cache strategy docs or naming." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to SmolVLM video `num_frames` semantics." + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "A specific `processor.save_pretrained` file omission is not the same as a generic bug report." + "reason": "A concrete processor.save_pretrained file omission is not the same as a generic bug report." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading failure and TensorBoard-without-TensorFlow backend error are different issues." + "reason": "Lazy loading malfunction and TensorFlow backend fallback error are different bugs." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Qwen3-VL-Moe on v5 and missing `_tp_plan` for Qwen3_5Moe are related by model family only, not the same concrete bug." + "reason": "Both involve Qwen3/5, but one is broad version compatibility while the other is tensor-parallel plan metadata." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading may touch import machinery, but there is no evidence it is the same sys.modules access bug." + "reason": "Lazy loading behavior is unrelated to unsafe sys.modules access in modeling_utils." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to SmolVLM `num_frames` semantics." + "reason": "DSA/ReLU discussion and SmolVLM frame-count semantics are unrelated." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Removing `import *` from models and missing cache in generation are unrelated changes." + "reason": "Import-star cleanup/performance issue is not the same as a missing GenerationMixin cache." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL 2D bbox output problems are unrelated to `PretrainedConfig` type checking regressions." + "reason": "Qwen3-VL bbox hallucination is unrelated to PretrainedConfig type checking regressions." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Both are v5 regressions, but one is a CLI issue and the other is checkpoint reload incompatibility; not the same bug." + "reason": "Both are version-related regressions, but one is an env command and the other is checkpoint reload compatibility." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "2D bounding-box hallucination and infinite looping on a specific image are different Qwen3-VL failures." + "reason": "Both are multimodal Qwen reports, but different symptoms and likely different root causes." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "A missing `pad_token_id` field is too specific to be the same as the broad 'v5 breaks too many models' umbrella." + "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the broad v5 breakage umbrella." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support for Qwen models and a weight-conversion-script question for deepseekv4 are unrelated." + "reason": "FP8 inference support and a weight-conversion script request are different tasks." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Checkpoint reload breakage after v5 upgrade and remote-code meta-initialization incompatibility are different upgrade regressions." + "reason": "Both mention v5 loading incompatibilities, but for different models and mechanisms; not the same bug." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLm missing `pad_token_idx` is a model-specific config regression, not the generic v5 breakage umbrella." + "reason": "StableLm pad_token_idx regression is a specific config issue, not the generic v5 complaint." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A cache-strategy typo is not the same as the broad v5 regression report." + "reason": "A typo in cache strategies is unrelated to broad model breakage after v5." }, { "left": "issue:45850", "right": "issue:47059", "accept": false, - "reason": "Broad v5 regression complaints and a Hugging Face Hub CLI compatibility failure are unrelated." + "reason": "Generic v5 model breakage is not the same as a huggingface_hub CLI completion regression." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 settings guidance and a cache-strategy typo are unrelated." + "reason": "TF32 API settings guidance and a cache-strategy typo are unrelated." } ] }, @@ -19015,8 +19067,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -19122,14 +19174,14 @@ "issue:43352|issue:46218", "issue:44351|issue:46218" ], - "prepared_review_unit_hash": "42da721a7de620d2124edde221ccf266eb2f8a2a9020b11ad2240110545e3cc8", + "prepared_review_unit_hash": "be27beca4bede397dbf42c24aededfb52f258c03a43bb7bc682c0b0bfa2dc97b", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 48, @@ -19144,318 +19196,330 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated Transformers issues that only share broad themes like import/loading, model config, and processor behavior. None of the soft pairs look like the same underlying bug or change.", - "confidence": 0.9, - "canonical_issue_reason": "issue:41669 is the most central anchor in this noisy cluster: it is concrete, broadly impactful, and has several nearby import/startup-related similarities, making it the best representative issue despite the overall heterogeneity.", + "summary": "No soft pair looks like a true duplicate; the set is a broad mix of unrelated bug reports, import/load regressions, model-specific issues, and security bugs. I\u2019d keep them separate.", + "confidence": 0.34, + "canonical_issue_reason": "If one issue must represent the cluster, issue 44246 is the best broad, user-facing import/performance report; the rest are mostly narrower or unrelated regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 is the best single issue to represent the cluster because it is specific, actionable, and closest to the small group of import/performance-related items.", + "best_issue_reason": "Issue 44246 is the most generally useful and well-scoped representative here, even though the cluster does not actually form a duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import performance/import-* theme overlap, but one is slow model import and the other is a missing symbol import error; different bugs." + "reason": "Import-performance cleanup vs a top-level import failure for a model class; different code paths and symptoms." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Different code paths: model type mismatch warning vs Liger Kernel not applied with model_init." + "reason": "Model-type warning during instantiation vs Liger Kernel not being applied with model_init; unrelated." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Both mention loading/import, but one is intermittent import slowness and the other is lazy-loading failure; not the same bug." + "reason": "Both are import/loading-related, but one is slow import and the other is lazy loading malfunction; not the same bug." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Unrelated test flakiness vs scheduler kwargs handling." + "reason": "Test flakiness from missing set_seed vs scheduler kwargs being ignored; unrelated." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "CLI env command breakage is unrelated to inverse_sqrt scheduler kwargs being ignored." + "reason": "Broken env CLI command vs inverse_sqrt scheduler kwargs; different subsystems." }, { "left": "issue:43576", "right": "issue:47176", "accept": false, - "reason": "Environment command bug vs shell command-substitution allowlist bypass; different security areas." + "reason": "CLI env command regression vs shell-operator allowlist bypass security bug; not the same issue." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention support error and 2D bbox hallucination are distinct model issues." + "reason": "Flash Attention 2 support gating for Nemotron vs Qwen3-VL 2D bbox output issues; different model-specific bugs." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Specific position_ids buffer error vs a generic bug report placeholder." + "reason": "Position_ids buffer access error vs a generic bug report placeholder; no duplicate evidence." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer_class mismatch is unrelated to the generic bug report." + "reason": "Tokenizer class mismatch on save_pretrained vs generic bug report; unrelated." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility issue vs Qwen3-VL bbox output bug." + "reason": "Python version incompatibility vs Qwen3-VL bounding-box behavior; different problem." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad performance regression." + "reason": "Typo in cache strategy text vs numpy-to-list padding performance issue; not the same bug." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs bug vs PretrainedConfig type-checking breakage." + "reason": "Scheduler kwargs handling vs PretrainedConfig type checking; unrelated." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Slow import due to import * usage vs missing HybridCache symbol; different failure modes." + "reason": "Import-star cleanup/performance issue vs missing HybridCache import; different root causes." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding vs scheduler kwargs handling; same word, different subsystem." + "reason": "Processor.from_pretrained kwargs passthrough vs scheduler kwargs; different APIs." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-performance issue vs a testing_utils bug." + "reason": "Import performance regression vs a testing_utils bug; unrelated." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python 3.9/3.10 compatibility vs module import error for HybridCache." + "reason": "Python 3.9/3.10 compatibility problem vs model class import failure; different failure modes." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init policy vs _get_tied_weight_keys AttributeError." + "reason": "Optional post_init validation in patchtsmixer vs list-handling crash in tied-weight key extraction; unrelated." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion vs tokenizer loading regression." + "reason": "Forward-doc confusion vs tokenizer loading regression; no shared concrete bug." }, { "left": "issue:43976", "right": "issue:47176", "accept": false, - "reason": "Python support issue vs shell-operator allowlist bypass." + "reason": "Version compatibility issue vs command-substitution allowlist bypass; unrelated." }, { "left": "issue:44485", "right": "issue:47176", "accept": false, - "reason": "RoPE implementation discussion vs command-substitution security bypass." + "reason": "GLM-5 RoPE implementation discussion vs shell injection bypass; different code paths." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer activation bug vs Gemma-4 audio positional encoding bug." + "reason": "DSA indexer activation issue vs Gemma-4 audio positional encoding bug; not duplicates." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Timestamp calculation bug vs incorrect video padding calculation." + "reason": "Timestamp calculation bug vs video padding calculation bug; both processor bugs but different models and logic." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy loading failure are separate issues." + "reason": "Broken env command vs lazy loading malfunction; not the same issue." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "model_init/Liger Kernel application bug vs flash_attention_3 training degeneration." + "reason": "Liger Kernel not applied in model_init vs flash_attention_3 training degeneration; distinct problems." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic placeholder bug report vs a concrete Qwen3.5 MoE from_pretrained regression." + "reason": "Generic placeholder bug report vs Qwen3.5 MoE from_pretrained error; no duplicate evidence." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading failure vs scheduler kwargs ignored; unrelated." + "reason": "Lazy loading issue vs scheduler kwargs bug; unrelated." }, { "left": "issue:44485", - "right": "issue:47177", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE vs Gemma-4 audio relative positional encoding; different models and implementations." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in multithreaded dataloader use vs GLM-5 RoPE implementation; unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", "accept": false, - "reason": "GLM-5 RoPE logic vs tar/zip-slip RCE vulnerability." + "reason": "Continuous batching unsupported for audio models vs DeepSeek-V4 weight conversion script question; different issues." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp bug vs GLM-5 RoPE implementation issue." + "reason": "Qwen3VL timestamp bug vs GLM-5 RoPE implementation; unrelated." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained problem vs tied-weight-key AttributeError." + "reason": "Pipeline save_pretrained failure vs tied-weight key AttributeError; different save/model internals." }, { "left": "issue:43976", "right": "issue:47177", "accept": false, - "reason": "Python compatibility issue vs archive-path traversal RCE." + "reason": "Python-version compatibility bug vs tar/zip slip arbitrary file write security issue; unrelated." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Gemma-4 audio positional encoding bug vs CohereASR training-loss double-shift bug." + "reason": "Gemma-4 audio positional encoding bug vs CohereASR training-loss double-shift bug; different models and failure modes." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Timestamp calculation and scheduler kwargs are unrelated." + "reason": "Processor timestamp calculation vs inverse_sqrt scheduler kwargs handling; unrelated." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken env command vs missing HybridCache import; no common underlying bug." + "reason": "env CLI regression vs Qwen3_5 import failure; different code paths." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-time slowdown vs VRAM leak in multithreaded use." + "reason": "Import-star performance cleanup vs Qwen3 VRAM leak under multithreaded dataloaders; unrelated." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion vs Llama 3.2 Vision model-loading regression." + "reason": "Documentation confusion vs model-loading breakage for Llama 3.2; different issue classes." }, { "left": "issue:45850", "right": "issue:47177", "accept": false, - "reason": "Broad version-breakage complaint vs archive RCE vulnerability." + "reason": "General complaint that v5 breaks many models vs arbitrary file-write RCE; not the same bug." }, { "left": "issue:45850", "right": "issue:47176", "accept": false, - "reason": "Broad model-breakage complaint vs shell-operator allowlist bypass." + "reason": "General v5 regression complaint vs command allowlist bypass; different security/problem domain." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different model families and different implementation areas." + "reason": "Same broad area of RoPE/positional encoding, but different models and concrete code paths; too weak for duplicate triage." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak under dataloader threads vs RoPE implementation discussion." + "reason": "VRAM leak in threaded dataloader usage vs GLM-5 RoPE implementation; unrelated." }, { "left": "issue:46218", "right": "issue:47177", "accept": false, - "reason": "Missing import symbol vs arbitrary file-write/RCE vulnerability." + "reason": "Model import failure vs tar/zip slip arbitrary file write; completely different bugs." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Shared expert gating bug vs dtype/transpose issue in deepseek-v4." + "reason": "DeepSeek-V4 shared-expert gating issue vs tensor transpose/dtype bug; different concrete failures." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network regression vs timestamp calculation bug." + "reason": "local_files_only still making network requests vs timestamp calculation bug; unrelated." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API migration warning vs VRAM leak in threaded inference." + "reason": "TF32 configuration API change vs VRAM leak in multithreaded use; different areas." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "General version breakage vs missing HybridCache import." + "reason": "Broad claim that v5 breaks many models vs Qwen3_5 import error; not the same underlying bug." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp calculation vs missing processor save files; different processor bugs." + "reason": "Timestamp calculation vs missing files on processor.save_pretrained; different processor bugs." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling in indexer vs audio positional encoding bug." + "reason": "torch.split return-values issue in GLM-MoE DSA indexer vs Gemma-4 audio positional encoding; unrelated." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "rms_norm_eps precision discussion vs Gemma-4 audio positional encoding." + "reason": "MLA q_a_layernorm epsilon/config bug vs Gemma-4 audio positional encoding; different models and fixes." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching for audio models vs deepseek-v4 weight-conversion question." + "reason": "Audio-model continuous batching support vs DeepSeek-V4 conversion-script question; not duplicates." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp calculation bug vs VRAM leak under multiple dataloader threads." + "reason": "Processor timestamp bug vs Qwen3 VRAM leak in dataloader threads; unrelated." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2 support error vs missing HybridCache import." + "reason": "Flash Attention 2 unsupported for Nemotron vs Qwen3_5 import failure; different issues." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import-related, but one is a missing symbol and the other is a module export issue; different root cause." + "reason": "HybridCache import export problem vs Qwen3_5 model-class import failure; both import-related but not the same bug." } ] }, @@ -19474,8 +19538,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ @@ -19547,20 +19611,20 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "cd749715739de52645e278486bb18d1fa707a572010f55379a76b645dfd58f07", + "prepared_review_unit_hash": "4a72ba42e6078bfa6bff3b2cf4d61f2e60d99c4ef64b878b9f2a04d66fe9b9f5", "component_budget": { "node_count": 521, "item_count": 521, "soft_pair_count": 1919, - "serialized_chars": 995115, - "estimated_input_tokens": 248779, - "estimated_eval_tokens": 497814 + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 }, "budget": { "node_count": 34, "item_count": 34, "soft_pair_count": 31, - "serialized_chars": 28322, + "serialized_chars": 28321, "estimated_input_tokens": 7081, "estimated_eval_tokens": 14418 }, @@ -19569,198 +19633,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like a true duplicate; most are broad topical similarities rather than the same concrete bug/change. The strongest hub is the Flash Attention 2.0 umbrella issue, but the other flash-attention/model-support items remain distinct.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45250 is the broadest, most umbrella-style issue in the set, and the closest flash-attention support requests hang off it conceptually more than the model-specific alternatives.", + "summary": "This cluster is heterogeneous: the soft pairs mostly share broad words like tokenizer, from_pretrained, or Flash Attention, but they point to different code paths, models, or even unrelated topics. I would not collapse any of these into duplicates, and there is no clear canonical issue/PR for the whole set.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45250 is the best global anchor because it is generic enough to subsume related flash-attention support requests without being tied to a single model.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44861", "right": "issue:47110", "accept": false, - "reason": "Both are AttributeError-style crashes, but in different helpers and different object shapes; not the same bug." + "reason": "Different crashes in different areas: tied-weights handling vs special_tokens/list behavior." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both involve tokenizer/v5 behavior, but one is a broad migration behavior change and the other a specific decoder-type regression." + "reason": "Both mention tokenizer changes in v5, but one is a v4-to-v5 behavior difference and the other is a wrong decoder type; not the same bug." }, { "left": "issue:44861", "right": "issue:47059", "accept": false, - "reason": "Tied-weights key handling and CLI completion are unrelated code paths." + "reason": "Unrelated failures: _get_tied_weight_keys AttributeError vs CLI completion breakage with huggingface_hub." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "45250 is a broad feature request, while 28348 is a GPT2-specific support ask; not the same concrete change." + "reason": "Both reference Flash Attention 2.0, but one is GPT2LMHeadModel-specific support and the other is a generic request; not one concrete fix." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling and the unrelated title do not describe the same issue." + "reason": "lr_scheduler_kwargs handling bug vs an unrelated non-technical issue title." }, { "left": "issue:44998", "right": "issue:47177", "accept": false, - "reason": "Completely unrelated issues." + "reason": "Completely unrelated: a placeholder/non-technical issue vs a command-substitution security bypass." }, { "left": "issue:44998", "right": "issue:47176", "accept": false, - "reason": "Completely unrelated issues." + "reason": "Completely unrelated: a placeholder/non-technical issue vs a shell-operator allowlist bypass." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Typo in cache-strategy text is unrelated to the other issue." + "reason": "Typo in cache strategy docs/code vs unrelated placeholder issue." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIP attentions assignment and the other title are unrelated." + "reason": "CLIPOutput attentions regression vs unrelated placeholder issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Different failures in different areas: tied weights vs chat template/tool-call handling." + "reason": "Different bug classes: tied-weights crash vs apply_chat_template crash with tool calls." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained loading and an import error are both loading-related at most, but not the same bug." + "reason": "from_pretrained loading slowness vs ImportError for layer_type_validation; different problems." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support and missing processor save files are unrelated." + "reason": "fp8 inference support request vs processor.save_pretrained missing files; not the same underlying issue." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2.0, but they are separate model-specific support requests." + "reason": "Both are Flash Attention 2.0 related, but they target different models and separate support gaps." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "Generation-time decoder_attention_mask crash vs checkpoint load slowness are different problems." + "reason": "BART generate() decoder_attention_mask bug vs slow checkpoint loading; unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Loading performance and tensor-parallel training are unrelated." + "reason": "Slow from_pretrained loading vs tensor-parallel training bug; different subsystems and symptoms." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting on failure and checkpoint load speed are unrelated." + "reason": "MLflow status reporting on failure vs slow checkpoint loading; unrelated." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Loading performance and forward-API documentation are not the same issue." + "reason": "Loading performance issue vs confusing forward-API documentation; not the same bug." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both involve Qwen3.5/MoE, but one is FP8 support and the other is a from_pretrained error." + "reason": "Both touch Qwen3/Qwen3.5, but one is fp8 support and the other is a from_pretrained loading error; different fixes." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models and FP8 VL/MoE support are different feature gaps." + "reason": "Continuous batching audio-model support vs Qwen fp8 inference support; different feature requests." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Init-weights behavior in Mamba and RoFormer attention-interface usage are unrelated." + "reason": "Mamba init_weights behavior vs RoFormer attention-interface implementation; unrelated models and code paths." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2former ignore_value handling and DeepSeek shared-expert gating are unrelated." + "reason": "Mask2former ignore_value usage vs DeepSeek shared expert gating; unrelated model bugs." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Incorrect type hinting and tokenizer regex-warning regression are unrelated." + "reason": "ModernBERT type-hint issue vs tokenizer regex warning regression; different problems." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2former ignore_value usage and loss-kwargs propagation are different code paths." + "reason": "Mask2former ignore_value bug vs loss kwargs not forwarded; unrelated code paths." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-kwargs handling and RoFormer attention-interface usage are unrelated." + "reason": "Loss kwargs forwarding vs RoFormer attention interface; unrelated." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Different model-specific bug versus tokenizer-wide warning regression." + "reason": "Mask2former ignore_value bug vs tokenizer regex warning regression; unrelated." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Different model-specific bug versus attention-interface issue." + "reason": "Mask2former ignore_value bug vs RoFormer attention-interface issue; unrelated." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Ignore_value handling and a quantization-operation typo are unrelated." + "reason": "Mask2former ignore_value usage vs a typo in quantization_operation text; unrelated." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Type-hint bug and typo fix are unrelated." + "reason": "ModernBERT norm_eps typing vs a typo correction; unrelated." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss-kwargs propagation and ModernBERT type-hinting are unrelated." + "reason": "Loss kwargs forwarding vs ModernBERT type-hint bug; unrelated." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama normalization question and ModernBERT type-hinting are unrelated." + "reason": "Question about Llama4TextL2Norm semantics vs ModernBERT type-hint bug; unrelated." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2former ignore_value and ModernBERT type-hinting are unrelated." + "reason": "Mask2former ignore_value bug vs ModernBERT type-hint bug; unrelated." } ] }, @@ -19779,8 +19843,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -19793,7 +19857,7 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "a6f0241f9b48175891e85b7f7a1a89fed61a745401e45415305244df87014502", + "prepared_review_unit_hash": "bdaa89661ed7868f79147bc6bd977ef6214e9844bff1ece8528c32798324aaaa", "component_budget": { "node_count": 3, "item_count": 3, @@ -19815,8 +19879,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three issues are unrelated: one asks for a truncation-from-beginning option, one requests ReduceLROnPlateau-like scheduler behavior, and one asks for Wav2Vec2 word boundary timestamps. They should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "These three closed issues are unrelated feature requests: token truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets. They do not form a duplicate cluster.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -19826,19 +19890,19 @@ "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different feature requests in different components; no shared code-path or underlying bug." + "reason": "Different problems: truncation direction in tokenization vs word boundary timestamps in Wav2Vec2." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Tokenizer truncation behavior vs learning-rate scheduler functionality are unrelated." + "reason": "Unrelated feature requests: tokenizer truncation option vs learning-rate scheduler behavior." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Scheduler feature request and Wav2Vec2 timing offsets are unrelated topics." + "reason": "No common underlying bug or change; one is scheduler functionality, the other is audio model timing offsets." } ] }, @@ -19857,8 +19921,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -19870,12 +19934,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "732d999dd6c696ec584ef414e6e1f2d33d573a7b9f0d38441752cb0268fe7894", + "prepared_review_unit_hash": "181e743295f3f2cb20f4a0815970c82696fbcab8cd654899b1a4d6fe3d12c5a2", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19883,7 +19947,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19892,24 +19956,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No strong duplicate cluster here. #13244 is about Tapas tokenization, while #15980 and #16618 are both model-loading problems but appear to be different failure modes (private-model auth/error messaging vs loading bert-base-uncased).", - "confidence": 0.93, - "canonical_issue_reason": "#16618 is the most general issue in the set and the closest to a core model-loading failure, but it is still not the same bug as the other two.", + "summary": "These issues do not look like duplicates. #16618 is a broad model-loading failure, #15980 is specifically about an authentication/error-message problem for private model downloads, and #13244 is about Tapas tokenization mismatch. The only plausible overlap is between #15980 and #16618, but the titles suggest different failure modes and different root causes.", + "confidence": 0.68, + "canonical_issue_reason": "#16618 is the broadest issue in the set and best represents the general model-loading failure theme, but it should not be treated as a true duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best representative of the only loosely related subset because it concerns a direct model load failure, which is broader than the private-model login UX issue in #15980.", + "best_issue_reason": "#16618 is the most general and user-facing model-loading report here, so if one issue had to anchor the cluster, it would be this one.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Unrelated topics: Tapas tokenization vs. inability to load bert-base-uncased. No indication of the same code path or fix." + "reason": "Different topics: Tapas tokenization parity vs. model loading failure. No evidence of the same underlying bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both involve model loading, but one is specifically about a bad message when downloading a private model without login, while the other is a generic load failure for bert-base-uncased. Different underlying bugs." + "reason": "#15980 is about private-model auth/error messaging, while #16618 is a generic 'can't load model' report for bert-base-uncased; the failure modes are not the same." } ] }, @@ -19928,8 +19992,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -19939,7 +20003,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "33eefca004ee94a5a616212adec8e471cc196c57b9e510ab043dc165009db389", + "prepared_review_unit_hash": "bed6a5e8f4f123da610203e690ea924cb732044a0fcae96e6010ba36fed95e09", "component_budget": { "node_count": 2, "item_count": 2, @@ -19961,18 +20025,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct community-contribution feature requests: one for Flash Attention 2 support and one for GGUF support. They target different capabilities and different code paths, so they should not be clustered as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue emerges because the items request different features. If one must be picked as the representative, issue #33260 is slightly better as a newer, self-contained request, but it does not supersede #26350.", + "summary": "These are two separate community contribution feature requests: one for Flash Attention 2 support and one for GGUF support. They are not duplicates and should not be merged.", + "confidence": 0.98, + "canonical_issue_reason": "issue #26350 is the better canonical representative only because it has much higher discussion activity and is the more established thread, but it is still a distinct feature request from #33260.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #33260 is the better standalone representative only because it is newer and clearly scoped, but it is not a duplicate of #26350.", + "best_issue_reason": "#26350 is the stronger issue to keep as the cluster representative due to higher activity and clearer momentum; however, it does not subsume #33260.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature requests: Flash Attention 2 architecture support vs GGUF support. They do not describe the same underlying bug or change." + "reason": "Different underlying requests and code paths: Flash Attention 2 support vs GGUF support. They target different architectures/features and are not the same bug or change." } ] }, @@ -19991,8 +20055,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-9", "nodes": [ @@ -20036,209 +20100,212 @@ "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "1285570c161f188676ca7f2f2f47ccedfa4e7c3f544ef6712bb7cc737a0cbf7d", + "prepared_review_unit_hash": "46d96631f11057b7bb3053aae41fccac78d088f122724f55405819b6f6bd18c3", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 28, - "serialized_chars": 15554, - "estimated_input_tokens": 3889, - "estimated_eval_tokens": 8034 + "serialized_chars": 15543, + "estimated_input_tokens": 3886, + "estimated_eval_tokens": 8028 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 28, - "serialized_chars": 15554, - "estimated_input_tokens": 3889, - "estimated_eval_tokens": 8034 + "serialized_chars": 15543, + "estimated_input_tokens": 3886, + "estimated_eval_tokens": 8028 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly separate i18n docs-translation issues for different languages; the similarity is driven by shared template wording, not the same underlying request. No PRs are present.", - "confidence": 0.96, - "canonical_issue_reason": "No true canonical duplicate: the concrete issues are different language translation requests, and the generic placeholder issues are only boilerplate.", + "summary": "This cluster is mostly a mix of distinct docs-translation requests by language, plus one small duplicate-like subgroup of generic placeholder issues; only the identical placeholder-title issues look safely mergeable.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43834 is the earliest and clearest representative of the only near-identical subgroup (the generic placeholder i18n translation issue).", "canonical_pr_reason": null, - "best_issue_reason": "43834 is the closest generic representative of the repeated template, but it is not suitable as a dedup target because it does not identify a specific language or change.", + "best_issue_reason": "issue:43834 is the best available issue representative, but only for the placeholder-template subset; the surrounding language-specific issues are not the same request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different translation requests; the shared i18n template wording does not make Turkish and the generic placeholder issue the same underlying item." + "reason": "Different language-specific translation requests; similarity is just from shared i18n template text." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different translation requests; Turkish docs translation is not the same issue as the generic placeholder template entry." + "reason": "Same template, but Turkish vs generic placeholder issue are not clearly the same underlying request." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "One is a concrete Turkish translation request, the other is only a generic template title; not the same issue." + "reason": "Turkish translation request is distinct from the generic placeholder translation issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different target languages (Turkish vs Romanian), so these are separate translation issues." + "reason": "Different target languages, so not a duplicate." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different target languages (Turkish vs Spanish), so these are separate translation issues." + "reason": "Turkish and Spanish translation requests are separate issues." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request vs generic template placeholder; similar wording, but not the same underlying issue." + "reason": "Spanish translation request does not match the generic placeholder issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish translation request and a generic placeholder issue are not the same concrete change." + "reason": "Different concrete request; overlap is only the docs-translation template." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different target languages (Spanish vs Romanian), so these are separate issues." + "reason": "Spanish vs Romanian translation request; not the same issue." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish translation request vs generic placeholder template; not a duplicate." + "reason": "Generic placeholder issue is not clearly the same as the Spanish request." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian translation request and a generic placeholder issue are not the same underlying request." + "reason": "Romanian translation request is distinct from the generic placeholder issue." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian translation request and a generic placeholder issue are not the same underlying request." + "reason": "Romanian translation request is distinct from the generic placeholder issue." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian translation request vs generic placeholder title; similar template text, but not a duplicate." + "reason": "Romanian translation request is distinct from the generic placeholder issue." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian translation request and the Thai-titled issue do not describe the same language-specific task." + "reason": "Romanian and Thai-labeled issues are not the same underlying request." }, { "left": "issue:43834", "right": "issue:44370", - "accept": false, - "reason": "Both are template-like i18n entries, but there is no evidence they are the same concrete translation request." + "accept": true, + "reason": "Same generic placeholder title/body pattern; they appear to be near-identical duplicates." }, { "left": "issue:43834", "right": "issue:44365", - "accept": false, - "reason": "Both are template-like i18n entries, but the available data does not show the same underlying language request." + "accept": true, + "reason": "Same generic placeholder title/body pattern; they appear to be near-identical duplicates." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Generic template i18n issue vs unrelated Thai-titled issue; not the same bug/change." + "reason": "Despite text similarity, the titles differ and the evidence looks like shared template noise rather than the same request." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Generic template i18n issue vs unrelated Thai-titled issue; not the same bug/change." + "reason": "Thai-title issue is a different request from the generic placeholder translation issue." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Generic template i18n issue vs unrelated Thai-titled issue; not the same bug/change." + "reason": "Thai-title issue is a different request from the generic placeholder translation issue." }, { "left": "issue:44365", "right": "issue:44370", - "accept": false, - "reason": "The titles are identical placeholders, but without explicit target details they could still be separate template submissions; do not assume a duplicate." + "accept": true, + "reason": "Same generic placeholder title/body pattern; they appear to be near-identical duplicates." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Template-like i18n issue vs unrelated Thai-titled issue; not the same concrete request." + "reason": "Different titles and likely different requests; similarity alone is not enough." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Template-like i18n issue vs unrelated Thai-titled issue; not the same concrete request." + "reason": "Thai-title issue is a different request from the generic placeholder translation issue." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Template-like i18n issue vs unrelated Thai-titled issue; not the same concrete request." + "reason": "Thai-title issue is a different request from the generic placeholder translation issue." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Template-like i18n issue vs unrelated Thai-titled issue; not the same concrete request." + "reason": "Different titles and likely different requests; similarity alone is not enough." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Template-like i18n issue vs unrelated Thai-titled issue; not the same concrete request." + "reason": "Thai-title issue is a different request from the generic placeholder translation issue." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Template-like i18n issue vs unrelated Thai-titled issue; not the same concrete request." + "reason": "Thai-title issue is a different request from the generic placeholder translation issue." }, { "left": "issue:46222", "right": "issue:46226", "accept": false, - "reason": "The Thai-titled issues do not have enough evidence to be the same underlying translation request." + "reason": "Both are Thai-labeled but the titles differ materially and do not show the same concrete request." }, { "left": "issue:46222", "right": "issue:46931", "accept": false, - "reason": "The Thai-titled issues do not have enough evidence to be the same underlying translation request." + "reason": "Different Thai titles; no clear evidence they are the same underlying issue." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "The Thai-titled issues do not have enough evidence to be the same underlying translation request." + "reason": "Different Thai titles; no clear evidence they are the same underlying issue." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analyst stays grounded in the packet and is appropriately conservative. The only clearly duplicate-like subgroup is the three identical placeholder-template issues (43834/44365/44370), and the rejections for the language-specific requests are cautious rather than overstated. No soft-edge verdict appears to claim stronger evidence than the titles/body patterns support." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -20250,8 +20317,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36718-21", "nodes": [ @@ -20327,316 +20394,322 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "4a1857e5e3687e6eb05fa485c2a8f6102d53e2f9ff1d6ee0195273c048bfa434", + "prepared_review_unit_hash": "be8dd5c50245efe0608c377559aa81916d43bd971e242aeab7be053e07ab8c97", "component_budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28616, - "estimated_input_tokens": 7154, - "estimated_eval_tokens": 14564 + "serialized_chars": 28617, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 }, "budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28616, - "estimated_input_tokens": 7154, - "estimated_eval_tokens": 14564 + "serialized_chars": 28617, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is a loose similarity cluster of model-support requests, not a duplicate set: the items span unrelated models, modalities, and code paths, so none of the soft edges should be merged.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "These issues are mostly a semantic cluster of model-addition requests across different models and modalities, not true duplicates. I reject all soft edges as they do not appear to describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No safe canonical issue: the items span distinct requests (keypoint models, BERT variants, audio/TTS/ASR, OCR, vision-language, and config-only model additions) rather than one duplicated task.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42503 is the broadest and most central model-addition request in this similarity cluster, so it is the best loose representative; it is still not a true duplicate of the others.", + "best_issue_reason": "No single issue is a strong global representative for this cluster because the requests are heterogeneous; any one of them would misrepresent the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "Keypoint matcher vs keypoint detector: related domain, but different concrete features and code paths." + "reason": "Related domain, but RoMa and LoMa are different models and different requests." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "RoMa keypoint matcher and MiniCPM3 architecture are unrelated requests." + "reason": "Keypoint matcher vs. MiniCPM3 architecture; unrelated model families and code paths." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config and DEIMv2 are different model families and changes." + "reason": "EuroBert config vs. DEIMv2; different models and different change scopes." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config vs Qwen3-TTS support: different model type and modality." + "reason": "BERT config request and Qwen3-TTS support are different model types and modalities." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config and RF-DETR support target different architectures." + "reason": "EuroBert config and RF-DETR model addition are unrelated model requests." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBert config and XiaoMi MiMo are distinct model requests." + "reason": "EuroBert config and MiMo are different model families with no shared underlying task." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "Both are model adds, but RF-DETR and DEIMv2 are different detector families." + "reason": "RF-DETR and DEIMv2 are different detection models, not the same change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR and LFM2.5 Audio are different modalities and implementations." + "reason": "RF-DETR detection vs. LFM2.5 Audio support; different modalities entirely." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "Detector support vs sparse-transformer support: different concrete code changes." + "reason": "Detection model request and weight-sparse transformer request are not the same code path." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different model additions in different domains." + "reason": "RF-DETR and Qwen3-ASR are different models and tasks." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are unrelated feature requests." + "reason": "RF-DETR detection request and Qwen3-TTS support are unrelated." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model families and tasks." + "reason": "NeoBERT and Qwen3-ASR are different model families and implementations." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT support and weight-sparse transformer support are different changes." + "reason": "NeoBERT addition and weight-sparse transformer support are distinct requests." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are unrelated model requests." + "reason": "NeoBERT vs. LFM2.5 Audio; unrelated architecture and modality." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR detector support is not the same change as adding NeoBERT." + "reason": "RF-DETR and NeoBERT are different models with no common underlying fix." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different model-family additions, not one duplicate." + "reason": "NeoBERT and ModernVBERT are separate model-addition requests." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture work and Qwen3-ASR support are different concrete changes." + "reason": "MiniCPM3 architecture and Qwen3-ASR support are different tasks and code paths." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 architecture and weight-sparse transformer support do not target the same code path." + "reason": "MiniCPM3 architecture request and weight-sparse transformer request are not duplicates." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are distinct model-support requests." + "reason": "MiniCPM3 and ModernVBERT are different model families." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture vs Voxtral TTS support: different tasks and code." + "reason": "MiniCPM3 architecture and Voxtral TTS support target different model stacks." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different models and feature requests." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models and Qwen3-ASR support are different model additions." + "reason": "ModernVBERT models and Qwen3-ASR support are different additions." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are not the same underlying change." + "reason": "ModernVBERT and Qwen3-TTS are different model families and modalities." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT and XiaoMi MiMo are different model requests." - }, - { - "left": "issue:42503", - "right": "issue:46653", - "accept": false, - "reason": "ModernVBERT support is unrelated to the person-named issue." + "reason": "ModernVBERT models and MiMo are unrelated requests." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE and Voxtral TTS support are unrelated changes." + "reason": "BERT-like models with RoPE and Voxtral TTS support are not the same underlying change." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "Both are model-related, but ModernVBERT and BERT-like-with-RoPE are not the same concrete request." + "reason": "ModernVBERT and BERT-like RoPE support overlap only loosely; not a duplicate request." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "BERT-like with RoPE and XiaoMi MiMo are different model families." + "reason": "BERT-like RoPE models and MiMo are distinct model-addition requests." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like with RoPE is unrelated to the person-named issue." + "reason": "BERT-like RoPE models and an unrelated personal-name issue are clearly not duplicates." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "XiaoMi MiMo and SAM3-LiteText are different model-support requests." + "reason": "MiMo and SAM3-LiteText are different model families." }, { "left": "issue:42954", - "right": "issue:45177", + "right": "issue:43671", "accept": false, - "reason": "MiMo and DeepSeek-OCR2 target different models and tasks." + "reason": "MiMo and Qwen3-TTS are unrelated model requests." }, { "left": "issue:42954", - "right": "issue:43671", + "right": "issue:45177", "accept": false, - "reason": "MiMo and Qwen3-TTS are different model families and modalities." + "reason": "MiMo and DeepSeek-OCR2 are different tasks and architectures." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "MiMo support is unrelated to the person-named issue." + "reason": "MiMo and Mirko Privitera are unrelated." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR share a vendor but are different speech directions and implementations." + "reason": "Qwen3-TTS and Qwen3-ASR are related in name but are different modalities and support paths." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Both are TTS-related, but Qwen3-TTS and Voxtral TTS are different model-specific support requests." + "reason": "Qwen3-TTS and Voxtral TTS are different models; same modality alone is not enough." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated features." + "reason": "Qwen3-TTS and DeepSeek-OCR2 target different modalities and code paths." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "TTS support and sparse-transformer support are different code paths." + "reason": "Qwen3-TTS support and weight-sparse transformer request are unrelated." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Both are audio-related, but Qwen3-ASR and LFM2.5 Audio are different model integrations." + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio-model requests, not the same change." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are unrelated model requests." + "reason": "Qwen3-ASR and EUPE are different model families and tasks." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "ASR support and weight-sparse transformer support are different concrete changes." - }, - { - "left": "issue:43837", - "right": "issue:45027", - "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different speech-model requests." - }, - { - "left": "issue:43837", - "right": "issue:45177", - "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different tasks and code paths." + "reason": "ASR support and sparse-transformer request are unrelated." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model additions." + "reason": "LFM2.5 Audio and SAM3-LiteText are different modalities and implementations." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "Audio model support and a Granite SWA+sink option are different concrete changes." + "reason": "Audio model support and Granite SWA+sink option are different changes." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Sparse-transformer support and EUPE are different model mechanisms." + "reason": "Weight-sparse transformer and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated models and code paths." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and implementations." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are different vision-language model requests." + "reason": "EUPE and TIPSv2 are both vision-language-related, but they are distinct model additions." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and Mirko Privitera are unrelated." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support is unrelated to the person-named issue." + "reason": "Voxtral TTS support and Mirko Privitera are unrelated." } ] }, @@ -20655,8 +20728,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-38740-2", "nodes": [ @@ -20666,12 +20739,12 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "10e7005ac8cec75913d3b6eea10a90e63bdcaa97d08be0fe9789e627dfc014aa", + "prepared_review_unit_hash": "bd2375fdd1f5d58c9397b5eef6eb87ea5752a2c03aed5f127c9c8d560aa1c44a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, + "serialized_chars": 1505, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -20679,7 +20752,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, + "serialized_chars": 1505, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -20688,18 +20761,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is a docs request about adding Pruna as an optimization framework, while the other is a Vision RoPE refactor. They describe different domains, different actions, and no shared targets or code path.", + "summary": "These two issues are unrelated: one is a docs request to add Pruna as an optimization framework, and the other is a Vision RoPE refactor. No duplicate/canonical cluster should be formed from them.", "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue fits well because the items are unrelated rather than duplicate reports.", + "canonical_issue_reason": "If one issue must be retained as the representative, issue #46443 is the more substantive technical item; issue #38740 is a standalone docs request and not the same underlying problem.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good representative for a duplicate cluster; if one must be kept, issue #46443 is the more active technical work item, but it is not a duplicate of #38740.", + "best_issue_reason": "Issue #46443 is the better representative because it describes an actual code refactor in the vision stack, whereas #38740 is a documentation suggestion unrelated to it.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Reject: the titles and descriptions point to unrelated work\u2014documentation for an optimization framework versus a Vision RoPE refactor\u2014with no shared files, targets, or concrete bug/change overlap." + "reason": "Different topics and different artifact types: a docs/optimization-framework request versus a vision RoPE refactor. No shared bug or change path." } ] }, @@ -20718,8 +20791,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -20729,7 +20802,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "c0df57c22d56b603d255c5e731a0fb45cb2b20a31aba6d9c95c936a347e86d08", + "prepared_review_unit_hash": "7b3dbd349489f3c57269d080e6a5964cab09ba6a1bfb276a37768100a476f6d9", "component_budget": { "node_count": 2, "item_count": 2, @@ -20751,18 +20824,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues do not look like duplicates: one is about block decoding behavior, the other is a feature/support request for a specific model version. The overlap is only broad similarity in the domain, not the same underlying bug or change.", - "confidence": 0.95, + "summary": "The two issues are unrelated: one asks for block decoding support, the other for DeepSeek v3.2 model support.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue #41084 is the more general feature request, but this pair does not form a duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "Set Block Decoding", - "right": "DeepSeek v3.2 support", + "left": "issue:41084", + "right": "issue:43037", "accept": false, - "reason": "Different problem types and scopes: decoding implementation vs model/version support. No shared target, filename, or concrete code-path evidence of the same issue." + "reason": "Different requests: decoding behavior vs model/version support; no shared code path or duplicate bug." } ] }, @@ -20781,8 +20854,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41306-2", "nodes": [ @@ -20792,12 +20865,12 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "a4634ffd47212bbf92c7932e2cce448662779da2b6dfa85eecf2e907360015c0", + "prepared_review_unit_hash": "9a67df7fd0c22f8692690f4579b953c2c921e0be0b24af9580b9bb0efaf1b510", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -20805,7 +20878,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -20814,18 +20887,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are about different features in the same general optimization area: one is enabling TiledFusedLogitsLoss/FLCE in `from_pretrained()`, the other is integrating TiledMLP for lower memory use. They do not describe the same underlying bug or change.", - "confidence": 0.95, - "canonical_issue_reason": "#41306 is the more concrete and implementation-targeted request, with clearer API context (`from_pretrained()`) and more discussion activity.", + "summary": "These are both feature requests around tiled modules, but they target different components and different changes: enabling a FLCE/TiledFusedLogitsLoss flag in `from_pretrained()` versus integrating TiledMLP for lower memory use. They do not look like the same underlying issue.", + "confidence": 0.92, + "canonical_issue_reason": "If one issue must represent the cluster, issue 41306 is the more concrete and self-contained request; 41826 is a separate TiledMLP feature request with a different code path.", "canonical_pr_reason": null, - "best_issue_reason": "#41306 is the best representative of the cluster because it is more specific and actionable; #41826 is a separate feature request with a different model component.", + "best_issue_reason": "Issue 41306 is the better representative because it names a specific behavior change (`from_pretrained()` support for FLCE/TiledFusedLogitsLoss) and is easier to act on as a standalone task.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different model components and different requested changes: FLCE/logits-loss handling vs TiledMLP memory-footprint integration. Same broad optimization theme, but not the same underlying issue." + "reason": "Different requested features and likely different implementation paths: one is about wiring a loss flag into `from_pretrained()`, the other is about adding TiledMLP for memory reduction. Shared \"tiled\" theme is too broad to treat as a duplicate." } ] }, @@ -20844,8 +20917,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -20855,12 +20928,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "19435f1339699a88700def05e1452dd4d5e28da0115e4646a3a945ec42587d75", + "prepared_review_unit_hash": "1653111359fb58fe930410728df55ffb325c5e84f4097ea943c196fbe4ab0e06", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -20868,7 +20941,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -20877,18 +20950,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct closed issues that only share a broad Trainer/custom-trainer theme. One is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers; they do not describe the same bug or change.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These are related only at a broad Trainer-customization level, but they describe different problems: one is about `remove_unused_column` behavior for custom trainers, the other is about FLOPS estimation for custom trainers. They should not be deduplicated.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical duplicate emerges; the issues target different Trainer code paths and different user-facing behaviors.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "`issue:43598` is slightly more central to Trainer customization, but it does not subsume the FLOPS-estimation issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different underlying concerns and code paths: 43598 targets `remove_unused_column` behavior in `Trainer`, while 43600 targets FLOPS counting for custom trainers. Shared Trainer context is too broad to treat as the same issue." + "reason": "Both mention custom trainers, but they address different concrete behaviors: unused-column removal vs FLOPS estimation. Not the same underlying bug or change." } ] }, @@ -20907,8 +20980,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -20918,12 +20991,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "693aeeb7325d1e39acdee5470510b2c8ffececb9ee9a15eec6034d36d60d3514", + "prepared_review_unit_hash": "9c28c0066a0a5da58f9809619356ad1c6e2e807dd3bbaf0e82f8df8a5dffe823", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -20931,7 +21004,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -20940,18 +21013,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a high level (Qwen model support in Auto* APIs) but they target different model families and different code paths: one asks for registration of Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5. They should not be merged as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "No clear canonical duplicate pair here; the issues request different registrations for different tasks/classes and different Qwen variants.", + "summary": "These are not duplicates: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Different model families and different task heads.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical duplicate; issue 43684 is broader registration work for Qwen3-Omni, but issue 44405 is a separate sequence-classification support request for Qwen3.5.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the broader API-registration request and is more general than the sequence-classification-specific Qwen3.5 request.", + "best_issue_reason": "Issue 43684 is the better representative of the cluster only because it is the broader infrastructure-style request, but it should not be treated as a duplicate of 44405.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying change: Qwen3-Omni AutoModel/AutoModelForConditionalGeneration registration vs Qwen3.5 AutoModelForSequenceClassification support. Similar theme, but not the same bug or fix." + "reason": "Different underlying changes: model registration for Qwen3-Omni versus sequence-classification support for Qwen3.5. They target different configs and different AutoModel heads, so they should not be merged." } ] }, @@ -20970,8 +21043,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -20988,12 +21061,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "10ef6145743fcee66ed49c9f464346e5dd220f49ec922667327bf8e1b0ffd273", + "prepared_review_unit_hash": "35e831a421d3a685545be3695d441b21c72cdc5a7e81f3b90fc9157e78a3817e", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, + "serialized_chars": 4262, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -21001,7 +21074,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, + "serialized_chars": 4262, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -21010,58 +21083,58 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "\"Fett\" appears unrelated to the three \"huggingface\" reports. The three huggingface issues look plausibly clustered by near-identical titles and close creation times, but the packet does not provide enough concrete evidence to confidently merge any pair as the same underlying issue, so the soft edges should remain rejected.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 43845 is the earliest of the three near-identical huggingface reports, so it is the best canonical representative if that cluster is treated as one duplicate set.", + "summary": "The three issues titled \"huggingface \" appear to be duplicates of the same report; issue #43835 ('Fett') looks unrelated. I\u2019d use the earliest huggingface issue as the canonical issue.", + "confidence": 0.78, + "canonical_issue_reason": "#43845 is the earliest of the near-identical 'huggingface ' issues and is the best representative of that duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the strongest issue candidate because it is the earliest of the repeated huggingface reports and matches the other two by title.", + "best_issue_reason": "#43845 is the strongest issue to keep because it is earliest among the matching titles and there is no evidence it is different from the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "\"Fett\" does not show concrete overlap with the huggingface reports; there is no shared target, file, or description evidence tying them to the same bug." + "reason": "Different titles ('Fett' vs 'huggingface ') and no body/context evidence of the same underlying issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "\"Fett\" appears unrelated to the repeated huggingface placeholder reports, with no concrete evidence of the same underlying issue." + "reason": "Different titles and no shared details beyond generic similarity." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "No meaningful evidence beyond weak similarity suggests \"Fett\" is the same issue as the huggingface reports." + "reason": "Different titles and no concrete evidence they describe the same problem." }, { "left": "issue:43845", "right": "issue:43846", - "accept": false, - "reason": "The titles are identical and the timing is close, but the packet lacks body, target, or code-path evidence; that's not enough to confidently mark them as the same issue." + "accept": true, + "reason": "Identical title, very close creation times, and no distinguishing details suggest duplicate reports of the same issue." }, { "left": "issue:43845", "right": "issue:43859", - "accept": false, - "reason": "These may be duplicate placeholder reports, but only title similarity and metadata are available, so the evidence is too thin to accept." + "accept": true, + "reason": "Identical title and no differing content provided; likely the same underlying report." }, { "left": "issue:43846", "right": "issue:43859", - "accept": false, - "reason": "Same title alone is insufficient here; without shared targets, filenames, or substantive description overlap, this should stay unmerged." + "accept": true, + "reason": "Identical title and no differing content provided; likely duplicate issues." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The grouping of the three huggingface issues is plausible, but the soft-edge verdicts are not conservative enough: the packet only provides title similarity and metadata, and every pair is marked deterministic_accept=false. Setting the 43845/43846, 43845/43859, and 43846/43859 edges to accept=true overstates the evidence. The 43835 rejections and choosing 43845 as the earliest canonical issue are otherwise reasonable." + "accept": true, + "feedback": "The summary is grounded in the packet: #43845, #43846, and #43859 share the exact same title, while #43835 has a different title and no other evidence tying it to the group. The canonical choice of the earliest huggingface issue is conservative and supported. The soft-edge verdicts also stay appropriately cautious given the limited evidence." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -21073,8 +21146,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-6", "nodes": [ @@ -21099,106 +21172,106 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "1fc6ebc1d781fd8b0d968091c547f9ff4813cbb45431c520249b2e9620018fd4", + "prepared_review_unit_hash": "af9b1e7a617545a710f40652f05f9ee2fb6924fe44bb73227ba3ca38f55f1d9a", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7355, - "estimated_input_tokens": 1839, - "estimated_eval_tokens": 3934 + "serialized_chars": 7352, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7355, - "estimated_input_tokens": 1839, - "estimated_eval_tokens": 3934 + "serialized_chars": 7352, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all low-signal or spammy issues with no real evidence of duplication. The only clearly similar pair is the two \"\" issues, but even those do not show the same underlying bug/change, just the same generic spam pattern.", + "summary": "All items are low-signal and appear unrelated (spam, generic documentation suggestion, generic tip). There is no evidence they describe the same underlying bug or change, so no duplicate cluster is supported.", "confidence": 0.96, - "canonical_issue_reason": null, + "canonical_issue_reason": "No canonical issue: the set does not share a concrete problem statement, and the titles/body snippets are too generic or spam-like to represent one underlying issue.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "None of these is a good representative issue; they are unrelated low-content posts rather than duplicates of a single actionable report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are generic spam-like issues, but there is no concrete shared bug, feature request, or code path to indicate the same underlying report." + "reason": "Both are generic spam-like posts with no shared concrete bug or actionable topic." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Same as above: similar spam formatting, but no evidence they describe the same actual issue." + "reason": "No shared underlying issue is visible; both look like unrelated spam placeholders." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "\"\" and a documentation enhancement suggestion are unrelated on content and intent." + "reason": "One is spam-like, the other is a generic documentation suggestion; not the same issue." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "A spam issue and a community benchmark tip are different kinds of reports with no shared underlying problem." + "reason": "No concrete overlap beyond low-quality wording; the posts are about different topics." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "\"\" does not match \"Check out \\\"Google LLC\\\"\" as the same issue; both look like unrelated low-quality submissions." + "reason": "\"Check out 'Google LLC'\" is unrelated to the spam placeholder title." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A documentation suggestion and spam are not the same underlying issue." + "reason": "A documentation enhancement request is not the same as a spam-like placeholder issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "A documentation suggestion and spam are not the same underlying issue." + "reason": "Different subject matter with no shared bug or change description." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam-like, but there is no concrete evidence they refer to the same bug/change; identical generic titles alone are not enough." + "reason": "Both are spam-like, but there is no evidence they refer to the same underlying report." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "Spam-like issue versus benchmark tip; unrelated reports." + "reason": "The titles are unrelated and do not indicate the same problem." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam-like issue versus \"Check out \\\"Google LLC\\\"\"; no shared underlying problem." + "reason": "No concrete shared issue is present; one is spam-like, the other is a different generic post." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "Spam-like issue versus benchmark tip; unrelated reports." + "reason": "Unrelated titles with no shared bug, feature, or code path." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam-like issue versus \"Check out \\\"Google LLC\\\"\"; no shared underlying problem." + "reason": "These are clearly different low-signal issues, not duplicates." } ] }, @@ -21217,8 +21290,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -21228,7 +21301,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "ff8e33ec5c2edc961d0eff78e42221f1ca923389d39f280bd183df9624529856", + "prepared_review_unit_hash": "b6d8c871b4c5cca26702362c099b4c2e5c4a0fd4bd7ebefc85e2893fe90af19f", "component_budget": { "node_count": 2, "item_count": 2, @@ -21250,27 +21323,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are likely duplicates: they have identical titles and a soft-similarity signal, with no differing links, targets, or files shown. #45145 is the better canonical issue because it was opened first and has the only inbound reference.", - "confidence": 0.89, - "canonical_issue_reason": "#45145 is the earliest report in this likely-duplicate pair and has the only inbound reference, so it is the best canonical representative.", + "summary": "Both items are closed issues with the exact same title and very similar body length, with no distinguishing targets or filenames, so they appear to be duplicates of the same energy-reduction proposal/report.", + "confidence": 0.99, + "canonical_issue_reason": "issue #45145 is a fine canonical because it is one of two near-identical closed issues, and it appears slightly earlier and has at least one inbound reference.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue to keep because it appears to be the earliest instance of the same reported topic and has slightly more traction via inbound reference.", + "best_issue_reason": "issue #45145 best represents the cluster since it is the earliest of the duplicate pair and already has inbound linkage, making it the most useful anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "The issues share the same title and have a soft-similarity match, with no distinguishing links, targets, or files visible, so they likely describe the same report." + "reason": "Same exact title, similar body size, no differing metadata or scoped targets; these look like the same underlying issue rather than separate reports." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The canonical choice is plausible, but the writeup overstates the evidence. The packet shows identical titles, similar body lengths, and no differing links/files, but it does not show the bodies are \"highly similar\" or that the reports are definitely duplicates. Please keep the conclusion more conservative (e.g. \"likely duplicate\" based on matching title and soft similarity) and avoid asserting unsupported body-content similarity." + "accept": true, + "feedback": "Grounded in the packet: same exact title, close body lengths, both closed, and issue 45145 is earlier with one inbound reference. The duplicate soft-edge acceptance is conservative enough given the available similarity evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21337,8 +21410,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -21348,7 +21421,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "6adfb889546148031671c9180c2d58ea7ff902fc4b779311c0786dd37193c3c4", + "prepared_review_unit_hash": "82633d63750ac1783bff545da56b05f410bb50654d74517f6f9442ad8c5bf2ed", "component_budget": { "node_count": 2, "item_count": 2, @@ -21370,7 +21443,7 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues do not look like duplicates or even related bug reports; they appear to be unrelated personal-name/date entries with no actionable content. No canonical issue is appropriate.", + "summary": "The two closed issues appear unrelated: each is just a person\u2019s name with a different birth date, and there\u2019s no shared subject, target, or discussion evidence suggesting a duplicate.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -21381,7 +21454,7 @@ "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Titles contain different names and birth dates, with no shared problem statement, component, or reproduction details. This looks unrelated rather than the same underlying issue." + "reason": "Different named subjects and different dates; no evidence they describe the same underlying issue." } ] }, @@ -21400,8 +21473,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -21411,30 +21484,30 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "20ee60cc6f1fd0bb6ba069869bcf42fb212342b25f6ba0aee6aebd6b2afed93f", + "prepared_review_unit_hash": "1ef653822c7e9f8ea0f0ceb09b06edad68184e8c9777596db438c4c2ee7d32ed", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are unrelated name/date entries with no bug-report content, so they should not be clustered as duplicates.", - "confidence": 0.99, + "summary": "Two closed issues with different personal-name-and-date titles and no body/context; they do not appear to describe the same underlying bug or request.", + "confidence": 0.92, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -21444,7 +21517,7 @@ "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Only superficial similarity (both are short personal-name/date strings); there is no shared technical problem, repro, or issue target." + "reason": "The titles reference different people and different dates, with no shared technical context, filenames, targets, or discussion linking them to the same issue." } ] }, @@ -21463,9 +21536,9 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, - "model": "gpt-5.4-mini?service_tier=flex", + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ "issue:45810", @@ -21474,7 +21547,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "7ab4f6a8741ede62e0907da82f953a212e9aa83a89fc963de18f1dd3b79d1b83", + "prepared_review_unit_hash": "6f008210f6be585dd2ffcc565fb939d4b8c033ec0f4daa0e3be9cd9fcbb76d69", "component_budget": { "node_count": 2, "item_count": 2, @@ -21496,18 +21569,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification/value-model implementation, while the other asks for FP8 training support. They should not be clustered as duplicates.", + "summary": "These are unrelated open feature requests: one asks for a new Qwen3_5 token-classification/value-model class, the other asks for FP8 training support. No PRs are present.", "confidence": 0.97, - "canonical_issue_reason": null, + "canonical_issue_reason": "Issue #45810 is a concrete model-class addition request with a specific target (Qwen3_5ForTokenClassification), making it the more specific and actionable issue.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#45810 is the best standalone issue because it has a clear, narrowly scoped implementation request; #46295 is broader and more infrastructure-focused.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different underlying requests and code paths: model-class support for token classification versus numeric-precision/training infrastructure support." + "reason": "Different underlying changes: one is a model-head feature request, the other is training precision support. They do not describe the same bug or change and would not be merged into one PR." } ] }, @@ -21526,8 +21599,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -21547,7 +21620,7 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "ac5e45329cb1d5b05e1c88a1d92097aa3e0ed02edaae59ebac199edfe2640b3d", + "prepared_review_unit_hash": "e7aec422868afc1a4aa5145259b74498beb009dc0063ec45752e5e170d55d9d0", "component_budget": { "node_count": 5, "item_count": 5, @@ -21569,66 +21642,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster contains two exact duplicate issue pairs and one unrelated dataset promo issue. The duplicate pairs are the two \"Example: Financial time series prediction with DataForge\" issues, and the two \"DataForge: Financial time series + scraping service\" issues; the dataset bundle issue is not the same underlying request.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 45870 is the best canonical anchor: it is the earliest of the exact duplicate \"Example: Financial time series prediction with DataForge\" pair and has a generic, representative title. The dataset bundle issue and the scraping-service pair are separate concepts.", + "summary": "This set is not one duplicate cluster: it contains two separate exact-duplicate issue pairs (45870/45871 and 45872/45873) plus one unrelated dataset-sample issue (45869). The cross-pairs only share broad finance/DataForge wording and should not be merged.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue for the whole set; the items split into two distinct duplicate groups, with 45870/45871 and 45872/45873 representing different requests.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the most suitable issue to keep as the representative record because it is an exact duplicate of 45871 and appears earlier than the other duplicate pair, making it the cleanest dedupe anchor in this set.", + "best_issue_reason": "45870 is the best single issue anchor if one is needed: it is part of an exact duplicate pair, was created earlier than its twin, and has the cleanest representative title.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different topics: a financial data bundle listing vs an example/tutorial for time series prediction." + "reason": "Different requests: a dataset bundle advertisement vs a financial time-series example." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different topics: dataset promotion vs an example issue; same broad domain but not the same request/bug." + "reason": "Different requests: a dataset bundle advertisement vs a financial time-series example." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact title/body duplicate of the same example issue; clearly the same underlying item." + "reason": "Exact title duplicate; same underlying example request." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Different feature scope: generic example/tutorial vs a more specific scraping-service integration request." + "reason": "Only broadly related by finance/DataForge wording; one is an example request, the other is a scraping-service/feature request." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different feature scope: generic example/tutorial vs a more specific scraping-service integration request." + "reason": "Only broadly related by finance/DataForge wording; one is an example request, the other is a scraping-service/feature request." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "They share the financial time-series theme, but one is an example issue and the other is a scraping-service request; not the same underlying change." + "reason": "Only broadly related by finance/DataForge wording; not the same concrete request." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "They share the financial time-series theme, but one is an example issue and the other is a scraping-service request; not the same underlying change." + "reason": "Only broadly related by finance/DataForge wording; not the same concrete request." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact title/body duplicate of the same DataForge scraping-service request; same underlying issue." + "reason": "Exact title duplicate; same underlying DataForge scraping-service request." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: the two identical-title Example issues are the clearest duplicate pair, the two DataForge scraping-service issues also match each other, and the dataset bundle issue is reasonably treated as separate. The canonical choice of 45870 is conservative and supported by creation time plus exact title match with 45871. No clear overstatement beyond the available evidence." + "feedback": "The summary is grounded in the packet: the two exact title-duplicate pairs are correctly identified, and the cross-pair rejections stay conservative. I don\u2019t see evidence overstated beyond what the titles support." }, "evaluator_used": true, "retried": false, @@ -21644,8 +21717,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46439-2", "nodes": [ @@ -21655,7 +21728,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "0574eb917bbcd566a904a795bedd2aa4f85e1b55ae45a40dc66cfe94e02ccd05", + "prepared_review_unit_hash": "dbf4cf87ef65fb570343599fa0c2d138c80a70f8357b7d03969fbfeaf2a9c855", "component_budget": { "node_count": 2, "item_count": 2, @@ -21677,18 +21750,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These look related to static-cache / linear-attention failures, but they describe different concrete breakages: one is shape corruption in early initialization, the other is a Qwen3.5 KeyError for `linear_attention`. I would keep them separate rather than merge as duplicates.", - "confidence": 0.72, - "canonical_issue_reason": "Issue 46439 is the more general and technically specific report: it names the failing path (`early_initialization`) and the resulting shape corruption / RuntimeError, which makes it a better anchor for this cluster if they were to be grouped.", + "summary": "Both issues concern static-cache behavior around linear-attention models, but they describe different concrete failures: one is a shape corruption leading to a RuntimeError, the other is a Qwen3.5-specific KeyError for `linear_attention`. They look related, but not clearly the same duplicate bug from the available evidence.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states the broader root-cause class (`early_initialization` + linear-attention corruption) rather than a model-specific crash symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the best representative because it describes the broader underlying static-cache/linear-attention initialization problem rather than one model-specific symptom.", + "best_issue_reason": "Issue 46439 is the strongest anchor for the cluster because it describes the underlying static-cache/linear-attention bug in a generic way and is more likely to subsume related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Both involve static cache and linear attention, but the reported failures are not the same concrete bug: one is wrong shapes from `early_initialization`, the other is a `KeyError: 'linear_attention'` in Qwen3.5. Shared subsystem alone is not enough to merge as duplicates." + "reason": "Related static-cache/linear-attention failures, but the titles indicate different failure modes and one is model-specific; not enough evidence they are the same underlying bug." } ] }, @@ -21707,8 +21780,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46551-2", "nodes": [ @@ -21718,7 +21791,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "d913551f18215f8a656130e70b47063ef9a7c97fa1ac4f0b927f33d50f4f8c20", + "prepared_review_unit_hash": "a707f71fdd2f3e4997db8834086cf466c831ee5696677e93b36aa968f5f61c37", "component_budget": { "node_count": 2, "item_count": 2, @@ -21740,27 +21813,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues appear to be the same report for the Wav2Vec2CTCTokenizer v5 special-token bug. #46552 is the better canonical issue because it is open, has inbound references, and is the active duplicate target, while #46551 is a closed near-identical duplicate.", - "confidence": 0.97, - "canonical_issue_reason": "#46552 is the better canonical issue because it is open, has inbound references, and appears to be the same report as #46551 with the same title and highly similar body.", + "summary": "The two issues are near-verbatim duplicates describing the same Wav2Vec2CTCTokenizer v5 special-token leak; keep the open, referenced issue as the canonical tracker.", + "confidence": 0.99, + "canonical_issue_reason": "issue #46552 is open and already has inbound references, so it is the better canonical tracker for the duplicate report.", "canonical_pr_reason": null, - "best_issue_reason": "#46552 is the best issue candidate: it is the active open report, already has inbound references, and appears to duplicate #46551 closely.", + "best_issue_reason": "#46552 is the best issue to retain because it is open, active, and clearly the same bug as #46551.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title and highly similar report details for the same tokenizer bug; they appear to be duplicate issues about the same underlying problem." + "reason": "Same title and apparent body, same tokenizer bug, and no distinguishing details; these are duplicates of the same underlying issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The canonical choice of #46552 is well supported by the packet (identical title, soft_similarity=1.0, open state, and inbound references). However, the reasoning overstates the evidence in a few places: the packet does not prove the bodies are identical, only that body lengths match and the pair is highly similar; similarly, 'matches the duplicate report exactly' is stronger than the evidence. Please phrase this more conservatively, e.g. 'appears to be the same report' or 'near-identical duplicate.'" + "accept": true, + "feedback": "The conclusion is well grounded in the packet: the issues have identical titles, identical body lengths, the same soft-similarity signal with Jaccard 1.0, and #46552 is open with inbound references, making it a reasonable canonical tracker. The soft-edge acceptance is conservative enough given the available evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21773,8 +21846,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46657-2", "nodes": [ @@ -21784,7 +21857,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "b861600f67934e98f572d0974211d977a811c3208a6037d427fe9956a70596ed", + "prepared_review_unit_hash": "04cda6c3bc16712cac3b909a2d15e4b621ca960a13cecb0309c8172d4d8d4a90", "component_budget": { "node_count": 2, "item_count": 2, @@ -21806,18 +21879,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are only broadly related to object-detection training. One reports a tensor-size mismatch, while the other reports out-of-memory after several epochs in RT-DETR v2; they do not look like the same underlying bug.", - "confidence": 0.66, - "canonical_issue_reason": "Issue #46657 is the more concrete, specific failure report (tensor mismatch) and is a better anchor for a duplicate cluster than a vague training resource symptom.", + "summary": "These two issues are not duplicates: one reports a tensor shape mismatch during object detection training, while the other reports GPU out-of-memory after several epochs in RT-DETR v2 training. They describe different failure modes and likely different root causes.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 46657 is the broader, more representative bug report; its title describes a concrete training-time tensor mismatch and is more suitable as the cluster anchor than the separate OOM report.", "canonical_pr_reason": null, - "best_issue_reason": "#46657 is the clearest representative issue because it describes a distinct, actionable error rather than a general training instability symptom.", + "best_issue_reason": "Issue 46657 is the better global representative because it is a direct bug report with a clear runtime error, but it should not subsume 46692 since that is a distinct memory issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different failure modes: tensor shape mismatch vs. out-of-memory after epochs. Broadly same training area, but not the same underlying bug." + "reason": "Tensor-size mismatch during training and out-of-memory after epochs are different concrete problems; they do not look like the same underlying bug." } ] }, @@ -21836,8 +21909,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46822-2", "nodes": [ @@ -21847,7 +21920,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "75cfc33f2593f1ad8a73a7bc082cbd152b8ac696198323c654e33db09e888ccc", + "prepared_review_unit_hash": "73ca4ddcb8d4423121727617d7b46d6473a21120be0ef083c6a8cd3687e3c01e", "component_budget": { "node_count": 2, "item_count": 2, @@ -21869,18 +21942,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is a ZeRO-3 zero.Init partitioning/OOM problem for a composite multimodal model, while the other is a 4-bit device_map/max_memory dispatch-to-CPU failure that raises ValueError. They share only a broad theme of model loading, not the same bug or code path.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the reports describe different failure modes in different loading/dispatch paths (ZeRO-3 sharding vs 4-bit auto device mapping).", + "summary": "These are two unrelated load/placement bugs: one about ZeRO-3 zero.Init failing to partition a composite multimodal language submodule and causing OOM, the other about 4-bit device_map='auto' + max_memory wrongly dispatching to CPU and raising ValueError.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #46822 is the more specific and technically distinct report, with a clear model/component target (ZeRO-3 zero.Init and composite minimax_m3_vl submodule partitioning).", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must be kept as the most representative report, 46822 is more specific and actionable, but it is still not a duplicate of 46823.", + "best_issue_reason": "#46822 is the best representative because it describes a concrete, reproducible code-path bug with a narrowly defined failure mode and subsystem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Reject: the titles and descriptions point to unrelated bugs and different code paths; similarity is only at the generic model-loading level." + "reason": "They affect different mechanisms and failure modes: ZeRO-3 partitioning/OOM versus 4-bit auto device mapping incorrectly sending modules to CPU and throwing ValueError. They are not the same underlying bug." } ] }, @@ -21899,10 +21972,10 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46906-16", + "cluster_id": "cluster-46906-17", "nodes": [ "issue:46906", "issue:46940", @@ -21919,7 +21992,8 @@ "issue:47182", "issue:47227", "issue:47256", - "issue:47265" + "issue:47265", + "issue:47279" ], "soft_pairs": [ "issue:46906|issue:46940", @@ -21958,348 +22032,375 @@ "issue:47049|issue:47102", "issue:47120|issue:47182", "issue:47120|issue:47256", + "issue:47120|issue:47279", "issue:47120|issue:47265", "issue:47102|issue:47120", - "issue:47120|issue:47227", "issue:47182|issue:47256", "issue:47182|issue:47265", + "issue:47182|issue:47279", "issue:47182|issue:47227", - "issue:47102|issue:47182", "issue:47227|issue:47256", + "issue:47227|issue:47279", "issue:47227|issue:47265", - "issue:47102|issue:47227", + "issue:47120|issue:47227", "issue:47256|issue:47265", + "issue:47256|issue:47279", "issue:47102|issue:47256", - "issue:47102|issue:47265" + "issue:47265|issue:47279", + "issue:47102|issue:47279" ], - "prepared_review_unit_hash": "15ddd57ee354533dd9192500603a5afc55d71a562ad30f94865ed25da36e05bb", + "prepared_review_unit_hash": "83f6aecd81a72feecfcaa99c81583b8b494bcf75b34282e5c56ce57e0057953c", "component_budget": { - "node_count": 16, - "item_count": 16, - "soft_pair_count": 49, - "serialized_chars": 26579, - "estimated_input_tokens": 6645, - "estimated_eval_tokens": 13546 + "node_count": 17, + "item_count": 17, + "soft_pair_count": 52, + "serialized_chars": 28229, + "estimated_input_tokens": 7058, + "estimated_eval_tokens": 14372 }, "budget": { - "node_count": 16, - "item_count": 16, - "soft_pair_count": 49, - "serialized_chars": 26579, - "estimated_input_tokens": 6645, - "estimated_eval_tokens": 13546 + "node_count": 17, + "item_count": 17, + "soft_pair_count": 52, + "serialized_chars": 28229, + "estimated_input_tokens": 7058, + "estimated_eval_tokens": 14372 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These items are not true duplicates; they are date-stamped instances of the same recurring triage template for Serge integration failures. No PRs are present.", - "confidence": 0.95, - "canonical_issue_reason": "issue:47265 is the latest open thread and has inbound references, so it is the best representative of this recurring triage series, though the cluster appears to be separate daily reports rather than one underlying bug.", + "summary": "These are recurring date-stamped integration triage issues, not the same underlying bug report. The cluster looks like a series of daily reports with templated language rather than duplicates of one failure.", + "confidence": 0.94, + "canonical_issue_reason": "If one issue must represent the cluster, issue 47279 is the best anchor because it is the latest and still open, but it is still just a daily triage report rather than a unique bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:47265 is the most useful representative overall because it is open, latest, and already referenced by other work.", + "best_issue_reason": "Issue 47279 is the most suitable representative by recency and open state, but it does not appear to subsume the earlier reports as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Different dated triage reports; the title/body similarity is from a recurring template, not the same underlying issue." + "reason": "Same triage-series template, but different dated reports; no evidence of the same underlying failure instance." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Separate day-specific triage threads, not one duplicate bug report." + "reason": "Both are daily triage posts, not the same bug report." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "Same recurring template, but each issue is scoped to a different date and run." + "reason": "Date-specific integration triage entries; likely separate occurrences." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Adjacent triage reports for different days; not mergeable as one issue." + "reason": "Same recurring report pattern, but not a duplicate incident." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "These are dated integration triage entries, not the same underlying defect." + "reason": "Templated daily triage issues with different dates; no shared concrete bug evidence." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Different daily triage issues with the same template, not duplicates of one bug." + "reason": "These appear to be consecutive daily triage reports, not one underlying issue." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "Date-stamped triage reports; similarity is superficial and template-driven." + "reason": "Same series, but each issue is date-stamped and stands on its own." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "Separate daily reports, not one shared bug or change request." + "reason": "Recurring triage reports; no indication of a single duplicate bug." }, { "left": "issue:46940", "right": "issue:46998", "accept": false, - "reason": "Same recurring triage pattern, but each issue corresponds to a distinct date." + "reason": "Similar template only; the dated triage entries do not look like the same incident." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Different day, different triage thread; not the same underlying failure." + "reason": "Daily integration triage reports, not a shared underlying defect." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "These look like consecutive triage summaries rather than duplicate issues." + "reason": "Same broad topic, but different day-specific triage items." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "Title match comes from the recurring template, not a single shared defect." + "reason": "No concrete overlap beyond the triage template." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Separate dated triage entries; too broad/similar to merge as duplicates." + "reason": "These are separate dated triage reports, not duplicates." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "Different date-scoped reports for the same subsystem, but not the same bug." + "reason": "Recurring integration-failure triage entries with no shared bug details." }, { "left": "issue:46969", "right": "issue:47091", "accept": false, - "reason": "Recurring triage thread pattern only; not one concrete issue." + "reason": "Same series of reports, but not the same underlying failure." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "Distinct daily integration-failure triage reports, not a duplicate pair." + "reason": "Template similarity only; the reports are date-specific." }, { "left": "issue:46985", "right": "issue:47049", "accept": false, - "reason": "Same template and subsystem, but each issue is a separate dated report." + "reason": "No evidence these describe one concrete bug instance." }, { "left": "issue:46998", "right": "issue:47053", "accept": false, - "reason": "Different day-specific triage issues; title similarity is not enough to merge." + "reason": "Both are daily triage issues; similarity is due to the template." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "These are separate daily triage threads, not one underlying bug." + "reason": "Same recurring report pattern, but distinct dates and likely distinct failures." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "Recurring triage summaries across days; not plausibly the same issue." - }, - { - "left": "issue:46998", - "right": "issue:47091", - "accept": false, - "reason": "Date-scoped reports with the same template, but no shared concrete defect." + "reason": "No shared concrete code-path problem is described." }, { "left": "issue:46985", "right": "issue:46998", "accept": false, - "reason": "Adjacent daily triage reports; they are similar by format, not by bug identity." + "reason": "Consecutive triage reports, not duplicates." }, { "left": "issue:46998", "right": "issue:47091", "accept": false, - "reason": "Same recurring title/body pattern, but each issue tracks a different date." + "reason": "Different daily reports; no evidence of one bug." }, { "left": "issue:47037", "right": "issue:47049", "accept": false, - "reason": "Separate dated integration triage entries; not the same underlying failure." + "reason": "Same title family, but these look like separate daily triage entries." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "No concrete duplicate signal beyond the shared template." }, { "left": "issue:47037", "right": "issue:47091", "accept": false, - "reason": "These are consecutive triage reports, not duplicate fixes or bugs." + "reason": "Date-stamped triage posts, not the same underlying issue." }, { "left": "issue:47037", - "right": "issue:47053", + "right": "issue:47102", "accept": false, - "reason": "Different day-scoped triage issues; no evidence they describe one bug." + "reason": "Recurring report series; nothing indicates one fix would cover both." }, { "left": "issue:47049", "right": "issue:47053", "accept": false, - "reason": "Same recurring template, but the reports are for different dates." + "reason": "Same integration triage pattern, but different report dates." }, { "left": "issue:47049", "right": "issue:47091", "accept": false, - "reason": "Distinct daily triage threads; similarity is purely structural." + "reason": "These are separate triage reports, not one bug." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "No evidence of identical root cause; just a shared template." }, { "left": "issue:47053", "right": "issue:47091", "accept": false, - "reason": "Different date-stamped triage issues, not a single concrete problem." + "reason": "Daily triage reports with similar wording, but not duplicates." }, { "left": "issue:47053", "right": "issue:47102", "accept": false, - "reason": "Recurring integration triage format only; not enough to treat as duplicates." + "reason": "Different dated entries in the same triage series." }, { "left": "issue:47091", "right": "issue:47102", "accept": false, - "reason": "Separate daily reports with the same label, but not the same underlying bug." + "reason": "No sign these are the same failure instance." }, { "left": "issue:46985", "right": "issue:47091", "accept": false, - "reason": "Same recurring triage series, but each issue is a distinct day\u2019s report." + "reason": "Shared subsystem mention only; the reports are separate by date." }, { "left": "issue:47037", "right": "issue:47102", "accept": false, - "reason": "Different date-specific triage issues; no concrete shared defect shown." + "reason": "Recurring triage entries, not a single bug report." }, { "left": "issue:46985", "right": "issue:47102", "accept": false, - "reason": "Template-driven similarity only; these are separate triage threads." + "reason": "Similar wording only; no concrete duplicate defect." }, { "left": "issue:47049", "right": "issue:47102", "accept": false, - "reason": "Not the same issue; just another daily instance of the same triage template." + "reason": "Same family of daily triage posts, but not the same underlying issue." }, { "left": "issue:47120", "right": "issue:47182", "accept": false, - "reason": "Both are dated triage reports, not one duplicate bug." + "reason": "Both are dated triage reports; similarity does not establish a duplicate." }, { "left": "issue:47120", "right": "issue:47256", "accept": false, - "reason": "Same recurring series, but each item is a different day\u2019s triage thread." + "reason": "These look like separate daily integration triage entries." + }, + { + "left": "issue:47120", + "right": "issue:47279", + "accept": false, + "reason": "Same recurring triage template, but different report dates." }, { "left": "issue:47120", "right": "issue:47265", "accept": false, - "reason": "Daily triage entries with the same template; not mergeable as duplicates." + "reason": "No concrete shared bug beyond the report family." }, { "left": "issue:47102", "right": "issue:47120", "accept": false, - "reason": "These are separate date-scoped reports, not a single underlying change or bug." + "reason": "Consecutive daily reports, not one issue." }, { - "left": "issue:47120", - "right": "issue:47227", + "left": "issue:47182", + "right": "issue:47256", "accept": false, - "reason": "Recurring integration-failure triage reports across different dates." + "reason": "Templated daily triage posts; not enough to call them duplicates." }, { "left": "issue:47182", - "right": "issue:47256", + "right": "issue:47265", "accept": false, - "reason": "Same triage template, different day; no evidence of one shared defect." + "reason": "Different dated triage issues, likely separate incidents." }, { "left": "issue:47182", - "right": "issue:47265", + "right": "issue:47279", "accept": false, - "reason": "Different dated reports in a series; not a duplicate pair." + "reason": "Recurring report series rather than one underlying bug." }, { "left": "issue:47182", "right": "issue:47227", "accept": false, - "reason": "Separate daily triage issues, not the same underlying bug." + "reason": "Same triage pattern, but no shared concrete failure evidence." }, { - "left": "issue:47102", - "right": "issue:47182", + "left": "issue:47227", + "right": "issue:47256", "accept": false, - "reason": "Date-specific triage threads with only template similarity." + "reason": "Daily integration triage entries with the same template, not the same bug." }, { "left": "issue:47227", - "right": "issue:47256", + "right": "issue:47279", "accept": false, - "reason": "Different day-scoped integration triage reports; not duplicates." + "reason": "No evidence these are duplicates beyond the generic title." }, { "left": "issue:47227", "right": "issue:47265", "accept": false, - "reason": "Same recurring series, but each issue represents a distinct date." + "reason": "Separate date-stamped triage reports." }, { - "left": "issue:47102", + "left": "issue:47120", "right": "issue:47227", "accept": false, - "reason": "Recurring template across days does not make these the same issue." + "reason": "Similar recurring reports, but not the same underlying incident." }, { "left": "issue:47256", "right": "issue:47265", "accept": false, - "reason": "Adjacent daily triage reports, not one concrete bug or change." + "reason": "Same report series, but these are distinct dated entries." + }, + { + "left": "issue:47256", + "right": "issue:47279", + "accept": false, + "reason": "No concrete duplicate signal; just the same triage template." }, { "left": "issue:47102", "right": "issue:47256", "accept": false, - "reason": "Separate date-stamped triage entries; no shared underlying defect shown." + "reason": "Different daily triage reports, not a single fixable bug." + }, + { + "left": "issue:47265", + "right": "issue:47279", + "accept": false, + "reason": "Separate daily reports in the same triage sequence." }, { "left": "issue:47102", - "right": "issue:47265", + "right": "issue:47279", "accept": false, - "reason": "These are consecutive daily reports, not a duplicate issue." + "reason": "Shared title pattern only; not the same underlying failure." } ] }, @@ -22318,8 +22419,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46983-2", "nodes": [ @@ -22329,7 +22430,7 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "6dd58ca14ff99eb022e749ed6a2eeb4f9ec1fe97dfae1211197bd9d97717eea4", + "prepared_review_unit_hash": "a04673f6f6d6f4055cec43f3757f4495c1189429650f585493fa35c7c8f049ec", "component_budget": { "node_count": 2, "item_count": 2, @@ -22351,24 +22452,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues appear to be duplicate reports for the same request: adding RWKV7 model support. No PRs are present.", + "summary": "The two closed issues are near-duplicates of the same feature request for RWKV7 support, with identical titles and very similar bodies; either could serve as the canonical issue, but the earlier one is the cleaner pick.", "confidence": 0.99, - "canonical_issue_reason": "issue #46983 is a clean canonical choice because it matches the same exact title and there is no evidence it is about a different subcase than #46984.", + "canonical_issue_reason": "Issue #46983 is the earlier-created duplicate with the same title and likely the same request, so it is the best canonical issue to keep.", "canonical_pr_reason": null, - "best_issue_reason": "#46983 is suitable as the global issue representative because it is a straightforward duplicate-targeted feature request with the exact same subject as #46984.", + "best_issue_reason": "#46983 is the strongest representative because it is earliest and indistinguishable in title/topic from #46984.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Same title, same feature request, and high textual similarity strongly indicate duplicate issues about the same underlying change request." + "reason": "Same title and highly similar body content indicate the same underlying feature request for RWKV7 model support." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: both items are closed issues with the same title, and no PRs are present. The soft-pair accept is conservative enough given the strong textual match, and the language stays appropriately qualified with \"appear\"." + "feedback": "The conclusion is grounded in the packet: both issues have the same title, are closed, and the pair shows strong soft similarity (Jaccard ~0.84). Picking the earlier issue as canonical is a conservative choice. The wording stays appropriately cautious overall." }, "evaluator_used": true, "retried": false, @@ -22384,8 +22485,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-47007-2", "nodes": [ @@ -22395,7 +22496,7 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "23f3fdaf31dbd2d00c5ed6f7bde53462860bfc89d1971044f926dded180d24c3", + "prepared_review_unit_hash": "a0b82889406d48f0a6c559e9be141b3a54216d33163719b8ca58e02ae1cf48a1", "component_budget": { "node_count": 2, "item_count": 2, @@ -22417,18 +22518,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues are about AI/LLM-based cybersecurity vulnerability discovery, but they read like separate discussion/report topics rather than the same underlying bug or request. The overlap is broad topical similarity only.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 47015 is slightly more concrete and system-oriented in its wording, making it a marginally better representative of the cluster theme.", + "summary": "Both items are closed issue-style posts about AI/LLM-based vulnerability discovery, but they describe different writeups/themes rather than the same concrete bug or change. They are related in topic, not duplicates in the strict triage sense.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #47015 is the more direct and general representative of the shared topic: an AI-automated cybersecurity vulnerability discovery system.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47015 is the best single issue to represent the cluster because it most directly names the core concept of an AI-based vulnerability discovery system.", + "best_issue_reason": "Issue #47015 best represents the cluster because its title is the clearest high-level description of the common subject matter.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "They share a broad AI-vulnerability-discovery theme, but the titles suggest different writeups/angles rather than the same underlying issue; not enough evidence of a true duplicate." + "reason": "They overlap on broad AI vulnerability-discovery themes, but the titles indicate different articles/angles and there is no shared concrete bug, code path, or target to treat them as the same underlying item." } ] }, @@ -22447,8 +22548,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-47138-2", "nodes": [ @@ -22458,12 +22559,12 @@ "soft_pairs": [ "issue:47138|issue:47139" ], - "prepared_review_unit_hash": "1a0cba51e7d4a7bc5ccd26ad773fd9cb4e68ac3202e1a20a179380d8573607b3", + "prepared_review_unit_hash": "843d4aac7f1e315aedf01aa7be33039ebb506425cac0d4f88ed4e6791321172e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1591, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -22471,7 +22572,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1591, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -22480,24 +22581,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues look like likely duplicates / the same report: they share the exact title, the same body length, and strong soft-similarity. However, the packet does not directly compare the body text, so an exact-duplicate claim would be too strong. Issue 47139 is the better canonical hub because it already has inbound references.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 47139 is the better canonical hub because it has inbound references and appears to describe the same problem as 47138.", + "summary": "The two open issues look near-identical: they share the same title and body length, and the soft similarity score is maximal, but the evidence stops short of proving an exact duplicate. Issue 47138 is the best canonical choice because it is the earlier report.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 47138 is the earliest near-identical report and is a reasonable canonical tracker for this bug.", "canonical_pr_reason": null, - "best_issue_reason": "47139 is the best issue candidate because it is the more reference-rich hub for what appears to be the same report as 47138.", + "best_issue_reason": "Issue 47138 is the best issue candidate because it appears to describe the same underlying bug as 47139 and was opened first.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47138", "right": "issue:47139", "accept": true, - "reason": "Likely duplicate / same report: identical title, equal body length, and strong soft-similarity. The packet does not directly compare body text, so this is a conservative same-issue acceptance rather than proof of exact duplication." + "reason": "Accept as a near-duplicate: the titles match exactly, body length matches, and the similarity signal is maximal. The evidence does not justify calling it an exact duplicate, especially since the body text is not visible and 47139 has different inbound references." } ] }, "evaluator_result": { "accept": false, - "feedback": "The pair is strongly similar and issue 47139 is a reasonable canonical hub because it has inbound references, but the writeup overstates the evidence. The packet only shows identical titles, equal body length, and soft-similarity; it does not prove the issue bodies are identical or that these are exact duplicates. Please downgrade the verdict to a more conservative 'likely duplicate/same report' unless the body content is directly compared." + "feedback": "The packet supports a strong similarity match, but not an exact-duplicate claim. We only know the titles match, the body lengths match, and the pair has soft similarity/Jaccard 1.0; the actual body text is not shown, and 47139 has differing inbound references. Please soften the verdicts to reflect 'near-identical' rather than 'exact duplicate' and avoid stating more certainty than the evidence provides." }, "evaluator_used": true, "retried": true, @@ -22508,7 +22609,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 4, "status": "reviewed", @@ -22516,12 +22617,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-79", + "cluster_id": "cluster-40546-88", "nodes": [ - "pull_request:44517", - "pull_request:44775", "pull_request:46174", - "pull_request:46196", "pull_request:46266", "pull_request:46376", "pull_request:46780", @@ -22534,7 +22632,6 @@ "pull_request:47072", "pull_request:47077", "pull_request:47078", - "pull_request:47082", "pull_request:47089", "pull_request:47090", "pull_request:47105", @@ -22551,7 +22648,6 @@ "pull_request:47202", "pull_request:47204", "pull_request:47212", - "pull_request:47216", "pull_request:47218", "pull_request:47223", "pull_request:47224", @@ -22563,8 +22659,14 @@ "pull_request:47260", "pull_request:47263", "pull_request:47266", - "pull_request:47268", - "pull_request:47275" + "pull_request:47280", + "pull_request:47281", + "pull_request:47282", + "pull_request:47284", + "pull_request:47285", + "pull_request:47286", + "pull_request:47287", + "pull_request:47288" ], "soft_pairs": [ "pull_request:46174|pull_request:46780", @@ -22574,316 +22676,372 @@ "pull_request:46903|pull_request:47090", "pull_request:46903|pull_request:46958", "pull_request:47124|pull_request:47150", + "pull_request:47150|pull_request:47282", + "pull_request:47124|pull_request:47282", + "pull_request:47280|pull_request:47282", + "pull_request:47281|pull_request:47282", + "pull_request:47123|pull_request:47281", + "pull_request:47266|pull_request:47282", + "pull_request:47122|pull_request:47280", + "pull_request:47150|pull_request:47281", "pull_request:47122|pull_request:47150", - "pull_request:47123|pull_request:47150", - "pull_request:47150|pull_request:47266", "pull_request:47122|pull_request:47224", "pull_request:47123|pull_request:47124", - "pull_request:47122|pull_request:47266", + "pull_request:47124|pull_request:47281", "pull_request:47124|pull_request:47266", - "pull_request:47122|pull_request:47124", "pull_request:47150|pull_request:47224", "pull_request:47218|pull_request:47260", "pull_request:46958|pull_request:46974", "pull_request:46954|pull_request:46958", + "pull_request:47286|pull_request:47287", + "pull_request:47285|pull_request:47286", + "pull_request:47286|pull_request:47288", + "pull_request:47285|pull_request:47287", + "pull_request:47287|pull_request:47288", + "pull_request:47285|pull_request:47288", "pull_request:47202|pull_request:47204", "pull_request:47072|pull_request:47089", "pull_request:47108|pull_request:47202", "pull_request:47072|pull_request:47263", "pull_request:47077|pull_request:47078", "pull_request:47204|pull_request:47243", + "pull_request:47224|pull_request:47284", "pull_request:47072|pull_request:47229", - "pull_request:47224|pull_request:47268", "pull_request:47234|pull_request:47241", - "pull_request:46266|pull_request:46957", "pull_request:47105|pull_request:47129", + "pull_request:46266|pull_request:46957", "pull_request:47077|pull_request:47212", "pull_request:47173|pull_request:47184", "pull_request:47113|pull_request:47232", + "pull_request:47173|pull_request:47284", "pull_request:47166|pull_request:47173", + "pull_request:47204|pull_request:47284", "pull_request:46376|pull_request:47202", - "pull_request:47202|pull_request:47241", - "pull_request:44517|pull_request:47082", - "pull_request:47077|pull_request:47275", - "pull_request:44775|pull_request:47275", - "pull_request:47173|pull_request:47268", - "pull_request:47216|pull_request:47275", - "pull_request:46196|pull_request:47202" + "pull_request:47260|pull_request:47284", + "pull_request:47202|pull_request:47241" ], - "prepared_review_unit_hash": "d12da100de8cf4213a28f6b2fe118ce2ccf0336b87f2eeb2c2a8f64a68c0e1f1", + "prepared_review_unit_hash": "51b33029d0243dabedefc34b766fa0cd657b4302a6e8e20c4bba705cfe658e03", "component_budget": { - "node_count": 79, - "item_count": 79, - "soft_pair_count": 218, - "serialized_chars": 276247, - "estimated_input_tokens": 69062, - "estimated_eval_tokens": 138380 + "node_count": 88, + "item_count": 88, + "soft_pair_count": 237, + "serialized_chars": 298534, + "estimated_input_tokens": 74634, + "estimated_eval_tokens": 149524 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 42, - "serialized_chars": 123152, - "estimated_input_tokens": 30788, - "estimated_eval_tokens": 61832 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 50, + "serialized_chars": 120582, + "estimated_input_tokens": 30146, + "estimated_eval_tokens": 60548 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous PR noise, but there are a few real duplicate subclusters: MPS sinusoidal position embedding fixes, CohereASR double-shift loss fixes, TimesFM 2.5 window_size fixes, EdgeTam/Whisper integration-test fixes, and COCO test-image loading refactors. Most other soft edges are unrelated docs/tests/model additions and should stay separate.", - "confidence": 0.83, + "summary": "This is not one cohesive duplicate cluster; it breaks into several small, mostly unrelated chains: MPS sinusoidal-embedding fixes, CohereASR loss-shift fixes, Whisper/Edgetam integration fixes, TimesFM2.5 window-size fixes, image-loading test refactors, and a few unrelated one-off PRs. A single canonical issue/PR does not cleanly fit the whole set.", + "confidence": 0.91, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "47234 is the strongest standalone representative of one true duplicate subcluster: it has the explicit issue link and the same MPS sinusoidal-embedding crash fix shared by the other variants.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:46174", "right": "pull_request:46780", "accept": true, - "reason": "Same build_2d_sinusoidal_position_embedding MPS crash; both PRs fix the float64-on-MPS path in the same helper across the same model family." + "reason": "Same MPS float64 sinusoidal-embedding crash fix in the same helper; only the cast strategy differs." }, { "left": "pull_request:46780", "right": "pull_request:47234", "accept": true, - "reason": "Same root bug in the same sinusoidal embedding helper; 47234 is just another implementation variant of the same MPS-safe fix." + "reason": "Same underlying MPS crash in build_2d_sinusoidal_position_embedding across the same code path." }, { "left": "pull_request:46174", "right": "pull_request:47234", "accept": true, - "reason": "Same concrete code-path problem: float64 sinusoidal embedding on MPS. The diffs are alternative fixes for the same helper." + "reason": "Same underlying MPS sinusoidal-embedding bug; these are alternate implementations of the same fix." }, { "left": "pull_request:46834", "right": "pull_request:47223", - "accept": true, - "reason": "Same TimesFM 2.5 window_size failure in the same preprocessing path; one fixes the bad call, the other removes the stray config attrs and adds regression coverage." + "accept": false, + "reason": "Both mention TimesFM2.5 window_size, but they fix different code paths: wrong method call vs config placeholder attrs." }, { "left": "pull_request:46903", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR training-loss double-shift bug in the same forward path; 47090 is a refined version of the same fix." + "reason": "Both adjust the same CohereASR/ForCausalLMLoss double-shift loss path; implementation details differ, but the bug is the same." }, { "left": "pull_request:46903", "right": "pull_request:46958", - "accept": true, - "reason": "Same CohereASR double-shift loss bug; the implementation differs, but the underlying code-path and symptom are the same." + "accept": false, + "reason": "Same symptom, but 46958 replaces the shared loss helper with a direct CrossEntropyLoss path; not the same concrete fix." }, { "left": "pull_request:47124", "right": "pull_request:47150", "accept": false, - "reason": "Different bugs and code paths: Falcon Mamba output-mismatch test expectations versus Whisper generation max_length handling." + "reason": "Unrelated models and failures: Falcon-Mamba output mismatch vs Whisper generation bug." }, { - "left": "pull_request:47122", - "right": "pull_request:47150", + "left": "pull_request:47150", + "right": "pull_request:47282", + "accept": false, + "reason": "Whisper generation-length bug and Mamba2 OOM test adjustment are unrelated." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models, different failure modes, no shared code path." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47282", + "accept": false, + "reason": "MiniMax-M3-VL load_error and Mamba2 OOM are distinct integration-test fixes." + }, + { + "left": "pull_request:47281", + "right": "pull_request:47282", "accept": false, - "reason": "Unrelated fixes: EdgeTam kwargs cleanup versus Whisper max_length mutation in generation." + "reason": "GLM4V dtype cast fix and Mamba2 OOM test tweak are unrelated." }, { "left": "pull_request:47123", - "right": "pull_request:47150", + "right": "pull_request:47281", + "accept": false, + "reason": "MiniMax-M3-VL offload-folder fix and GLM4V input dtype fix are unrelated." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47280", "accept": false, - "reason": "Minimax M3-VL offload-folder test setup is unrelated to Whisper generation length logic." + "reason": "Edgetam original_sizes handling and MiniMax-M3-VL load_error are unrelated." }, { "left": "pull_request:47150", - "right": "pull_request:47266", + "right": "pull_request:47281", + "accept": false, + "reason": "Whisper max_length fix and GLM4V input dtype fix are unrelated." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47150", "accept": false, - "reason": "Whisper generation length fix and DeepSeekV32 load_error test setup are unrelated." + "reason": "Different models and code paths: Edgetam kwargs cleanup vs Whisper generation length update." }, { "left": "pull_request:47122", "right": "pull_request:47224", "accept": true, - "reason": "Same EdgeTam original_sizes bug; 47224 carries the same removal from kwargs/backbone kwargs handling." + "reason": "47224 includes the same Edgetam original_sizes removal from kwargs; same crash fix." }, { "left": "pull_request:47123", "right": "pull_request:47124", "accept": false, - "reason": "Different model test failures: Minimax load_error versus Falcon Mamba output mismatch." + "reason": "MiniMax-M3-VL load_error and Falcon-Mamba output mismatch are unrelated." }, { - "left": "pull_request:47122", - "right": "pull_request:47266", + "left": "pull_request:47124", + "right": "pull_request:47281", "accept": false, - "reason": "EdgeTam backbone kwargs cleanup is unrelated to DeepSeekV32 integration-test offload setup." + "reason": "Falcon-Mamba output mismatch and GLM4V input dtype fix are unrelated." }, { "left": "pull_request:47124", "right": "pull_request:47266", "accept": false, - "reason": "Falcon Mamba expected-output update and DeepSeekV32 load-error setup are different failures." - }, - { - "left": "pull_request:47122", - "right": "pull_request:47124", - "accept": false, - "reason": "EdgeTam runtime kwargs bug and Falcon Mamba test expectation update are unrelated." + "reason": "Falcon-Mamba output mismatch and DeepSeek-V3.2 load_error are unrelated." }, { "left": "pull_request:47150", "right": "pull_request:47224", "accept": true, - "reason": "Same Whisper generation fix: both adjust max_length handling for conditioned input segments." + "reason": "47224 contains the same Whisper max_length assignment fix; same generation bug." }, { "left": "pull_request:47218", "right": "pull_request:47260", "accept": true, - "reason": "Same image-loading refactor to the shared load_test_image helper for COCO fixtures." + "reason": "Both standardize image loading to load_test_image for the same COCO fixture-based tests." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "CohereASR training-loss logic is unrelated to the MusicGen generate typo." + "reason": "CohereASR loss-shift bug and Musicgen generate typo are unrelated." }, { "left": "pull_request:46954", "right": "pull_request:46958", "accept": false, - "reason": "Pytest-v9 keep-in-fp32 change is unrelated to CohereASR loss computation." + "reason": "Pytest-v9 fp32-module change and CohereASR double-shift are unrelated." + }, + { + "left": "pull_request:47286", + "right": "pull_request:47287", + "accept": false, + "reason": "Beam-search fill-value bug and trainer empty-loss metrics bug are unrelated." + }, + { + "left": "pull_request:47285", + "right": "pull_request:47286", + "accept": false, + "reason": "Polynomial-decay zero-division and beam-search pad/eos precedence are unrelated." + }, + { + "left": "pull_request:47286", + "right": "pull_request:47288", + "accept": false, + "reason": "Beam-search fill-value bug and config token propagation bug are unrelated." + }, + { + "left": "pull_request:47285", + "right": "pull_request:47287", + "accept": false, + "reason": "Polynomial-decay scheduler fix and trainer loss aggregation fix are unrelated." + }, + { + "left": "pull_request:47287", + "right": "pull_request:47288", + "accept": false, + "reason": "Trainer empty-loss handling and config token propagation are unrelated." + }, + { + "left": "pull_request:47285", + "right": "pull_request:47288", + "accept": false, + "reason": "Scheduler zero-division fix and config token propagation are unrelated." }, { "left": "pull_request:47202", "right": "pull_request:47204", "accept": false, - "reason": "Dropping the docker-image builder is unrelated to adding exporter test dependencies in torch-light." + "reason": "Both touch torch-light docker, but one deletes the builder and the other adds exporter deps; different changes." }, { "left": "pull_request:47072", "right": "pull_request:47089", "accept": false, - "reason": "JSON-schema enum parsing and AqlmConfig type-error wording are unrelated changes." + "reason": "Chat-template schema enum parsing and AqlmConfig type-error messages are unrelated." }, { "left": "pull_request:47108", "right": "pull_request:47202", "accept": false, - "reason": "Doc-builder comment cleanup is unrelated to removing the CI docker-image builder workflow." + "reason": "Doc-builder comment cleanup and docker-image builder deletion are unrelated." }, { "left": "pull_request:47072", "right": "pull_request:47263", "accept": false, - "reason": "Chat-template schema parsing and auto.register string-key regression coverage are unrelated." + "reason": "Non-string enum parsing crash and register() string-key regression test are unrelated." }, { "left": "pull_request:47077", "right": "pull_request:47078", - "accept": false, - "reason": "Both touch Japanese docs, but they are different edits: DistilBERT translation versus general wording cleanup." + "accept": true, + "reason": "Both are Japanese docs updates with the same DistilBERT TOC/doc additions and wording edits." }, { "left": "pull_request:47204", "right": "pull_request:47243", "accept": false, - "reason": "Torch-light Dockerfile dependency additions are unrelated to Executorch exporter code-path fixes." + "reason": "Exporter dependencies in torch-light and ExecuTorch exporter code fixes are different problems." }, { - "left": "pull_request:47072", - "right": "pull_request:47229", + "left": "pull_request:47224", + "right": "pull_request:47284", "accept": false, - "reason": "JSON schema parsing and TimesFM 2.5 preprocessing are unrelated." + "reason": "Whisper/Edgetam integration fixes and Mimo V2 Flash test fixes are unrelated." }, { - "left": "pull_request:47224", - "right": "pull_request:47268", + "left": "pull_request:47072", + "right": "pull_request:47229", "accept": false, - "reason": "47224 fixes EdgeTam/Whisper runtime issues; 47268 is a Zaya test skip and expectation tweak." + "reason": "Chat-template enum parsing and TimesFM2.5 method-name fix are unrelated." }, { "left": "pull_request:47234", "right": "pull_request:47241", "accept": false, - "reason": "MPS sinusoidal-embedding fix and DETR-family half-precision torch.compile crash are different bugs." + "reason": "Both involve sine embeddings, but one is MPS float64 casting and the other is torch.compile cumsum dtype handling; different bugs." }, { - "left": "pull_request:46266", - "right": "pull_request:46957", + "left": "pull_request:47105", + "right": "pull_request:47129", "accept": false, - "reason": "DINO conversion-mapping/model updates are unrelated to finegrained FP8 grouped/batched generation changes." + "reason": "VITS forward-test re-enable and RT-DETRv2 converter cleanup are unrelated." }, { - "left": "pull_request:47105", - "right": "pull_request:47129", + "left": "pull_request:46266", + "right": "pull_request:46957", "accept": false, - "reason": "VITS forward-test re-enable is unrelated to RT-DETR v2 weight conversion fixes." + "reason": "DINOv2 conversion mappings and finegrained FP8 decode optimization are unrelated." }, { "left": "pull_request:47077", "right": "pull_request:47212", "accept": false, - "reason": "Japanese docs wording/translation changes are unrelated to kv-cache documentation updates." + "reason": "Japanese docs translation and kv-cache documentation update are unrelated." }, { "left": "pull_request:47173", "right": "pull_request:47184", "accept": false, - "reason": "XPU expectation updates and Qwen3-Next accelerator test renaming are different test-maintenance changes." + "reason": "XPU expectation updates and multi-accelerator test rename are related only at a superficial testing level, not the same bug/change." }, { "left": "pull_request:47113", "right": "pull_request:47232", "accept": false, - "reason": "Audio feature/proc requirement decorators are unrelated to T5Stack error-message wording." - }, - { - "left": "pull_request:47166", - "right": "pull_request:47173", - "accept": false, - "reason": "Quantization test updates are unrelated to XPU expectation updates in model tests." - }, - { - "left": "pull_request:46376", - "right": "pull_request:47202", - "accept": false, - "reason": "Continuous batching multimodal support is unrelated to removing the CI docker image builder." + "reason": "Audio feature/proc requirement fixes and SwitchTransformers error-message cleanup are unrelated." }, { - "left": "pull_request:47202", - "right": "pull_request:47241", + "left": "pull_request:47173", + "right": "pull_request:47284", "accept": false, - "reason": "CI docker-image workflow removal and DETR-family sine-position crash fixes are unrelated." + "reason": "XPU expectation changes and Mimo V2 Flash test fixes are unrelated." }, { - "left": "pull_request:44517", - "right": "pull_request:47082", + "left": "pull_request:47166", + "right": "pull_request:47173", "accept": false, - "reason": "Qwen3-TTS model addition and RoMa keypoint matcher addition are different new features." + "reason": "Quantization test extensions and XPU expectation fixes are unrelated." }, { - "left": "pull_request:44775", - "right": "pull_request:47275", + "left": "pull_request:47204", + "right": "pull_request:47284", "accept": false, - "reason": "Docs navigation cleanup for N-D parallelism is unrelated to adding EfficientVit-SAM model support." + "reason": "Exporter-test dependency changes and Mimo V2 Flash test fixes are unrelated." }, { - "left": "pull_request:47173", - "right": "pull_request:47268", + "left": "pull_request:47260", + "right": "pull_request:47284", "accept": false, - "reason": "XPU expectations and Zaya test skipping/expectation changes are unrelated." + "reason": "Image-loading refactor and Mimo V2 Flash test fixes are unrelated." }, { - "left": "pull_request:47216", - "right": "pull_request:47275", + "left": "pull_request:46376", + "right": "pull_request:47202", "accept": false, - "reason": "Compressed-tensors fp8 support is unrelated to adding EfficientVit-SAM." + "reason": "Continuous batching multimodal support and docker-image builder deletion are unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:47202", + "left": "pull_request:47202", + "right": "pull_request:47241", "accept": false, - "reason": "wav2vec2 SDPA dispatch support is unrelated to the docker workflow cleanup." + "reason": "Docker builder deletion and DETR-family sine-embedding compile fix are unrelated." } ] }, @@ -22897,7 +23055,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 29, + "component_count": 30, "review_unit_index": 2, "review_unit_count": 4, "status": "reviewed", @@ -22905,9 +23063,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-79", + "cluster_id": "cluster-40546-88", "nodes": [ - "pull_request:43451", "pull_request:44517", "pull_request:44775", "pull_request:46196", @@ -22915,13 +23072,13 @@ "pull_request:46267", "pull_request:46376", "pull_request:46395", + "pull_request:46509", "pull_request:46836", - "pull_request:46895", "pull_request:46912", "pull_request:46957", + "pull_request:46990", "pull_request:46995", "pull_request:47003", - "pull_request:47034", "pull_request:47069", "pull_request:47077", "pull_request:47078", @@ -22935,11 +23092,10 @@ "pull_request:47166", "pull_request:47173", "pull_request:47175", - "pull_request:47178", "pull_request:47179", "pull_request:47181", "pull_request:47184", - "pull_request:47198", + "pull_request:47202", "pull_request:47204", "pull_request:47207", "pull_request:47210", @@ -22953,576 +23109,451 @@ "pull_request:47255", "pull_request:47260", "pull_request:47263", - "pull_request:47268", - "pull_request:47275" + "pull_request:47275", + "pull_request:47283", + "pull_request:47284", + "pull_request:47287" ], "soft_pairs": [ + "pull_request:47077|pull_request:47275", + "pull_request:44517|pull_request:47082", + "pull_request:44775|pull_request:47275", + "pull_request:46990|pull_request:47253", + "pull_request:47184|pull_request:47284", + "pull_request:47216|pull_request:47275", + "pull_request:46196|pull_request:47202", "pull_request:46912|pull_request:47179", "pull_request:46395|pull_request:47181", "pull_request:47003|pull_request:47204", - "pull_request:47163|pull_request:47173", - "pull_request:47093|pull_request:47275", "pull_request:46196|pull_request:47210", + "pull_request:47093|pull_request:47275", "pull_request:47069|pull_request:47089", "pull_request:46995|pull_request:47163", + "pull_request:47163|pull_request:47173", "pull_request:46376|pull_request:47260", "pull_request:46836|pull_request:47275", - "pull_request:47204|pull_request:47268", - "pull_request:47260|pull_request:47268", "pull_request:46196|pull_request:46995", - "pull_request:47089|pull_request:47113", "pull_request:47239|pull_request:47255", + "pull_request:47089|pull_request:47113", "pull_request:47078|pull_request:47239", "pull_request:47089|pull_request:47231", "pull_request:47093|pull_request:47255", - "pull_request:47218|pull_request:47268", "pull_request:44775|pull_request:47077", "pull_request:46376|pull_request:46995", - "pull_request:46912|pull_request:47173", "pull_request:46995|pull_request:47181", - "pull_request:46267|pull_request:47181", "pull_request:47089|pull_request:47229", + "pull_request:46267|pull_request:47181", "pull_request:47093|pull_request:47181", + "pull_request:46912|pull_request:47173", "pull_request:44517|pull_request:46376", "pull_request:47207|pull_request:47218", "pull_request:44775|pull_request:47181", - "pull_request:47204|pull_request:47207", - "pull_request:46995|pull_request:47143", + "pull_request:46509|pull_request:46995", "pull_request:47093|pull_request:47143", + "pull_request:47204|pull_request:47207", + "pull_request:47069|pull_request:47283", + "pull_request:47069|pull_request:47287", "pull_request:47093|pull_request:47163", - "pull_request:47184|pull_request:47260", - "pull_request:46266|pull_request:47216", "pull_request:47082|pull_request:47108", - "pull_request:47179|pull_request:47210", + "pull_request:46266|pull_request:47216", "pull_request:46196|pull_request:47179", + "pull_request:47179|pull_request:47210", + "pull_request:47184|pull_request:47260", "pull_request:47078|pull_request:47275", "pull_request:47077|pull_request:47210", + "pull_request:46990|pull_request:47181", + "pull_request:46912|pull_request:46990", + "pull_request:47082|pull_request:47283", "pull_request:47231|pull_request:47255", "pull_request:47175|pull_request:47179", - "pull_request:47166|pull_request:47260", "pull_request:44775|pull_request:46836", - "pull_request:47082|pull_request:47210", "pull_request:47163|pull_request:47179", + "pull_request:47166|pull_request:47260", + "pull_request:47082|pull_request:47210", "pull_request:47239|pull_request:47275", + "pull_request:47113|pull_request:47283", "pull_request:47229|pull_request:47231", "pull_request:47175|pull_request:47263", + "pull_request:46990|pull_request:47284", "pull_request:46376|pull_request:47218", "pull_request:46836|pull_request:47218", "pull_request:46957|pull_request:47216", "pull_request:47082|pull_request:47275", - "pull_request:47082|pull_request:47181", "pull_request:47108|pull_request:47216", - "pull_request:47239|pull_request:47243", - "pull_request:43451|pull_request:44775", "pull_request:47077|pull_request:47239", - "pull_request:46836|pull_request:47178", - "pull_request:46912|pull_request:47078", - "pull_request:47108|pull_request:47204", - "pull_request:46895|pull_request:47268", - "pull_request:46266|pull_request:46376", - "pull_request:47243|pull_request:47253", - "pull_request:46895|pull_request:47207", - "pull_request:46266|pull_request:47034", - "pull_request:47108|pull_request:47275", - "pull_request:46196|pull_request:46376", - "pull_request:47198|pull_request:47253" + "pull_request:47239|pull_request:47243", + "pull_request:44775|pull_request:46376" ], - "prepared_review_unit_hash": "87858612d0caf045d52856fdddf8005c08c87ee47515fbfc6e4609364a72bd71", + "prepared_review_unit_hash": "81bee010efecc5dd55eb2ccaf671e0f831123e7ef41ea0fef8995a80c935ee6e", "component_budget": { - "node_count": 79, - "item_count": 79, - "soft_pair_count": 218, - "serialized_chars": 276247, - "estimated_input_tokens": 69062, - "estimated_eval_tokens": 138380 + "node_count": 88, + "item_count": 88, + "soft_pair_count": 237, + "serialized_chars": 298534, + "estimated_input_tokens": 74634, + "estimated_eval_tokens": 149524 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 69, - "serialized_chars": 138064, - "estimated_input_tokens": 34516, - "estimated_eval_tokens": 69288 + "soft_pair_count": 68, + "serialized_chars": 137655, + "estimated_input_tokens": 34414, + "estimated_eval_tokens": 69084 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated PRs: new model additions, docs-only updates, test maintenance, and a few distinct bug fixes. None of the soft edges look like the same underlying change, so I rejected them all.", - "confidence": 0.97, + "summary": "This cluster is very heterogeneous: new model additions, documentation updates, test refactors, and small bug fixes across unrelated subsystems. None of the soft edges looks like the same underlying change, so I would not merge any of them as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue artifacts are present; among the PRs, #47207 is the cleanest standalone fix because it targets a single concrete bug (over-padding) with an explicit linked issue and minimal scope.", + "canonical_pr_reason": "No canonical PR: the cluster does not share one underlying bug or feature; the items are mostly unrelated docs/model/test changes and small fixes.", "best_issue_reason": null, - "best_pr_reason": "#47207 is the best PR anchor here: it is narrowly scoped, fixes a specific code-path bug, and is easier to use as a representative canonical PR than the broader model-add or docs/test-only PRs.", + "best_pr_reason": "No strong global best PR. Picking one would be arbitrary because there is no single shared change spanning the cluster.", "soft_edge_verdicts": [ + { + "left": "pull_request:47077", + "right": "pull_request:47275", + "accept": false, + "reason": "Different docs updates for different models/languages; not the same change." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47082", + "accept": false, + "reason": "Both add model support, but for different models and code paths." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47275", + "accept": false, + "reason": "Unrelated documentation sections; one is distributed training docs, the other is a new model." + }, + { + "left": "pull_request:46990", + "right": "pull_request:47253", + "accept": false, + "reason": "Both touch tensor parallelism, but one is FSDP orchestration and the other is lm_head tp_plan validation." + }, + { + "left": "pull_request:47184", + "right": "pull_request:47284", + "accept": false, + "reason": "Different test updates for different models and execution constraints." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47275", + "accept": false, + "reason": "Compressed-tensors quantization work is unrelated to EfficientViTSAM model support." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47202", + "accept": false, + "reason": "SDPA dispatch work is unrelated to docker image cleanup." + }, { "left": "pull_request:46912", "right": "pull_request:47179", "accept": false, - "reason": "Different scopes: RoPE-related test updates vs adding Granite-swa/Granitemoe-swa model support." + "reason": "RoPE test expansion and Granite model support are unrelated." }, { "left": "pull_request:46395", "right": "pull_request:47181", "accept": false, - "reason": "Unrelated model additions: Param2MoE vs Cosmos3 Edge." + "reason": "Different new model families; overlap only in auto registration/docs." }, { "left": "pull_request:47003", "right": "pull_request:47204", "accept": false, - "reason": "OpenVINO exporter work is unrelated to adding executorch/onnx tooling in the torch-light Dockerfile." + "reason": "Exporter docs/support changes are unrelated to docker image contents." }, { - "left": "pull_request:47163", - "right": "pull_request:47173", + "left": "pull_request:46196", + "right": "pull_request:47210", "accept": false, - "reason": "Paged-attention XPU test coverage and XPU expectation fixes across models are different test maintenance tasks." + "reason": "Both involve attention internals, but one is model-specific SDPA dispatch and the other is packed-row varlen routing." }, { "left": "pull_request:47093", "right": "pull_request:47275", "accept": false, - "reason": "Different model additions: OpenPangu-V2 vs EfficientViTSam." - }, - { - "left": "pull_request:46196", - "right": "pull_request:47210", - "accept": false, - "reason": "Both involve attention internals, but one is SDPA dispatch support for audio models and the other is packed varlen attention routing; not the same fix." + "reason": "Two separate model additions; no shared underlying bug or implementation." }, { "left": "pull_request:47069", "right": "pull_request:47089", "accept": false, - "reason": "A num_labels typing change and an AqlmConfig error-message wording fix are unrelated." + "reason": "Distinct configuration/type fixes in different places." }, { "left": "pull_request:46995", "right": "pull_request:47163", "accept": false, - "reason": "Flash-linear-attention availability and paged-attention XPU tests are different concerns." + "reason": "MLU flash-linear-attention availability and paged-attention XPU tests are unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47173", + "accept": false, + "reason": "Different test suites and different failure modes." }, { "left": "pull_request:46376", "right": "pull_request:47260", "accept": false, - "reason": "Continuous batching multimodal support and standardized test image loading are unrelated changes." + "reason": "Continuous batching multimodal support is unrelated to test image loading standardization." }, { "left": "pull_request:46836", "right": "pull_request:47275", "accept": false, - "reason": "Different model integrations: Unlimited OCR vs EfficientViTSam." - }, - { - "left": "pull_request:47204", - "right": "pull_request:47268", - "accept": false, - "reason": "Dockerfile test dependencies and Zaya test fixes do not address the same bug or change." - }, - { - "left": "pull_request:47260", - "right": "pull_request:47268", - "accept": false, - "reason": "Shared test-related context, but one refactors image loading and the other patches Zaya expectations; not the same underlying issue." + "reason": "Unlimited OCR model support is unrelated to EfficientViTSAM." }, { "left": "pull_request:46196", "right": "pull_request:46995", "accept": false, - "reason": "Both touch attention-related availability/support, but they target different backends and code paths." + "reason": "Different attention backends and availability checks; not the same fix." }, { - "left": "pull_request:47089", - "right": "pull_request:47113", + "left": "pull_request:47239", + "right": "pull_request:47255", "accept": false, - "reason": "Aqlm quantization error-message text and audio feature/proc requirement annotations are unrelated." + "reason": "Tokenizer docs clarification and Gemma docstring example update are unrelated." }, { - "left": "pull_request:47239", - "right": "pull_request:47255", + "left": "pull_request:47089", + "right": "pull_request:47113", "accept": false, - "reason": "Tokenizer docs clarification and Gemma4 docstring example update are different documentation changes." + "reason": "Quantization config error-message wording and audio requirement fixes do not match." }, { "left": "pull_request:47078", "right": "pull_request:47239", "accept": false, - "reason": "Japanese wording cleanup and extra_special_tokens docs clarification are unrelated doc edits." + "reason": "Japanese docs wording update and tokenizer docs clarification are separate documentation edits." }, { "left": "pull_request:47089", "right": "pull_request:47231", "accept": false, - "reason": "Aqlm error-message wording fix vs MoonshineStreaming sliding-window bug fix are unrelated." + "reason": "AqlmConfig messages and MoonshineStreaming sliding-window fix are unrelated." }, { "left": "pull_request:47093", "right": "pull_request:47255", "accept": false, - "reason": "OpenPangu-V2 model support and Gemma4 docstring example updates are not the same change." - }, - { - "left": "pull_request:47218", - "right": "pull_request:47268", - "accept": false, - "reason": "Both touch tests, but one standardizes image loading helpers while the other adjusts Zaya test behavior." + "reason": "OpenPangu-V2 model support is unrelated to a Gemma docstring example fix." }, { "left": "pull_request:44775", "right": "pull_request:47077", "accept": false, - "reason": "Docs navigation/parallelism updates in English vs Japanese DistilBERT documentation are unrelated." + "reason": "Different doc trees and different subject matter." }, { "left": "pull_request:46376", "right": "pull_request:46995", "accept": false, - "reason": "Continuous batching multimodal support and MLU support for flash linear attention are unrelated subsystems." + "reason": "Continuous batching multimodal work and flash-linear-attention availability are unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47173", + "left": "pull_request:46995", + "right": "pull_request:47181", "accept": false, - "reason": "RoPE test changes and XPU expectation fixes are different maintenance efforts." + "reason": "Backend availability helper and Cosmos3 Edge model support are unrelated." }, { - "left": "pull_request:46995", - "right": "pull_request:47181", + "left": "pull_request:47089", + "right": "pull_request:47229", "accept": false, - "reason": "Flash-linear-attention availability and Cosmos3 Edge model support are unrelated." + "reason": "Quantization config error messages and TimesFM preprocessing method rename are unrelated." }, { "left": "pull_request:46267", "right": "pull_request:47181", "accept": false, - "reason": "Serve chat parsing updates and Cosmos3 Edge model support are unrelated." + "reason": "Serve chat parsing and Cosmos3 Edge model support affect different code paths." }, { - "left": "pull_request:47089", - "right": "pull_request:47229", + "left": "pull_request:47093", + "right": "pull_request:47181", "accept": false, - "reason": "AqlmConfig error messages and TimesFM 2.5 method-name fixes do not match." + "reason": "Both are model additions, but they are distinct models and implementations." }, { - "left": "pull_request:47093", - "right": "pull_request:47143", + "left": "pull_request:46912", + "right": "pull_request:47173", "accept": false, - "reason": "Two different model additions: OpenPangu-V2 and NeuCodec." + "reason": "RoPE testing adjustments and XPU expectation fixes are different test maintenance changes." }, { "left": "pull_request:44517", "right": "pull_request:46376", "accept": false, - "reason": "Qwen3-TTS model support and continuous batching multimodal support are unrelated." + "reason": "New Qwen3-TTS model support and multimodal continuous batching are unrelated." }, { "left": "pull_request:47207", "right": "pull_request:47218", "accept": false, - "reason": "Swin2SR over-padding fix and test image loading refactor are different changes." + "reason": "Swin2SR padding bugfix and image-loading refactor are separate changes." }, { - "left": "pull_request:47204", - "right": "pull_request:47207", - "accept": false, - "reason": "Unrelated: exporter test dependencies vs a Swin2SR padding bug fix." - }, - { - "left": "pull_request:46995", - "right": "pull_request:47210", + "left": "pull_request:44775", + "right": "pull_request:47181", "accept": false, - "reason": "Attention availability gating vs packed varlen SDPA routing are different features." + "reason": "Distributed training docs and Cosmos3 Edge model support are unrelated." }, { - "left": "pull_request:47082", - "right": "pull_request:47210", + "left": "pull_request:46509", + "right": "pull_request:46995", "accept": false, - "reason": "RoMa model support and packed SDPA routing are unrelated." + "reason": "Nemotron Omni support and flash-linear-attention availability are unrelated." }, { - "left": "pull_request:47184", - "right": "pull_request:47260", + "left": "pull_request:47093", + "right": "pull_request:47143", "accept": false, - "reason": "Qwen3Next/Videomt test adjustments and image-loading refactor do not fix the same bug." + "reason": "Different model additions with no shared implementation bug." }, { - "left": "pull_request:46266", - "right": "pull_request:47216", + "left": "pull_request:47204", + "right": "pull_request:47207", "accept": false, - "reason": "DINO conversion/model modernization and compressed-tensors fp8 work are unrelated." + "reason": "Docker dependency changes and Swin2SR padding bugfix are unrelated." }, { - "left": "pull_request:47082", - "right": "pull_request:47181", + "left": "pull_request:47069", + "right": "pull_request:47283", "accept": false, - "reason": "RoMa keypoint matcher support and Cosmos3 Edge support are unrelated model additions." + "reason": "`num_labels` typing fix and stdout interactivity check are unrelated utility changes." }, { - "left": "pull_request:47179", - "right": "pull_request:47210", + "left": "pull_request:47069", + "right": "pull_request:47287", "accept": false, - "reason": "Granite-swa model support and packed SDPA varlen routing are unrelated." + "reason": "Different small utility fixes with no shared code path." }, { - "left": "pull_request:46196", - "right": "pull_request:47179", + "left": "pull_request:47093", + "right": "pull_request:47163", "accept": false, - "reason": "Wav2vec2 SDPA dispatch and Granite-swa model support are unrelated changes." + "reason": "OpenPangu-V2 model support and paged-attention XPU tests are unrelated." }, { - "left": "pull_request:47078", - "right": "pull_request:47275", + "left": "pull_request:47082", + "right": "pull_request:47239", "accept": false, - "reason": "Japanese docs wording and EfficientViTSam model support are unrelated." + "reason": "RoMa model support and tokenizer docs wording are unrelated." }, { - "left": "pull_request:47231", - "right": "pull_request:47255", + "left": "pull_request:46266", + "right": "pull_request:47216", "accept": false, - "reason": "MoonshineStreaming sliding-window fix and Gemma4 docstring example update are unrelated." + "reason": "Dino conversion mapping work and compressed-tensors quantization are different features." }, { - "left": "pull_request:47175", + "left": "pull_request:46196", "right": "pull_request:47179", "accept": false, - "reason": "Olmo3 CI expectation updates and Granite-swa model support are unrelated." + "reason": "SDPA dispatch support and Granite-swa model support are unrelated." }, { - "left": "pull_request:47166", - "right": "pull_request:47260", + "left": "pull_request:47179", + "right": "pull_request:47210", "accept": false, - "reason": "Quantization test expectation updates and standardized image loading are unrelated." + "reason": "Granite model support and packed-row varlen attention are unrelated." }, { - "left": "pull_request:44775", - "right": "pull_request:46836", + "left": "pull_request:47184", + "right": "pull_request:47260", "accept": false, - "reason": "English docs on parallelism and Unlimited OCR model support are unrelated." + "reason": "Qwen3Next test-device support and COCO fixture loading standardization are unrelated." }, { - "left": "pull_request:47082", + "left": "pull_request:47078", "right": "pull_request:47275", "accept": false, - "reason": "Different model additions: RoMa vs EfficientViTSam." + "reason": "Japanese wording changes and EfficientViTSAM model support are unrelated." }, { - "left": "pull_request:47082", + "left": "pull_request:46990", "right": "pull_request:47181", "accept": false, - "reason": "Different model additions: RoMa vs Cosmos3 Edge." - }, - { - "left": "pull_request:47082", - "right": "pull_request:47204", - "accept": false, - "reason": "RoMa model support and exporter test dependencies are unrelated." - }, - { - "left": "pull_request:47108", - "right": "pull_request:47216", - "accept": false, - "reason": "Doc-builder pin comment cleanup and compressed-tensors fp8 work are unrelated." - }, - { - "left": "pull_request:43451", - "right": "pull_request:44775", - "accept": false, - "reason": "Molmo2 model support and documentation parallelism updates are unrelated." - }, - { - "left": "pull_request:47077", - "right": "pull_request:47239", - "accept": false, - "reason": "Japanese DistilBERT docs and tokenizer-special-token docs are unrelated." - }, - { - "left": "pull_request:46836", - "right": "pull_request:47178", - "accept": false, - "reason": "Unlimited OCR support and SigLIP path fixes are unrelated." + "reason": "FSDP orchestration/loading-savings and Cosmos3 Edge model support are unrelated." }, { "left": "pull_request:46912", - "right": "pull_request:47078", - "accept": false, - "reason": "RoPE tests and Japanese docs wording updates are unrelated." - }, - { - "left": "pull_request:47108", - "right": "pull_request:47216", + "right": "pull_request:46990", "accept": false, - "reason": "Doc-builder comment pinning and compressed-tensors fp8 changes are unrelated." + "reason": "RoPE test updates and FSDP orchestration changes are unrelated." }, { "left": "pull_request:47082", - "right": "pull_request:47253", + "right": "pull_request:47283", "accept": false, - "reason": "RoMa model support and tensor-parallel validation from lm_heads are unrelated." + "reason": "RoMa model support and stdout style helper fix are unrelated." }, { - "left": "pull_request:47243", - "right": "pull_request:47253", + "left": "pull_request:47069", + "right": "pull_request:47113", "accept": false, - "reason": "ExecuTorch exporter fixes and tensor-parallel lm_head planning are unrelated." + "reason": "`num_labels` typing and audio feature/proc requirements are unrelated." }, { - "left": "pull_request:47077", - "right": "pull_request:47210", + "left": "pull_request:47231", + "right": "pull_request:47255", "accept": false, - "reason": "Japanese documentation translation and packed SDPA routing are unrelated." + "reason": "MoonshineStreaming context-window fix and Gemma docstring update do not share a bug." }, { - "left": "pull_request:46836", + "left": "pull_request:47175", "right": "pull_request:47179", "accept": false, - "reason": "Unlimited OCR and Granite-swa are different model additions." - }, - { - "left": "pull_request:47082", - "right": "pull_request:47239", - "accept": false, - "reason": "RoMa support and tokenizer documentation are unrelated." - }, - { - "left": "pull_request:47239", - "right": "pull_request:47253", - "accept": false, - "reason": "Tokenizer docs clarification and tensor-parallel validation are unrelated." - }, - { - "left": "pull_request:47082", - "right": "pull_request:47243", - "accept": false, - "reason": "RoMa model support and ExecuTorch exporter fixes are unrelated." - }, - { - "left": "pull_request:47218", - "right": "pull_request:47268", - "accept": false, - "reason": "Standardizing image loading helpers and Zaya test adjustments are different test-maintenance changes." - }, - { - "left": "pull_request:47077", - "right": "pull_request:47078", - "accept": false, - "reason": "One is a DistilBERT translation update; the other is a broader Japanese wording cleanup." - }, - { - "left": "pull_request:46196", - "right": "pull_request:47216", - "accept": false, - "reason": "Audio-model SDPA dispatch and compressed-tensors fp8 support are unrelated." + "reason": "Olmo3 CI expectation tweaks and Granite-swa model support are unrelated." }, { - "left": "pull_request:46995", - "right": "pull_request:47243", + "left": "pull_request:44775", + "right": "pull_request:46836", "accept": false, - "reason": "Flash-linear-attention availability and ExecuTorch exporter fixes are unrelated." + "reason": "Different docs/model additions with no shared underlying change." }, { - "left": "pull_request:47093", - "right": "pull_request:47181", + "left": "pull_request:47163", + "right": "pull_request:47179", "accept": false, - "reason": "OpenPangu-V2 and Cosmos3 Edge are unrelated model additions." + "reason": "Paged-attention XPU test coverage and Granite-swa model support are unrelated." }, { - "left": "pull_request:47207", + "left": "pull_request:47166", "right": "pull_request:47260", "accept": false, - "reason": "Swin2SR over-padding fix and image-loading refactor are unrelated." + "reason": "Quantization test expectation changes and image fixture loading refactor are unrelated." }, { - "left": "pull_request:47198", - "right": "pull_request:47253", + "left": "pull_request:47082", + "right": "pull_request:47210", "accept": false, - "reason": "GPTNeoX/GPTBigCode backend fixes and tensor-parallel lm_head planning are unrelated." + "reason": "RoMa model support and packed SDPA routing are unrelated." }, { "left": "pull_request:47239", "right": "pull_request:47243", "accept": false, - "reason": "Tokenizer docs and ExecuTorch exporter fixes are unrelated." - }, - { - "left": "pull_request:46912", - "right": "pull_request:47210", - "accept": false, - "reason": "RoPE tests and packed SDPA varlen routing are unrelated." - }, - { - "left": "pull_request:47089", - "right": "pull_request:47268", - "accept": false, - "reason": "Aqlm error-message wording and Zaya test fixes are unrelated." - }, - { - "left": "pull_request:46266", - "right": "pull_request:47034", - "accept": false, - "reason": "DINO modernization and the Neuron SFT experiment are unrelated." - }, - { - "left": "pull_request:46266", - "right": "pull_request:46376", - "accept": false, - "reason": "DINO modernization and multimodal continuous batching are unrelated." - }, - { - "left": "pull_request:47108", - "right": "pull_request:47204", - "accept": false, - "reason": "Doc-builder pin comment cleanup and exporter-test dependency updates are unrelated." - }, - { - "left": "pull_request:46957", - "right": "pull_request:47216", - "accept": false, - "reason": "Finegrained FP8 v4 batching changes and compressed-tensors fp8 work are different quantization efforts." - }, - { - "left": "pull_request:47243", - "right": "pull_request:47253", - "accept": false, - "reason": "ExecuTorch exporter fixes and tensor-parallel validation are unrelated changes." - }, - { - "left": "pull_request:46196", - "right": "pull_request:46995", - "accept": false, - "reason": "SDPA dispatch support and flash-linear-attention availability gating are different attention paths." - }, - { - "left": "pull_request:47082", - "right": "pull_request:47108", - "accept": false, - "reason": "RoMa model support and doc-builder pin comment cleanup are unrelated." - }, - { - "left": "pull_request:47093", - "right": "pull_request:47229", - "accept": false, - "reason": "OpenPangu-V2 model support and TimesFM 2.5 preprocessing fix are unrelated." - }, - { - "left": "pull_request:47077", - "right": "pull_request:47255", - "accept": false, - "reason": "Japanese DistilBERT docs and Gemma4 docstring example update are unrelated." - }, - { - "left": "pull_request:47184", - "right": "pull_request:47216", - "accept": false, - "reason": "Qwen3Next/Videomt test adjustments and compressed-tensors fp8 changes are unrelated." + "reason": "Tokenizer documentation clarification and Exporter fixes are unrelated." }, { "left": "pull_request:44775", - "right": "pull_request:47181", + "right": "pull_request:46376", "accept": false, - "reason": "Docs on parallelism and Cosmos3 Edge model support are unrelated." + "reason": "Distributed docs and continuous batching multimodal implementation are unrelated." } ] }, @@ -23536,7 +23567,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 29, + "component_count": 30, "review_unit_index": 3, "review_unit_count": 4, "status": "reviewed", @@ -23544,7 +23575,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-79", + "cluster_id": "cluster-40546-88", "nodes": [ "pull_request:43451", "pull_request:44517", @@ -23553,12 +23584,12 @@ "pull_request:46310", "pull_request:46376", "pull_request:46658", - "pull_request:46834", "pull_request:46836", "pull_request:46895", "pull_request:46912", "pull_request:46957", "pull_request:46958", + "pull_request:46990", "pull_request:47003", "pull_request:47034", "pull_request:47069", @@ -23568,9 +23599,8 @@ "pull_request:47090", "pull_request:47096", "pull_request:47105", + "pull_request:47108", "pull_request:47113", - "pull_request:47122", - "pull_request:47123", "pull_request:47143", "pull_request:47162", "pull_request:47166", @@ -23579,59 +23609,69 @@ "pull_request:47181", "pull_request:47184", "pull_request:47198", + "pull_request:47204", "pull_request:47207", + "pull_request:47218", "pull_request:47223", - "pull_request:47229", "pull_request:47231", "pull_request:47235", "pull_request:47239", - "pull_request:47241", "pull_request:47243", "pull_request:47253", "pull_request:47255", "pull_request:47263", "pull_request:47264", - "pull_request:47266", - "pull_request:47268", - "pull_request:47275" + "pull_request:47275", + "pull_request:47283", + "pull_request:47284" ], "soft_pairs": [ + "pull_request:46836|pull_request:47178", + "pull_request:46912|pull_request:47078", + "pull_request:43451|pull_request:46990", + "pull_request:47108|pull_request:47204", + "pull_request:47218|pull_request:47284", + "pull_request:47243|pull_request:47253", + "pull_request:46266|pull_request:46376", + "pull_request:46895|pull_request:47207", + "pull_request:46266|pull_request:47034", + "pull_request:47108|pull_request:47275", + "pull_request:46196|pull_request:46376", + "pull_request:47198|pull_request:47253", "pull_request:46196|pull_request:47223", "pull_request:47034|pull_request:47253", "pull_request:47181|pull_request:47263", "pull_request:44517|pull_request:47264", - "pull_request:44517|pull_request:47181", "pull_request:46376|pull_request:47198", + "pull_request:44517|pull_request:47181", "pull_request:47078|pull_request:47243", - "pull_request:47069|pull_request:47113", "pull_request:47069|pull_request:47082", - "pull_request:43451|pull_request:46266", - "pull_request:43451|pull_request:44517", + "pull_request:47069|pull_request:47113", "pull_request:47207|pull_request:47255", + "pull_request:43451|pull_request:44517", + "pull_request:43451|pull_request:46266", "pull_request:43451|pull_request:47263", "pull_request:46376|pull_request:47207", "pull_request:47105|pull_request:47255", "pull_request:47003|pull_request:47178", "pull_request:47143|pull_request:47263", + "pull_request:46895|pull_request:47255", "pull_request:47077|pull_request:47198", "pull_request:46912|pull_request:47113", - "pull_request:47113|pull_request:47241", - "pull_request:47113|pull_request:47175", + "pull_request:47113|pull_request:47243", "pull_request:47175|pull_request:47207", - "pull_request:47184|pull_request:47268", "pull_request:47175|pull_request:47239", "pull_request:46658|pull_request:47275", - "pull_request:47069|pull_request:47175", "pull_request:47223|pull_request:47243", "pull_request:47223|pull_request:47239", - "pull_request:46376|pull_request:47184", "pull_request:46912|pull_request:47253", + "pull_request:46376|pull_request:47184", + "pull_request:46957|pull_request:47275", "pull_request:43451|pull_request:46957", "pull_request:46957|pull_request:47096", - "pull_request:47069|pull_request:47223", - "pull_request:46957|pull_request:47275", - "pull_request:47166|pull_request:47268", + "pull_request:47166|pull_request:47284", "pull_request:47175|pull_request:47223", + "pull_request:47239|pull_request:47283", "pull_request:46310|pull_request:47162", "pull_request:46310|pull_request:47231", "pull_request:47162|pull_request:47231", @@ -23640,326 +23680,258 @@ "pull_request:47090|pull_request:47235", "pull_request:46958|pull_request:47090", "pull_request:46958|pull_request:47235", - "pull_request:46895|pull_request:46958", - "pull_request:46834|pull_request:47229", - "pull_request:47223|pull_request:47229", - "pull_request:47123|pull_request:47266", - "pull_request:47122|pull_request:47123", - "pull_request:47166|pull_request:47184", - "pull_request:46912|pull_request:47175", - "pull_request:47241|pull_request:47264", - "pull_request:46658|pull_request:46836" + "pull_request:46895|pull_request:46958" ], - "prepared_review_unit_hash": "ee2c5a4858c2b7ee8d86fd685ec55b033bf4fe7da9cbe149b8458ba6af659e26", + "prepared_review_unit_hash": "aca65f30e2e54c9a1abc6ee5f4f1fdf872891ed4f1f86aef4ee931f65c1e9cb8", "component_budget": { - "node_count": 79, - "item_count": 79, - "soft_pair_count": 218, - "serialized_chars": 276247, - "estimated_input_tokens": 69062, - "estimated_eval_tokens": 138380 + "node_count": 88, + "item_count": 88, + "soft_pair_count": 237, + "serialized_chars": 298534, + "estimated_input_tokens": 74634, + "estimated_eval_tokens": 149524 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 53, - "serialized_chars": 132332, - "estimated_input_tokens": 33083, - "estimated_eval_tokens": 66422 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 55, + "serialized_chars": 131380, + "estimated_input_tokens": 32845, + "estimated_eval_tokens": 65946 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is really several independent duplicate groups, not one single issue. The strongest duplicate family is the CohereASR training-loss double-shift fixes; smaller true-duplicate groups appear for MoonshineStreaming right-window masking, TimesFM2.5 window-size preprocessing, and a DETR-family half-precision position-embedding bug. Most other pairs are only loosely similar and should stay separate.", - "confidence": 0.74, + "summary": "This is a mixed cluster with two real duplicate families: MoonshineStreaming sliding-window right-edge off-by-one fixes, and CohereASR double-shift training-loss fixes. Most other soft edges are unrelated and should remain separate.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical issue is present here. For PRs, 47090 is the clearest representative of the main duplicate family: it directly fixes the CohereASR double-shift training loss at the correct code path, explains the label/shift behavior, and includes test coverage.", + "canonical_pr_reason": "PR 46895 is the strongest representative of the main duplicate family here: it targets the CohereASR double-shift loss bug, has the explicit issue link, and later CohereASR PRs are just alternate implementations of the same fix.", "best_issue_reason": null, - "best_pr_reason": "47090 is the best overall representative because it is a precise, self-contained fix for the largest true-duplicate group in this set and is more explicit/maintainable than the earlier variants.", + "best_pr_reason": "46895 is the best overall PR to anchor deduping because it is the most central and well-grounded instance of the repeated CohereASR fix; the MoonshineStreaming fixes form a separate duplicate chain.", "soft_edge_verdicts": [ { - "left": "pull_request:46196", - "right": "pull_request:47223", - "accept": false, - "reason": "Different models and bugs: wav2vec2 SDPA dispatch vs TimesFM2.5 window_size handling." - }, - { - "left": "pull_request:47034", - "right": "pull_request:47253", - "accept": false, - "reason": "Unrelated changes: Neuron SFT experiment vs tensor-parallel validation for lm_heads." - }, - { - "left": "pull_request:47181", - "right": "pull_request:47263", - "accept": false, - "reason": "One adds Cosmos3 Edge support; the other is an auto-mapping regression test. Not the same change." - }, - { - "left": "pull_request:44517", - "right": "pull_request:47264", - "accept": false, - "reason": "Qwen3-TTS docs/code vs DAB-DETR/Grounding DINO dtype fixes; unrelated." - }, - { - "left": "pull_request:44517", - "right": "pull_request:47181", - "accept": false, - "reason": "Both add model support, but for different models and code paths." - }, - { - "left": "pull_request:46376", - "right": "pull_request:47198", - "accept": false, - "reason": "Different areas: continuous batching multimodal support vs GPTNeoX/GPTBigCode backend/export work." - }, - { - "left": "pull_request:47078", - "right": "pull_request:47243", - "accept": false, - "reason": "Japanese docs wording vs Executorch exporter fixes are unrelated." - }, - { - "left": "pull_request:47069", - "right": "pull_request:47113", - "accept": false, - "reason": "num_labels None behavior vs audio requirements decorators are unrelated." - }, - { - "left": "pull_request:47069", - "right": "pull_request:47082", + "left": "pull_request:46836", + "right": "pull_request:47178", "accept": false, - "reason": "Different targets: config property typing vs adding a RoMa model." + "reason": "Different changes: Unlimited OCR model support vs SigLIP path cleanup." }, { - "left": "pull_request:43451", - "right": "pull_request:46266", + "left": "pull_request:46912", + "right": "pull_request:47078", "accept": false, - "reason": "Molmo2 model addition vs DINO conversion-mapping cleanup; not the same bug or change." + "reason": "Unrelated scope: RoPE testing changes vs Japanese doc wording edits." }, { "left": "pull_request:43451", - "right": "pull_request:44517", + "right": "pull_request:46990", "accept": false, - "reason": "Both are model additions, but for different models with different implementations." + "reason": "Different subsystems: Molmo2 model addition vs FSDP orchestration work." }, { - "left": "pull_request:47207", - "right": "pull_request:47255", + "left": "pull_request:47108", + "right": "pull_request:47204", "accept": false, - "reason": "Swin2SR padding bug vs Gemma4 docstring example update; unrelated." + "reason": "Different maintenance tasks: doc-builder comment cleanup vs adding exporter deps to torch-light." }, { - "left": "pull_request:43451", - "right": "pull_request:47263", + "left": "pull_request:47218", + "right": "pull_request:47284", "accept": false, - "reason": "Molmo2 model support vs a registration test; no shared underlying bug." + "reason": "Unrelated: image-loading test refactor vs mimo_v2_flash test fixes." }, { - "left": "pull_request:46376", - "right": "pull_request:47207", + "left": "pull_request:47243", + "right": "pull_request:47253", "accept": false, - "reason": "Continuous batching support vs Swin2SR padding logic; unrelated." + "reason": "Different code paths: ExecuTorch exporter fixes vs tensor-parallel lm_head plan passing." }, { - "left": "pull_request:47105", - "right": "pull_request:47255", + "left": "pull_request:46266", + "right": "pull_request:46376", "accept": false, - "reason": "VITS test re-enable vs Gemma4 docstring wording; unrelated." + "reason": "Broad modeling changes in different areas; not the same bug or change." }, { - "left": "pull_request:47003", - "right": "pull_request:47178", + "left": "pull_request:46895", + "right": "pull_request:47207", "accept": false, - "reason": "OpenVINO exporter implementation vs SigLIP hardcoded-path cleanup; unrelated." + "reason": "CohereASR loss fix vs Swin2SR over-padding; unrelated." }, { - "left": "pull_request:47143", - "right": "pull_request:47263", + "left": "pull_request:46266", + "right": "pull_request:47034", "accept": false, - "reason": "NeuCodec model support vs auto-register string-key test; unrelated." + "reason": "Unrelated model/conversion work vs Neuron SFT experiment scripts." }, { - "left": "pull_request:47077", - "right": "pull_request:47198", + "left": "pull_request:47108", + "right": "pull_request:47275", "accept": false, - "reason": "Japanese docs translation vs GPTBigCode/GPTNeoX backend work; unrelated." + "reason": "Documentation workflow tweak vs adding EfficientViTSAM support." }, { - "left": "pull_request:46912", - "right": "pull_request:47113", + "left": "pull_request:46196", + "right": "pull_request:46376", "accept": false, - "reason": "RoPE test updates across models vs audio feature/proc requirement decorators; not the same issue." + "reason": "Different model families and bugs; only a broad attention/theme overlap." }, { - "left": "pull_request:47113", - "right": "pull_request:47241", + "left": "pull_request:47198", + "right": "pull_request:47253", "accept": false, - "reason": "Audio requirement annotations vs DETR-family sine-position-embedding dtype fix; unrelated." + "reason": "Different problems: GPTNeoX/GPTBigCode backend support vs tensor-parallel head planning." }, { - "left": "pull_request:47113", - "right": "pull_request:47175", + "left": "pull_request:46196", + "right": "pull_request:47223", "accept": false, - "reason": "Audio requirement annotations vs Olmo3 CI expectation updates; unrelated." + "reason": "Unrelated: wav2vec2 SDPA dispatch vs TimesFM window_size fix." }, { - "left": "pull_request:47175", - "right": "pull_request:47207", + "left": "pull_request:47034", + "right": "pull_request:47253", "accept": false, - "reason": "Olmo3 CI golden values vs Swin2SR padding; unrelated." + "reason": "Neuron training experiment vs tensor-parallel API change; not a duplicate." }, { - "left": "pull_request:47184", - "right": "pull_request:47268", + "left": "pull_request:47181", + "right": "pull_request:47263", "accept": false, - "reason": "Qwen3Next/Videomt test adjustments vs Zaya test skips and expectations; different models and failures." + "reason": "Model addition vs auto-registration regression test; not the same change." }, { - "left": "pull_request:47175", - "right": "pull_request:47239", + "left": "pull_request:44517", + "right": "pull_request:47264", "accept": false, - "reason": "Olmo3 CI updates vs tokenizer documentation clarification; unrelated." + "reason": "Qwen3-TTS model support vs dtype mismatch fixes in detection models." }, { - "left": "pull_request:46658", - "right": "pull_request:47275", + "left": "pull_request:46376", + "right": "pull_request:47198", "accept": false, - "reason": "Step3.7 flash work vs EfficientViTSAM model addition; unrelated." + "reason": "Continuous batching multimodal support vs GPT backend/vLLM fixes; different code paths." }, { - "left": "pull_request:47069", - "right": "pull_request:47175", + "left": "pull_request:44517", + "right": "pull_request:47181", "accept": false, - "reason": "Config typing change vs Olmo3 CI value updates; unrelated." + "reason": "Different model additions: Qwen3-TTS vs Cosmos3 Edge." }, { - "left": "pull_request:47223", + "left": "pull_request:47078", "right": "pull_request:47243", "accept": false, - "reason": "TimesFM2.5 preprocessing bug vs Executorch exporter fixes; unrelated." + "reason": "Japanese doc wording cleanup vs ExecuTorch exporter fixes." }, { - "left": "pull_request:47223", - "right": "pull_request:47239", + "left": "pull_request:47069", + "right": "pull_request:47082", "accept": false, - "reason": "TimesFM2.5 window_size bug vs tokenizer docs wording; unrelated." + "reason": "Num_labels property typing vs RoMa model support; unrelated." }, { - "left": "pull_request:46376", - "right": "pull_request:47184", + "left": "pull_request:47069", + "right": "pull_request:47113", "accept": false, - "reason": "Continuous batching multimodal support vs Qwen3Next/Videomt test extensions; unrelated." + "reason": "Configuration property fix vs audio requirements decorators; unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47253", + "left": "pull_request:47207", + "right": "pull_request:47255", "accept": false, - "reason": "RoPE test updates vs tensor-parallel lm_head validation; unrelated." + "reason": "Swin2SR padding bug vs Gemma4 docstring example; unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:46957", + "right": "pull_request:44517", "accept": false, - "reason": "Molmo2 model addition vs finegrained FP8/vLLM-style exporter work; unrelated." + "reason": "Different model-addition PRs with different architectures and files." }, { - "left": "pull_request:46957", - "right": "pull_request:47096", + "left": "pull_request:43451", + "right": "pull_request:46266", "accept": false, - "reason": "Finegrained FP8 decode optimization vs Kimi exportability support; not the same change." + "reason": "Molmo2 addition vs DINO conversion/model modernization; unrelated." }, { - "left": "pull_request:47166", - "right": "pull_request:47184", + "left": "pull_request:43451", + "right": "pull_request:47263", "accept": false, - "reason": "Quantization test expansions vs unrelated model-specific test changes." + "reason": "Molmo2 model addition vs auto registration test; unrelated." }, { - "left": "pull_request:46658", - "right": "pull_request:46836", + "left": "pull_request:46376", + "right": "pull_request:47207", "accept": false, - "reason": "Step3.7 flash build tooling vs Unlimited OCR model addition; unrelated." + "reason": "Continuous batching support vs image padding fix; unrelated." }, { - "left": "pull_request:46310", - "right": "pull_request:47162", - "accept": true, - "reason": "Same MoonshineStreaming sliding-window right-context off-by-one fix; both patch the same masking code path." + "left": "pull_request:47105", + "right": "pull_request:47255", + "accept": false, + "reason": "VITS test re-enable vs Gemma4 docstring example; unrelated." }, { - "left": "pull_request:46310", - "right": "pull_request:47231", - "accept": true, - "reason": "Same MoonshineStreaming right-window boundary bug in the sliding-window mask." + "left": "pull_request:47003", + "right": "pull_request:47178", + "accept": false, + "reason": "OpenVINO exporter addition vs SigLIP path fixes; different features." }, { - "left": "pull_request:47162", - "right": "pull_request:47231", - "accept": true, - "reason": "Same underlying MoonshineStreaming sliding-window mask bug; these are mergeable variants of the same fix." + "left": "pull_request:47143", + "right": "pull_request:47263", + "accept": false, + "reason": "NeuCodec model support vs auto register test regression; unrelated." }, { "left": "pull_request:46895", "right": "pull_request:47235", "accept": true, - "reason": "Both fix the CohereASR training-loss double-shift in the same forward/loss path." + "reason": "Same CohereASR double-shift loss bug; both patch the same training-loss code path with alternative implementations." }, { "left": "pull_request:46895", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR double-shift loss bug; 47090 is the cleaner variant but targets the same code path." + "reason": "Same CohereASR double-shift loss bug in the same forward/loss path; 47090 is just a refined variant." }, { - "left": "pull_request:47090", + "left": "pull_request:46958", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR training-loss double-shift fix; both address the same loss computation bug." + }, + { + "left": "pull_request:46958", "right": "pull_request:47235", "accept": true, - "reason": "All three are variants of the same CohereASR loss-shift fix and could be merged into one PR." + "reason": "Same underlying CohereASR loss-shift bug; different implementation, same fix target." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Same CohereASR double-shift training-loss bug, just implemented with a different loss call." + "reason": "Same CohereASR double-shift issue in the same model and loss path." }, { - "left": "pull_request:46834", - "right": "pull_request:47229", + "left": "pull_request:46310", + "right": "pull_request:47162", "accept": true, - "reason": "Same TimesFM2.5 window_size preprocessing call-site bug in the moving-average path." + "reason": "Same MoonshineStreaming sliding-window right-edge off-by-one bug." }, { - "left": "pull_request:47223", - "right": "pull_request:47229", + "left": "pull_request:46310", + "right": "pull_request:47231", "accept": true, - "reason": "Same TimesFM2.5 window_size issue; both change the same preprocessing logic and issue target." - }, - { - "left": "pull_request:47123", - "right": "pull_request:47266", - "accept": false, - "reason": "Both are integration-test load-error fixes, but for different models and failure modes; too broad to merge as duplicates." - }, - { - "left": "pull_request:47122", - "right": "pull_request:47123", - "accept": false, - "reason": "Different model-specific integration test failures; same remediation pattern, not the same bug." + "reason": "Same MoonshineStreaming right-context off-by-one bug in the sliding-window mask." }, { - "left": "pull_request:47241", - "right": "pull_request:47264", + "left": "pull_request:47162", + "right": "pull_request:47231", "accept": true, - "reason": "Same half-precision dtype mismatch in DETR-family sine position embeddings; both patch the same underlying code pattern." - }, - { - "left": "pull_request:46658", - "right": "pull_request:46836", - "accept": false, - "reason": "Step3.7 flash work vs Unlimited OCR model support; unrelated." + "reason": "Same MoonshineStreaming sliding-window right-window correction; both touch the same mask logic." } ] }, @@ -23973,7 +23945,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 29, + "component_count": 30, "review_unit_index": 4, "review_unit_count": 4, "status": "reviewed", @@ -23981,18 +23953,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-79", + "cluster_id": "cluster-40546-88", "nodes": [ "pull_request:40546", "pull_request:43451", "pull_request:46376", "pull_request:46509", "pull_request:46658", + "pull_request:46834", "pull_request:46836", + "pull_request:46912", "pull_request:47003", "pull_request:47034", "pull_request:47096", + "pull_request:47122", + "pull_request:47123", "pull_request:47143", + "pull_request:47150", "pull_request:47163", "pull_request:47166", "pull_request:47175", @@ -24001,51 +23978,68 @@ "pull_request:47198", "pull_request:47210", "pull_request:47216", + "pull_request:47223", + "pull_request:47229", "pull_request:47241", "pull_request:47243", - "pull_request:47253", "pull_request:47255", - "pull_request:47264" + "pull_request:47264", + "pull_request:47266", + "pull_request:47280", + "pull_request:47281", + "pull_request:47283" ], "soft_pairs": [ + "pull_request:46834|pull_request:47229", + "pull_request:47223|pull_request:47229", + "pull_request:47123|pull_request:47280", + "pull_request:47266|pull_request:47280", + "pull_request:47123|pull_request:47266", + "pull_request:47150|pull_request:47280", + "pull_request:47280|pull_request:47281", + "pull_request:47122|pull_request:47281", + "pull_request:47122|pull_request:47123", + "pull_request:47266|pull_request:47281", + "pull_request:47166|pull_request:47184", + "pull_request:46912|pull_request:47175", + "pull_request:47241|pull_request:47264", + "pull_request:46658|pull_request:46836", "pull_request:47163|pull_request:47166", "pull_request:47163|pull_request:47184", "pull_request:46509|pull_request:47143", "pull_request:47003|pull_request:47243", "pull_request:46509|pull_request:47181", - "pull_request:46509|pull_request:47163", "pull_request:46376|pull_request:46509", + "pull_request:46509|pull_request:47163", "pull_request:46376|pull_request:47181", - "pull_request:43451|pull_request:46836", "pull_request:47143|pull_request:47181", "pull_request:46376|pull_request:47143", + "pull_request:43451|pull_request:46836", "pull_request:46509|pull_request:46836", - "pull_request:46836|pull_request:47143", "pull_request:43451|pull_request:46509", "pull_request:47163|pull_request:47181", "pull_request:46376|pull_request:47163", "pull_request:47163|pull_request:47210", "pull_request:46376|pull_request:47034", "pull_request:47034|pull_request:47216", - "pull_request:46658|pull_request:47143", - "pull_request:47143|pull_request:47210", "pull_request:47143|pull_request:47163", + "pull_request:47143|pull_request:47210", + "pull_request:46658|pull_request:47143", "pull_request:47181|pull_request:47198", + "pull_request:47175|pull_request:47283", "pull_request:43451|pull_request:47243", "pull_request:47096|pull_request:47243", "pull_request:43451|pull_request:47198", "pull_request:40546|pull_request:43451", - "pull_request:43451|pull_request:47175", - "pull_request:47096|pull_request:47175", "pull_request:43451|pull_request:46658", "pull_request:46658|pull_request:47096", "pull_request:43451|pull_request:47143", "pull_request:43451|pull_request:47163", "pull_request:47181|pull_request:47255", + "pull_request:43451|pull_request:47181", "pull_request:43451|pull_request:47096", "pull_request:43451|pull_request:47003", "pull_request:47003|pull_request:47096", - "pull_request:43451|pull_request:47255", "pull_request:43451|pull_request:47034", "pull_request:43451|pull_request:47241", "pull_request:47034|pull_request:47096", @@ -24053,8 +24047,6 @@ "pull_request:43451|pull_request:47264", "pull_request:47096|pull_request:47264", "pull_request:43451|pull_request:47166", - "pull_request:43451|pull_request:47253", - "pull_request:43451|pull_request:47181", "pull_request:47003|pull_request:47241", "pull_request:47003|pull_request:47264", "pull_request:47096|pull_request:47143", @@ -24063,232 +24055,310 @@ "pull_request:47143|pull_request:47264", "pull_request:46509|pull_request:47096" ], - "prepared_review_unit_hash": "e20476b1ef8adc1a87de6357ef293a4d1ed4bf47efeab8046efece2922d7e6a9", + "prepared_review_unit_hash": "5e50ea243e42fdfccdeb20dd720bfad4dc229d1bc1768366bfe5594a6436de4e", "component_budget": { - "node_count": 79, - "item_count": 79, - "soft_pair_count": 218, - "serialized_chars": 276247, - "estimated_input_tokens": 69062, - "estimated_eval_tokens": 138380 + "node_count": 88, + "item_count": 88, + "soft_pair_count": 237, + "serialized_chars": 298534, + "estimated_input_tokens": 74634, + "estimated_eval_tokens": 149524 }, "budget": { - "node_count": 23, - "item_count": 23, - "soft_pair_count": 54, - "serialized_chars": 74909, - "estimated_input_tokens": 18728, - "estimated_eval_tokens": 37712 + "node_count": 33, + "item_count": 33, + "soft_pair_count": 64, + "serialized_chars": 96778, + "estimated_input_tokens": 24195, + "estimated_eval_tokens": 48646 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very loose: it mixes unrelated model-addition PRs, exporter fixes, training scripts, and test-only changes. I would not treat the soft pairs as duplicates; almost all should be rejected.", - "confidence": 0.93, + "summary": "Mostly a heterogeneous cluster of unrelated PRs (new model support, exporter/docs changes, test-only fixes). The only clear duplicate-like subcluster is the TimesFM 2.5 window_size/preprocessing fixes; the rest should stay separate.", + "confidence": 0.71, "canonical_issue_reason": null, - "canonical_pr_reason": "No PR is a true duplicate anchor here; if one must be chosen, 43451 is the most representative self-contained model-support PR because it includes docs, auto-registration, and tests, while many others are narrower or unrelated.", + "canonical_pr_reason": "47229 is the best canonical PR for the only true duplicate subcluster: it is a focused, concrete fix for the TimesFM 2.5 window_size preprocessing bug and has an explicit issue target.", "best_issue_reason": null, - "best_pr_reason": "43451 is the best global representative of the cluster\u2019s most common pattern (new model support) and is more complete than the other model-addition PRs, but the cluster is not actually a duplicate set.", + "best_pr_reason": "47229 is the strongest overall representative because it is a tight code-path bugfix rather than a broad feature or test-only change, and it directly matches the shared TimesFM 2.5 issue.", "soft_edge_verdicts": [ + { + "left": "pull_request:46834", + "right": "pull_request:47229", + "accept": true, + "reason": "Same TimesFM 2.5 preprocessing bug, same files, same issue target 46821, and the changes are compatible in one PR." + }, + { + "left": "pull_request:47223", + "right": "pull_request:47229", + "accept": true, + "reason": "Both address the same TimesFM 2.5 window_size bug in the same model family and could plausibly be merged together." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47280", + "accept": true, + "reason": "Same minimax_m3_vl load_error/offload-folder fix in the same test file; these look like two implementations of the same repair." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47280", + "accept": false, + "reason": "Different models and different failure modes; both are load_error test fixes, but not the same underlying bug." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47266", + "accept": false, + "reason": "Different model targets and different test failures, so these are not duplicates." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47280", + "accept": false, + "reason": "Whisper generation max_length fix is unrelated to minimax_m3_vl offload/load_error handling." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and different issues; one is minimax_m3_vl loading, the other is glm4v input dtype handling." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47281", + "accept": false, + "reason": "EdgeTam processor kwarg cleanup is unrelated to glm4v dtype casting." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Both are test/integration fixes, but for different models and unrelated code paths." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47281", + "accept": false, + "reason": "DeepseekV32 offload-folder test fix and glm4v dtype fix are unrelated." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47184", + "accept": false, + "reason": "Quantization test extensions for different models; same broad area, not the same bug." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47175", + "accept": false, + "reason": "Both are CI/test expectation updates, but they concern different models and different numerical changes." + }, + { + "left": "pull_request:47241", + "right": "pull_request:47264", + "accept": false, + "reason": "Different detection-family dtype/compile fixes; not the same concrete change." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Step 3.7 model packaging and Unlimited OCR support are unrelated feature additions." + }, { "left": "pull_request:47163", "right": "pull_request:47166", "accept": false, - "reason": "Different test areas: paged-attention XPU support vs quantization test additions. Not the same bug or change." + "reason": "Paged-attention XPU test support and quantization test updates are unrelated." }, { "left": "pull_request:47163", "right": "pull_request:47184", "accept": false, - "reason": "Paged-attention/XPU tests and Qwen3Next accelerator-device-map test updates are unrelated." + "reason": "Different test additions for different models; no shared bug or change." }, { "left": "pull_request:46509", "right": "pull_request:47143", "accept": false, - "reason": "Both add model support, but for different models (Nemotron Omni vs NeuCodec) and different code paths." + "reason": "New-model support for Nemotron Omni and NeuCodec are unrelated additions." }, { "left": "pull_request:47003", "right": "pull_request:47243", "accept": false, - "reason": "OpenVINO exporter work and Executorch exporter fixes are different exporter backends and changes." + "reason": "OpenVINO exporter work and executorch exporter fixes touch the exporter subsystem but not the same code-path problem." }, { "left": "pull_request:46509", "right": "pull_request:47181", "accept": false, - "reason": "Different model integrations: Nemotron Omni vs Cosmos3 Edge." - }, - { - "left": "pull_request:46509", - "right": "pull_request:47163", - "accept": false, - "reason": "Model support for Nemotron Omni is unrelated to paged-attention test support." + "reason": "Different model-support PRs; shared auto-mapping edits do not make them duplicates." }, { "left": "pull_request:46376", "right": "pull_request:46509", "accept": false, - "reason": "Continuous batching multimodal support is a different subsystem from adding Nemotron Omni model support." + "reason": "Continuous-batching multimodal support and Nemotron Omni model support are separate features." }, { - "left": "pull_request:46376", - "right": "pull_request:47181", + "left": "pull_request:46509", + "right": "pull_request:47163", "accept": false, - "reason": "Continuous batching changes and Cosmos3 Edge model support are not the same change." + "reason": "Unrelated model support vs. test support work." }, { - "left": "pull_request:43451", - "right": "pull_request:46836", + "left": "pull_request:46376", + "right": "pull_request:47181", "accept": false, - "reason": "Molmo2 and Unlimited OCR are different model additions with different implementations." + "reason": "Continuous batching changes are unrelated to Cosmos3 Edge model support." }, { "left": "pull_request:47143", "right": "pull_request:47181", "accept": false, - "reason": "NeuCodec and Cosmos3 Edge are distinct model-support PRs." + "reason": "Different new-model PRs with different model code and tests." }, { "left": "pull_request:46376", "right": "pull_request:47143", "accept": false, - "reason": "Multimodal continuous batching work is unrelated to NeuCodec model support." + "reason": "Multimodal continuous batching and NeuCodec are unrelated." }, { - "left": "pull_request:46509", + "left": "pull_request:43451", "right": "pull_request:46836", "accept": false, - "reason": "Nemotron Omni and Unlimited OCR are different models and different integration work." + "reason": "Molmo2 and Unlimited OCR are distinct model additions; shared auto-registration is too broad to treat as duplicate." }, { - "left": "pull_request:46836", - "right": "pull_request:47143", + "left": "pull_request:46509", + "right": "pull_request:46836", "accept": false, - "reason": "Unlimited OCR and NeuCodec are unrelated model-support PRs." + "reason": "Nemotron Omni and Unlimited OCR are different model-support PRs." }, { - "left": "pull_request:43451", - "right": "pull_request:46509", + "left": "pull_request:40546", + "right": "pull_request:43451", "accept": false, - "reason": "Molmo2 and Nemotron Omni are different model integrations, not one underlying change." + "reason": "VibeVoice and Molmo2 are separate model integrations." }, { - "left": "pull_request:47163", - "right": "pull_request:47181", + "left": "pull_request:43451", + "right": "pull_request:47143", "accept": false, - "reason": "Paged-attention test updates and Cosmos3 Edge model support do not match." + "reason": "Molmo2 and NeuCodec are different model-support efforts." }, { - "left": "pull_request:46376", - "right": "pull_request:47163", + "left": "pull_request:43451", + "right": "pull_request:47181", "accept": false, - "reason": "Continuous batching multimodal support is unrelated to XPU paged-attention test changes." + "reason": "Molmo2 and Cosmos3 Edge are unrelated model additions." }, { - "left": "pull_request:47163", - "right": "pull_request:47210", + "left": "pull_request:43451", + "right": "pull_request:47096", "accept": false, - "reason": "Paged-attention test support and varlen SDPA packed-row routing are adjacent but not the same concrete change." + "reason": "Molmo2 model addition and kimi_k25 exportability changes are unrelated." }, { - "left": "pull_request:46376", - "right": "pull_request:47034", + "left": "pull_request:43451", + "right": "pull_request:47003", "accept": false, - "reason": "Continuous batching multimodal support and the Neuron SFT experiment are unrelated." + "reason": "Molmo2 support and OpenVINO exporter work are different changes." }, { - "left": "pull_request:47034", - "right": "pull_request:47216", + "left": "pull_request:47003", + "right": "pull_request:47096", "accept": false, - "reason": "Neuron fine-tuning scripts and compressed-tensors exporter/docs work are unrelated." + "reason": "OpenVINO exporter and kimi_k25 exporter support are separate exporter changes." }, { - "left": "pull_request:46658", - "right": "pull_request:47143", + "left": "pull_request:43451", + "right": "pull_request:47034", "accept": false, - "reason": "Step-3.7 Flash model-building work is unrelated to NeuCodec support." + "reason": "Molmo2 model support and Neuron SFT experiment tooling are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:47243", + "right": "pull_request:47241", "accept": false, - "reason": "Molmo2 model addition and Executorch exporter fixes are unrelated changes." + "reason": "Molmo2 support and DETR-family dtype fixes are unrelated." }, { - "left": "pull_request:47096", - "right": "pull_request:47243", + "left": "pull_request:47034", + "right": "pull_request:47096", "accept": false, - "reason": "Both touch export tooling, but Kimi exportability and Executorch exporter fixes are different code paths and not mergeable as one PR." + "reason": "Trainium SFT experiment code and exportability fixes are not the same change." }, { - "left": "pull_request:43451", - "right": "pull_request:47198", + "left": "pull_request:47096", + "right": "pull_request:47241", "accept": false, - "reason": "Molmo2 support and GPTBigCode/GPTNeoX backend fixes are unrelated." + "reason": "Exporter fixes for kimi_k25 and DETR-family compile fixes are unrelated." }, { - "left": "pull_request:40546", - "right": "pull_request:43451", + "left": "pull_request:43451", + "right": "pull_request:47264", "accept": false, - "reason": "VibeVoice and Molmo2 are different model-support PRs." + "reason": "Molmo2 model support and DAB-DETR/Grounding DINO dtype fixes are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47096", + "left": "pull_request:47096", + "right": "pull_request:47264", "accept": false, - "reason": "Molmo2 model support is unrelated to Kimi exportability." + "reason": "Kimi exportability and detection dtype fixes are different code paths." }, { "left": "pull_request:43451", - "right": "pull_request:47003", + "right": "pull_request:47166", "accept": false, - "reason": "Molmo2 model support and OpenVINO exporter work are different changes." + "reason": "Model integration and quantization test updates are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47181", + "left": "pull_request:47003", + "right": "pull_request:47241", "accept": false, - "reason": "Molmo2 and Cosmos3 Edge are different models." + "reason": "Different exporter/model-fix domains; not the same concrete issue." }, { "left": "pull_request:47003", - "right": "pull_request:47241", + "right": "pull_request:47264", "accept": false, - "reason": "OpenVINO exporter changes and DETR-family dtype fixes are unrelated." + "reason": "OpenVINO exporter work is unrelated to detection-family dtype fixes." }, { "left": "pull_request:47096", "right": "pull_request:47143", "accept": false, - "reason": "Kimi exportability and NeuCodec support are unrelated." + "reason": "Kimi exportability and NeuCodec support are different changes." }, { "left": "pull_request:47003", "right": "pull_request:47143", "accept": false, - "reason": "OpenVINO exporter work is unrelated to NeuCodec model support." + "reason": "Exporter backend work and model support additions are unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47163", "accept": false, - "reason": "Kimi exporter changes and paged-attention test updates are unrelated." + "reason": "Kimi exportability and paged-attention test support are unrelated." }, { "left": "pull_request:47143", "right": "pull_request:47264", "accept": false, - "reason": "NeuCodec support and DETR/Grounding DINO dtype fixes are different code paths and changes." + "reason": "NeuCodec support and DAB-DETR/Grounding DINO fixes are unrelated." }, { "left": "pull_request:46509", "right": "pull_request:47096", "accept": false, - "reason": "Nemotron Omni model support and Kimi exportability are unrelated." + "reason": "Nemotron Omni support and kimi_k25 exportability changes are unrelated." } ] }, @@ -24302,7 +24372,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24318,12 +24388,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "5e3a32882cc9b92f9f1ac3e4a192d22405964d1631c3d9e7636c4f1b34d0f286", + "prepared_review_unit_hash": "8fa77e793ec2a736f43fc2dc3ca8076bda1ae0f1bca9989c096fe1fc2de13a9c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -24331,7 +24401,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -24340,18 +24410,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting support, while the other adds DINOv3 image classification support. They touch different models, different code paths, and different documentation/tests, so they should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "The two pull requests are unrelated: one adds covariate-based forecasting support to TimesFM, while the other adds DINOv3 image classification support. They do not describe the same underlying bug or change and should not be clustered as duplicates.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:41224 is the more established PR in this cluster, with substantially more discussion/review activity and a clear, self-contained feature addition around DINOv3 image classification.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "pull_request:41224 is the best representative of the cluster only in a bookkeeping sense: it is the more reviewed and more mature PR, but it is not actually similar enough to the other PR to be a duplicate.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different features for different models and code paths: TimesFM covariate forecasting vs. DINOv3 image classification. No shared bug or mergeable change." + "reason": "Different models, different domains, and different code paths: TimesFM forecasting with covariates vs DINOv3 image classification. They are not the same underlying change and could not plausibly be merged into one PR." } ] }, @@ -24365,7 +24435,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24428,7 +24498,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24470,12 +24540,12 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "78d62390a0d75a93b5588e0266911bf14e5408bdfe05e36d364f285b91be153b", + "prepared_review_unit_hash": "ee0005152d26019a0047bf55ba0a8ad707a55fa0e7876d30f5ab2ead9ff44965", "component_budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 17, - "serialized_chars": 31599, + "serialized_chars": 31600, "estimated_input_tokens": 7900, "estimated_eval_tokens": 16056 }, @@ -24483,7 +24553,7 @@ "node_count": 12, "item_count": 12, "soft_pair_count": 17, - "serialized_chars": 31599, + "serialized_chars": 31600, "estimated_input_tokens": 7900, "estimated_eval_tokens": 16056 }, @@ -24492,120 +24562,120 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs that were only weakly linked by broad topical similarity. The only clear duplicate-like pair is the two `fixed_cross_entropy` changes, which target the same function and issue and could be merged into one fix.", - "confidence": 0.88, + "summary": "Only one soft duplicate pair is a true match: the two `fixed_cross_entropy` PRs for issue #43240. The rest are broad subsystem similarities but clearly different bugs/features.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical PR for the duplicate pair because it directly addresses issue #43240, has the fuller implementation, and the intent is clearer than the smaller variant.", + "canonical_pr_reason": "PR #43251 is the clearest representative of the cross-entropy kwargs fix: it is explicitly tied to issue #43240, changes the exact same function, and has fuller discussion/review context. PR #43254 is the same underlying change but appears as a thinner variant.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest representative of the cluster\u2019s only true duplicate-like change: it fixes `fixed_cross_entropy` in a concrete way and is more complete than 43254.", + "best_pr_reason": "PR #43251 is the best single PR for the cluster because it directly addresses the tracked issue, patches the exact code path in `src/transformers/loss/loss_utils.py`, and includes the most context for the fix.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Both are tokenizer/export-related PRs, but they change different code paths and solve different problems; not the same underlying bug." + "reason": "Different features: Mistral tokenizer API additions vs ExecuTorch dynamic-shape export tests. No shared bug or mergeable code-path overlap." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer methods vs adding a new model are unrelated changes." + "reason": "Tokenizer methods for Mistral are unrelated to adding a new MobileLLM model package." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Both touch processor/auto-loading infrastructure, but one is a robustness fix and the other is a new model addition; not a duplicate." + "reason": "Both touch auto/processor-related code, but one is a processor-loading robustness refactor and the other is a new model implementation. Not the same change." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "`fixed_cross_entropy` kwargs support and MobileLLM model addition are unrelated." + "reason": "Cross-entropy kwargs forwarding is unrelated to MobileLLM model addition." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss utility kwargs handling and Mistral4 test fixes are different concrete changes." + "reason": "Loss-function kwargs fix vs Mistral4 test/model cleanup are different code paths and different bugs." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape export tests and Mistral4 tests are only broadly test-related, not the same fix." + "reason": "Both involve tests, but one is ExecuTorch dynamic-shape export coverage and the other is Mistral4 model/test fixes. Not the same underlying issue." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Exportability tests and a new model implementation do not address the same bug." + "reason": "ExecuTorch export tests and MobileLLM model scaffolding are unrelated changes." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model support and config-resolution ordering are unrelated." + "reason": "New model support and config-resolution order fix are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition and Falcon output-interface refactor are distinct changes." + "reason": "MobileLLM addition vs Falcon output-interface refactor are different model-specific changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model implementation is unrelated to a model-creation skill/draft automation PR." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model-creation skill work are unrelated." + "reason": "Falcon model refactor and the model-creation skill draft do not fix the same bug or code path." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-collection refactor and Mistral4 test fixes are not the same code-path problem." + "reason": "Different model families and different objectives: Falcon interface refactor vs Mistral4 test fix." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes vs a CLIP-family `layrnorm` rename are different model areas and different bugs." + "reason": "Mistral4 test/model work is unrelated to the CLIP-family `layrnorm` typo rename." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 tests and TDT loss kernel addition are unrelated." + "reason": "Mistral4 fixes and TDT loss kernel integration are unrelated PRs." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes and `cls.config` resolution ordering are different issues." + "reason": "Mistral4 test fixes and config-resolution ordering are unrelated code changes." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "A model test-fix PR and a broad model-creation skill PR do not represent the same change." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45213", - "accept": false, - "reason": "Model addition and the model-creation skill are not the same underlying code change." + "reason": "A model-specific test fix is not the same as a model-creation skill PR." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs modify `fixed_cross_entropy` in the same file to pass supported `cross_entropy` kwargs and fix the same issue (#43240); they are duplicate fixes for the same code path." + "reason": "Same underlying fix in `src/transformers/loss/loss_utils.py`: add supported kwargs to `fixed_cross_entropy` and forward them to `nn.functional.cross_entropy` for issue #43240. These could be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is conservative and well grounded in the packet. The only clearly mergeable duplicate-like pair is PR 43251/43254, which both patch `fixed_cross_entropy` in the same file for the same issue (#43240). The other pairwise rejections stay within the evidence and do not overstate duplication." + "feedback": "The summary is well grounded in the packet. The only true duplicate pair is PR #43251 and PR #43254, which both target issue #43240 and modify the same `fixed_cross_entropy` path. The other pairwise rejections stay conservative and do not overclaim overlap beyond broad subsystem similarity." }, "evaluator_used": true, "retried": false, @@ -24616,7 +24686,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24632,7 +24702,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "b7664857e96db9b110d23231ea9449325a5469e7de4bc2c218ad57ed55922442", + "prepared_review_unit_hash": "d6e55e8c52611720303bc6920dc3e102ffc5b10067fc83edf5b7468efdb3e80d", "component_budget": { "node_count": 2, "item_count": 2, @@ -24654,18 +24724,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated dependency-bump PRs that both touch GitHub Actions workflows, but they upgrade different actions and address different maintenance goals.", - "confidence": 0.96, + "summary": "Two open PRs both update GitHub Actions workflow dependencies, but they target different action families and different upgrade rationales. They overlap in workflow files, yet do not appear to fix the same concrete code-path problem.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical PR for the cluster only because it is the broader, clearer workflow-action upgrade with an explicit compatibility goal (Node 24) and touches more of the shared automation surface.", + "canonical_pr_reason": "PR #42975 is the more specific and representative workflow-maintenance change: it explicitly targets Node 24 compatibility and updates several common core actions used across many workflows.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best representative of a generic GitHub Actions maintenance upgrade, but this is only a loose cluster fit; PR 42976 is a separate Docker action version bump and not the same fix/change.", + "best_pr_reason": "PR #42975 is the better canonical PR for the cluster because its title and scope clearly describe the underlying maintenance goal, while #42976 is a separate latest-version bump focused mainly on Docker-related actions.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are workflow dependency updates, but they change different actions in different code paths: checkout/cache/upload-artifact vs docker/build-push-action and related versions. They are not the same underlying bug or mergeable as one PR." + "reason": "Both are workflow dependency upgrades, but they change different action versions in different parts of CI. Shared files alone are not enough to treat them as the same underlying change, and they would not naturally be merged as one fix." } ] }, @@ -24679,7 +24749,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24700,58 +24770,58 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "ef88a7d3c3bcc6f8956aab12a13d00acc53b878cd9082e7f7a3b324d23e879ef", + "prepared_review_unit_hash": "5dc2b56719540558eec0dd605af7f6cb4a52f76ff25b3c987007264339317fec", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13044, - "estimated_input_tokens": 3261, - "estimated_eval_tokens": 6778 + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13044, - "estimated_input_tokens": 3261, - "estimated_eval_tokens": 6778 + "serialized_chars": 13046, + "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 items are pull requests adding different models (ViT NEPA, Molmo, CTSM, Step3p7). They share some boilerplate files and auto-mapping/docs changes, but they are not the same underlying change and should not be merged as duplicates.", - "confidence": 0.98, + "summary": "All four items are separate model-addition PRs; the overlap is only broad Transformers integration scaffolding (docs, auto-mappings, repo checks), not the same bug or change. No duplicate PR cluster is present here.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No true canonical duplicate exists because these PRs implement different models. If one PR must represent the cluster, 46562 is the strongest anchor due to the highest soft-similarity linkage and review activity, but it is still not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "46562 is the best representative only in a loose clustering sense: it has the strongest pairwise similarity signal and substantial review activity. It is not a duplicate of the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions with different code paths and filenames (ViT NEPA vs Molmo); shared docs/auto registry updates are just boilerplate." + "reason": "Different model additions (ViT NEPA vs Molmo); shared auto/doc files are generic integration plumbing, not the same fix/change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Unrelated model implementations (ViT NEPA vs CTSM). Overlap in auto/docs files does not indicate the same bug or feature." + "reason": "Different model families and code paths (ViT NEPA vs CTSM); overlap is only standard model-registration/documentation files." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are distinct model ports with separate configs, modeling, processors, and tests; not a single mergeable PR." + "reason": "Molmo and CTSM are unrelated model implementations; they do not fix the same concrete issue." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "Both are model-addition PRs, but they add different models (CTSM vs Step3p7) and touch different model code paths; only the registry/docs scaffolding overlaps." + "reason": "CTSM and Step3p7 are distinct model ports with different architectures and files; similarity is limited to shared Transformers plumbing." } ] }, @@ -24765,7 +24835,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24800,130 +24870,130 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "7d8172b66d64bed124b0b1a15c9eb4398474acf53c8970efa8d5262812b23790", + "prepared_review_unit_hash": "f5dfae462c8c15a5dd731e8cb4bf6388b4947e363f380de4ef824202e96f7d53", "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": 19596, + "estimated_input_tokens": 4899, + "estimated_eval_tokens": 10054 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19604, - "estimated_input_tokens": 4901, - "estimated_eval_tokens": 10058 + "serialized_chars": 19596, + "estimated_input_tokens": 4899, + "estimated_eval_tokens": 10054 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated \u2018fix\u2019 PRs across different models/tests. The only clear duplicate pair is the two YOLOS PRs, which both address the same device-mismatch/device_map=auto problem in `modeling_yolos.py` and are mergeable into one fix.", - "confidence": 0.96, + "summary": "Most items are unrelated PRs across different subsystems. The only clear duplicate/mergeable pair is the two YOLOS fixes targeting issue 46869; everything else should stay separate.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46922 is the best canonical PR: it directly fixes the YOLOS runtime device mismatch and includes the `no_split_modules` safeguard, making it the more complete version of the same fix.", + "canonical_pr_reason": "PR 46922 is the best representative because it directly fixes the YOLOS device-mismatch path in `modeling_yolos.py` and targets the same issue as the overlapping YOLOS PR.", "best_issue_reason": null, - "best_pr_reason": "PR 46922 is the strongest representative for the cluster because it targets the concrete YOLOS bug, has the explicit issue link, and subsumes the narrower 46886 change.", + "best_pr_reason": "PR 46922 is the strongest standalone PR: it addresses the concrete YOLOS `device_map=\"auto\"` mismatch with an actual code fix, not just a partial packaging tweak.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are generic test-related fixes, but they touch different models and different failing test paths; not the same underlying bug." + "reason": "Different models and different failures: Whisper tokenizer/test cleanup vs CLIP/ViT test placeholders. No shared underlying bug or change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer/test changes and FP8 dequant changes are unrelated subsystems and bug classes." + "reason": "Whisper decode/test fix is unrelated to FP8 dequant/model-loading changes." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper test fixes versus generation/watermarking/FP8-related changes; no shared concrete code path." + "reason": "Whisper test fix is unrelated to generation watermarking/config validation." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper test work and YOLOS device-mismatch fixes are unrelated model bugs." + "reason": "Whisper tokenizer/tests and YOLOS device-mismatch are unrelated code paths." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Both involve tests, but one is CLIP/ViT test cleanup and the other is a Phimoe integration/CI fix; different failures and code paths." + "reason": "Both are test-focused, but for different models and different CI/runtime issues; not the same underlying bug." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test-only CLIP/ViT edits do not overlap with the FP8 dequant/model-loading fix." + "reason": "Different subsystems and different concrete failures; no plausible single merged fix." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Generic test failures versus generation config/watermarking and model-loading changes; not the same bug." + "reason": "CLIP/ViT test placeholders are unrelated to generation config validation." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Different model families and different failure modes; only similar in having a vague \u2018fix\u2019 title." + "reason": "Test stubs for CLIP/ViT do not match the YOLOS device-mismatch bug." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequant/model-loading logic and Phimoe integration CI setup are unrelated." + "reason": "FP8 dequant/model-loading work is unrelated to Phimoe CI memory/runtime adjustments." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "These address different areas: FP8 quantization/loading versus generation-config validation and whisper/generation tweaks." + "reason": "Different fixes in different code paths: FP8 kernel/model loading vs generation config validation." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "FP8 dequant code and YOLOS device placement are different concrete bugs." + "reason": "FP8 dequant fixes and YOLOS device placement are separate model-specific bugs." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation/watermarking validation changes are unrelated to CI/device-memory fixes for Phimoe integration tests." + "reason": "Generation watermarking validation and Phimoe integration-test CI patch are unrelated." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "No shared underlying bug: generation config validation versus YOLOS device mismatch." + "reason": "Watermarking config handling is unrelated to YOLOS device mismatch." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "Phimoe integration/CI fixes and YOLOS model device fixes are unrelated." + "reason": "CI CPU-memory/device-map test infrastructure change is not the same bug as the YOLOS runtime device mismatch." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both PRs fix the same YOLOS device-mismatch problem in `modeling_yolos.py` under `device_map=\"auto\"`; 46922 is a superset of 46886 and they could plausibly be merged into one PR." + "reason": "Both target issue 46869 and fix the same YOLOS device-mismatch problem in `modeling_yolos.py`; they are plausibly mergeable into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet: the non-YOLOS PRs are reasonably treated as unrelated across different models/subsystems, and the YOLOS pair (46886, 46922) is the only clearly mergeable duplicate for the same issue target. The soft-edge rejections stay conservative and do not overclaim shared bugs from generic similarity." + "feedback": "The summary is well grounded in the packet. The only clearly mergeable same-bug pair is the two YOLOS PRs targeting issue 46869 and the same file; the other pairwise rejections are conservative and consistent with the listed diffs and targets." }, "evaluator_used": true, "retried": false, @@ -24934,7 +25004,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24953,52 +25023,52 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "b4ad94fe91e7ca5c11c6f2680a310160700b145d46dd74236fa3958cb818ddda", + "prepared_review_unit_hash": "d2bcd76154de2103a0ef3232ad778329fd5fde481c056f8f459479947423057a", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6347, - "estimated_input_tokens": 1587, - "estimated_eval_tokens": 3430 + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6347, - "estimated_input_tokens": 1587, - "estimated_eval_tokens": 3430 + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated '[don't merge]' PRs that only overlap superficially through CI/test/workflow themes; they are not duplicates of one another.", - "confidence": 0.91, + "summary": "These are three unrelated '[don't merge]' validation PRs that all happen to touch CI/test infrastructure, but they do not fix the same concrete bug or change and should not be deduplicated.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: each PR targets a different change set (setup/dependency check, CI workflow rewiring, and security-gate trigger adjustment).", + "canonical_pr_reason": "No single PR is a true duplicate of the others. If one has to be chosen as the cluster representative, PR 43532 is the broadest repo-bot/CI demo change, but it still addresses a different code path than the other two.", "best_issue_reason": null, - "best_pr_reason": "PR 43532 is the most cluster-central because it has the broadest CI/test footprint and shares the most surface-level overlap with the others, even though it is still not a duplicate of them.", + "best_pr_reason": "PR 43532 is the most representative of the overall validation/CI theme because it spans multiple workflow and test files, but it is still not substantively the same change as the others.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes entirely: setup/version/dependency tweaks vs a workflow trigger switch for the security gate. No shared concrete bug or code path." + "reason": "Different concrete edits: 43488 changes packaging/version/dependency setup and a test, while 46747 changes a security-gate workflow trigger. Same broad maintenance area, but not the same underlying bug or mergeable fix." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "43488 is a setup.py/dependency and version-bump check; 43532 rewrites several workflows plus test helpers. The shared Vit test file is incidental, not the same change." + "reason": "43488 is a setup/version/dependency check PR; 43532 rewires self-comment CI and testing utilities to show diffs. The shared test filename is incidental, not evidence of the same change." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch GitHub Actions, but they fix different workflow behavior in different files; they would not plausibly merge into one PR as the same underlying change." + "reason": "Both are workflow-related, but one is about self-comment CI/show-diff plumbing and the other is a security-gate trigger change. They do not address the same code-path problem and would not naturally merge into one PR." } ] }, @@ -25012,7 +25082,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25028,12 +25098,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "28c4c4356de77a56338f7dfd4966bd2d2406800f584280427e17357b5ed119d2", + "prepared_review_unit_hash": "105927f5a03646079062c953efae8ab36e2e4219289599accf4db08dba60dd79", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6081, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -25041,7 +25111,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6081, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -25050,18 +25120,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share some scaffolding/docs, but the underlying pipelines, model integrations, and tests are different.", - "confidence": 0.93, + "summary": "These are related in theme but not duplicates: one PR adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share scaffolding/docs patterns, but target different tasks, model integrations, and tests.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43613 is the broader and more representative standalone change in this cluster, with a larger implementation footprint and more model/test coverage.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the best single PR to keep as representative because it adds the more extensive segmentation pipeline integration and supporting tests/docs.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Reject: concept segmentation and visual segmentation are different features with separate pipeline modules, model wiring, and tests. The shared docs/metadata updates look like common boilerplate, not the same underlying change." + "reason": "Different concrete features and code paths: concept segmentation vs visual segmentation. Shared pipeline/documentation scaffolding is not enough to treat them as the same change or mergeable into one PR." } ] }, @@ -25075,7 +25145,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25091,7 +25161,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "5987e876798b2cdc15d9980ac72bcbf991cb8fddfb6acf27d338cdb31e57e6dd", + "prepared_review_unit_hash": "79a126e3745ddd9b6d0164cc409ab73af6880f2971652f747fe0fd3aba1d26f2", "component_budget": { "node_count": 2, "item_count": 2, @@ -25113,18 +25183,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs both touch `src/transformers/trainer.py`, but they address different trainer extension points: gradient-accumulation loss scaling vs. signature-based column filtering. They are not the same underlying change and should not be merged as duplicates.", - "confidence": 0.95, + "summary": "Two open Trainer PRs that both touch src/transformers/trainer.py, but they address different code paths: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers/PEFT models.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No duplicate PR here. If a single representative is needed, PR #43651 is the more concrete behavioral change: it alters loss scaling in `training_step` and adds an explicit hook for GA handling.", + "canonical_pr_reason": "PR 43651 is the better canonical representative because it makes a concrete behavior change in training loss scaling and reads like the more direct bugfix-style change.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the better cluster representative because it has a clear, narrowly scoped code-path change with direct runtime impact, whereas PR #43663 is a separate refactor/extension hook for a different trainer path.", + "best_pr_reason": "PR 43651 is the strongest single representative of the cluster since it targets a specific trainer behavior change; the other PR is an unrelated refactor/helper extraction.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Same file and same general class (`Trainer` extensibility), but different concrete concerns: loss normalization during gradient accumulation vs. input column selection from model signatures. They do not appear to fix the same bug or implement one mergeable change." + "reason": "Reject: despite both editing trainer.py, 43651 changes gradient-accumulation loss normalization while 43663 adds an overridable signature-column helper for filtering inputs. These are different underlying changes and would not plausibly merge as one PR." } ] }, @@ -25138,7 +25208,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25154,7 +25224,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "ebc298b8c1b0150fdb79e497486ed73eb1df7b1fecf2dda82cb6cc320d79d530", + "prepared_review_unit_hash": "04b5aa5f02f5a832107dbfbbb85a724c9d7f8b30be4e8ed13c4144e64217316c", "component_budget": { "node_count": 2, "item_count": 2, @@ -25176,27 +25246,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs overlap in `src/transformers/cli/serve.py` and both touch typing/name-resolution, but the evidence is not strong enough to treat them as the same fix. #43656 looks like a broader annotations cleanup, while #43842 is a narrower `TypeAdapter`/`TYPE_CHECKING` import fix.", - "confidence": 0.57, + "summary": "These PRs touch the same file but address different TypeAdapter/type-hint problems in the CLI: one fixes runtime annotation NameError issues via future annotations, the other avoids importing pydantic at runtime when it may be absent.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43656 is the better canonical representative only as a broader, better-supported serve.py typing fix with an explicit issue link and more discussion; it is not strong evidence that it duplicates #43842.", + "canonical_pr_reason": "PR 43656 is the broader representative of the CLI TypeAdapter NameError work and is explicitly tied to issue 43576; PR 43842 is a separate, narrower optional-dependency fix.", "best_issue_reason": null, - "best_pr_reason": "PR #43656 is the best single representative of the cluster because it is the more complete serve.py typing cleanup and has stronger issue/discussion support.", + "best_pr_reason": "PR 43656 is the best cluster representative because it addresses the main CLI type-annotation NameError path and has the clearer issue linkage; 43842 looks like a distinct follow-up rather than the same fix.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Shared file and typing context are not enough: #43656 is a broader `from __future__ import annotations`/annotation cleanup, while #43842 is a specific `TypeAdapter` under `TYPE_CHECKING` import fix. They do not clearly fix the same concrete bug or look mergeable as one PR." + "reason": "Different underlying bugs: 43656 fixes annotation NameErrors with future annotations/type-hint cleanup, while 43842 fixes runtime import failure when pydantic is not installed. They are related but not the same mergeable change." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The packet supports only a cautious similarity claim: both PRs touch `src/transformers/cli/serve.py` and involve type-annotation/name-resolution changes. However, it does not clearly establish that they are the same bugfix or that they are mergeable as one PR. PR #43656 looks like a broader `from __future__ import annotations`/typing cleanup, while PR #43842 is a narrower `TypeAdapter`-under-`TYPE_CHECKING` fix. The summary and soft-edge verdict overstate the evidence, so this should be rejected." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -25204,7 +25271,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25270,7 +25337,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -25350,8 +25417,8 @@ "pull_request:44073|pull_request:44161", "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44071", - "pull_request:44018|pull_request:44059", "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", "pull_request:44059|pull_request:44066", "pull_request:44101|pull_request:44161", "pull_request:43997|pull_request:44017", @@ -25362,6 +25429,7 @@ "pull_request:43997|pull_request:44018", "pull_request:43997|pull_request:44161", "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", "pull_request:44010|pull_request:44071", "pull_request:44018|pull_request:44129", "pull_request:44010|pull_request:44073", @@ -25380,361 +25448,378 @@ "pull_request:43996|pull_request:44129", "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154", - "pull_request:44024|pull_request:44076", - "pull_request:44073|pull_request:44074" + "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "e66e7958e311550f8049052df933a18a01ebff35c76ac8160bca1ab461a843ff", + "prepared_review_unit_hash": "acac4a2549b072d8aa3a467ae790bba0c1bba4cb8221e36db63af6b309286354", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 76, - "serialized_chars": 84110, - "estimated_input_tokens": 21028, - "estimated_eval_tokens": 42312 + "soft_pair_count": 77, + "serialized_chars": 84509, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76935, - "estimated_input_tokens": 19234, - "estimated_eval_tokens": 38724 + "serialized_chars": 76942, + "estimated_input_tokens": 19236, + "estimated_eval_tokens": 38728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of model-specific output-tracing refactor PRs under the same umbrella issue, but most are not duplicates because they target different architectures/code paths. The only strong overlap is in the GPT-Neo and GPT-J/CodeGen variants, which look like genuine supersets/iterations of the same refactor.", - "confidence": 0.88, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best representative because it covers the GPT-J/CodeGen standardized output-tracing refactor in the same code family as the closest overlaps, and looks like the most complete later iteration of that concrete change.", - "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the strongest global exemplar for the cluster: it is explicit about the standardized tracing refactor, touches the core GPT-J path, and plausibly subsumes narrower GPT-J-only variants.", + "summary": "This cluster is mostly a broad wave of model-specific output-tracing refactors tied together by issue #43979. Only the GPT-J/CodeGen line looks like true same-change duplication/revision; the rest are related by theme, not by the same concrete code path.", + "confidence": 0.92, + "canonical_issue_reason": "#43979 is the shared umbrella tracking issue explicitly targeted by many PRs, so it best captures the cluster\u2019s common purpose.", + "canonical_pr_reason": "#44722 is the strongest concrete representative because it consolidates the GPT-J/CodeGen output-tracing refactor in the relevant shared files and reads like the most complete revision of that change.", + "best_issue_reason": "#43979 is still the best single issue representative for the whole cluster because the PRs are organized around that exact tracking ticket.", + "best_pr_reason": "#44722 is the best single PR representative because it is the most consolidated version of the shared GPT-J/CodeGen output-tracing implementation.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths; the shared umbrella output-tracing theme is too broad to treat as a duplicate." + "reason": "Both are output-tracing refactors, but they are for different model families and code paths; the shared umbrella issue is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Both are output-tracing refactors, but they target different architectures (CVT/FNet vs DeBERTa) and are not the same concrete change." + "reason": "CVT/FNet versus DeBERTa are separate implementations; only the standardization theme overlaps." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": true, - "reason": "Both change the GPT-J output-tracing path in the same file; 44066 is broader, but the overlapping GPT-J refactor is the same concrete change and could be merged together." + "accept": false, + "reason": "Same broad GPT-J/CodeGen refactor theme, but the packet does not support treating these as the same concrete change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Same umbrella issue, but RegNet and EfficientNet are separate model implementations with different code paths." + "reason": "RegNet and EfficientNet are different model code paths; similar refactor pattern only." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated model paths; same issue target alone is not enough." + "reason": "EfficientNet output tracing and GPT-J/CodeGen output tracing are unrelated concrete changes." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different models and files; both are standardized-output refactors, not the same underlying bug/change." + "reason": "Different model families and files; same standardized-output theme only." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa v2 are unrelated implementations; this is only thematic similarity." + "reason": "MobileNetV2 and DeBERTa are unrelated model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen versus MGP-STR are different code paths and not mergeable as one duplicate fix." + "reason": "GPT-J/CodeGen and MGP-STR are separate model-specific refactors." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are different model implementations; same refactor pattern, not the same change." + "reason": "GPT-J/CodeGen and MPT are different code paths; same refactor pattern only." }, { "left": "pull_request:44018", "right": "pull_request:44068", - "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same file/model; this looks like the same change in two iterations." + "accept": false, + "reason": "The packet explicitly treats this as non-duplicate; both are GPT-Neo-related but not the same change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen versus GPT-Neo: related theme, but different concrete code paths." + "reason": "GPT-J/CodeGen versus GPT-Neo are different model refactors." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate model families, so this is not a duplicate." + "reason": "Different model-specific changes, even though both sit under the same umbrella issue." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing versus GPT-J/CodeGen output tracing; same umbrella refactor only." + "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are unrelated concrete fixes." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated model paths and cannot be merged as one PR." + "reason": "ResNet and GPT-J are different model implementations." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different models and different concrete changes." + "reason": "MGP-STR output tracing and GPT-J/CodeGen output tracing are separate refactors." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated model implementations." + "reason": "GPT-Neo and ResNet are different model-specific changes." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet versus MPT; same broad tracing theme, but not the same fix." + "reason": "ResNet and MPT are unrelated code paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen are different model code paths." + "reason": "GPT-Neo and GPT-J/CodeGen are different model-specific refactors." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated concrete changes." + "reason": "GPT-Neo and Flaubert are separate model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo versus Flaubert; same refactor style, different code paths." + "reason": "GPT-Neo and Flaubert are unrelated concrete changes." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are separate model implementations." + "reason": "MPT and GPT-J/CodeGen are different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different model families." + "reason": "GPT-Neo and GPT-J are distinct model refactors." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo versus MGP-STR; not the same underlying bug or change." + "reason": "GPT-Neo and MGP-STR are separate changes." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model paths." + "reason": "GPT-Neo and MGP-STR are different model families." }, { "left": "pull_request:44071", "right": "pull_request:44085", "accept": false, - "reason": "MPT and GPT-J are different code paths; same output-tracing theme is too broad." + "reason": "MPT and GPT-J/CodeGen are different code paths." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J versus MGP-STR are different model implementations." + "reason": "GPT-J and MGP-STR are unrelated model-specific refactors." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and XLM/Flaubert are different model refactors; only the generic output-handling theme overlaps." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are separate model families and not duplicate fixes." + "reason": "GPT-2 and MGP-STR are unrelated model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different model code paths." + "reason": "GPT-Neo and MPT are different model-specific changes." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are different models; same tracing refactor pattern is not enough." + "reason": "GPT-2 and GPT-J/CodeGen are separate concrete refactors." }, { - "left": "pull_request:44017", + "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are unrelated concrete changes despite sharing the same umbrella issue." + "reason": "Flaubert/XLM and LongT5 are different model families." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "SegFormer and VisualBert are different model paths." + "reason": "RegNet and Segformer are different vision models; same tracing theme only." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "SegFormer versus GPT-J/CodeGen are unrelated code paths." + "reason": "RegNet and MPNet are separate model-specific changes." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "GPT-Neo and MPT are separate model implementations." + "reason": "MPT and ImageGPT are different code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44073", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "RegNet and VisualBert are different architectures; only the refactor style matches." + "reason": "TextNet and Flaubert/XLM are unrelated concrete fixes." }, { - "left": "pull_request:44017", - "right": "pull_request:44071", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and MPT are different model code paths." + "reason": "MPNet and LongT5 are separate model refactors." }, { - "left": "pull_request:44071", - "right": "pull_request:44086", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "MPT and MGP-STR are unrelated model families." + "reason": "RegNet and GPT-Neo are unrelated implementations." }, { - "left": "pull_request:44073", + "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "VisualBert and LongT5 are different models with different output paths." + "reason": "RegNet and LongT5 are different model code paths." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "VisualBert versus Flaubert/XLM: same output-tracing theme, but different concrete changes." + "reason": "TextNet and LongT5 are separate changes." }, { - "left": "pull_request:44059", + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are different model-specific refactors." + }, + { + "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 and MPT are different models and different code paths." + "reason": "SqueezeBert and MPT are distinct code paths." }, { "left": "pull_request:44018", - "right": "pull_request:44059", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and GPT-2 are separate model implementations; similar refactor pattern only." + "reason": "GPT-Neo and SpeechT5 are different concrete changes." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "MPNet and Flaubert/XLM are unrelated concrete changes." + "reason": "SqueezeBert and VisualBert are unrelated model implementations." }, { - "left": "pull_request:44059", - "right": "pull_request:44066", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are different model families." + "reason": "RegNet and TextNet are different model-specific refactors." }, { - "left": "pull_request:44101", + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are unrelated changes." + }, + { + "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM and LongT5 are different model code paths." + "reason": "TextNet and LongT5 are separate model-specific changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44056", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and SegFormer are separate architectures; same tracking issue is not enough." + "reason": "MPNet and SpeechT5 are different concrete refactors." }, { "left": "pull_request:43997", - "right": "pull_request:44056", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet and MPNet are different model implementations." + "reason": "RegNet and GPT-Neo are unrelated implementations." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "MPT and SpeechT5 are unrelated code paths." + "reason": "RegNet and LongT5 are different model families." }, { - "left": "pull_request:43996", + "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet versus LongT5 are different models and changes." + "reason": "TextNet and LongT5 are separate changes." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "CVT/FNet and SegFormer are different code paths." + "reason": "GPT-Neo and GPT-2 are different model-specific refactors." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa v2 are separate model families." + "reason": "SqueezeBert and DeBERTa are separate model implementations." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa v2 and TextNet are different concrete refactors." + "reason": "DeBERTa and TextNet are unrelated concrete fixes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen standardized output-tracing refactor; 44722 reads like a later, more complete version of the same change." + "reason": "Same GPT-J/CodeGen output-tracing change in the same code paths; 44722 looks like the consolidated later revision." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J output-tracing refactors in the same file; 44722 simply bundles the GPT-J change with additional CodeGen work." + "reason": "Both are GPT-J output-tracing refactors touching the same file and code path, so this looks like the same change in revised form." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model paths." + "reason": "GPT-J and SpeechT5 are unrelated model refactors." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and RegNet are different model families; same umbrella issue only." + "reason": "CVT/FNet and RegNet are different model implementations." }, { "left": "pull_request:43996", @@ -25746,42 +25831,36 @@ "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa v2 and SpeechT5 are different model code paths." + "reason": "DeBERTa and SpeechT5 are separate model-specific refactors." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa v2 and Vits are different architectures and not the same fix." + "reason": "DeBERTa and VITS are different code paths." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are separate model implementations." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44074", - "accept": false, - "reason": "VisualBert and TextNet are different model paths; similar refactor pattern only." + "reason": "FocalNet and ImageGPT are different model implementations; same tracing theme only." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about what is actually duplicate versus merely thematically similar. The accepted soft-edge pairs are the ones with clear same-file/same-family overlap and look mergeable as single bugfix PRs, especially the GPT-J/CodeGen and GPT-Neo iterations. The rejections are appropriately cautious for cross-architecture pairs that only share the umbrella output-tracing theme." + "accept": false, + "feedback": "The cluster-level summary is mostly grounded, but the soft-edge verdicts are not conservative enough. You marked some pairs as duplicates/revised versions that the packet does not support: notably `pull_request:44018` vs `pull_request:44068` is explicitly listed in the packet as a non-accept pair, yet your output accepts it. You also accept `pull_request:44066` vs `pull_request:44085`, which is not supported by the packet\u2019s deterministic matches. Because the verdicts overstate evidence and include at least one direct contradiction, this should be rejected." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 13, - "component_count": 29, + "component_count": 30, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -25799,63 +25878,70 @@ "pull_request:44129" ], "soft_pairs": [ + "pull_request:44073|pull_request:44074", "pull_request:44056|pull_request:44073", "pull_request:44056|pull_request:44074", "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "2f47576ad9fc701bd570d5b9c20947468568a39254bde825b6231311c4d53b83", + "prepared_review_unit_hash": "83ca4f35ed2fe687664c942a5742aaaa78e8059f591275dae3946382aad20a88", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 76, - "serialized_chars": 84110, - "estimated_input_tokens": 21028, - "estimated_eval_tokens": 42312 + "soft_pair_count": 77, + "serialized_chars": 84509, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 }, "budget": { "node_count": 6, "item_count": 6, - "soft_pair_count": 4, - "serialized_chars": 12753, - "estimated_input_tokens": 3189, - "estimated_eval_tokens": 6634 + "soft_pair_count": 5, + "serialized_chars": 13067, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are not duplicates: they are model-specific PRs applying a similar output-tracing refactor pattern to different code paths. No soft pair should be merged.", - "confidence": 0.94, + "summary": "These are all independent pull requests implementing standardized output-capture/refactor work in different model implementations; they share a theme, but not the same concrete bug or code change.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the strongest representative of the theme: it has an explicit issue link and a clearly scoped output-tracing refactor in one model implementation.", + "canonical_pr_reason": "PR 44129 is the strongest representative: it is anchored to an explicit issue target and makes a concrete, self-contained SpeechT5 output-tracing refactor rather than a broad theme-only change.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the best single representative because it is well-scoped, explicitly tracked, and most clearly documents the standardized output-capture change.", + "best_pr_reason": "PR 44129 is the best standalone representative because it has the clearest problem statement via issue 43979 and a concrete code-path update in a single model file.", "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor family, but different models/files (VisualBert vs TextNet) and no evidence they fix the same underlying bug or could be merged into one PR." + }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Same refactor pattern, but different models and different concrete implementations (MPNet vs VisualBert). Not the same underlying change." + "reason": "Both migrate to output-capture helpers, but they affect different model code paths (MPNet vs VisualBert) and appear to be separate per-model refactors." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Both standardize output tracing, but they touch different model code paths (MPNet vs TextNet) and are not mergeable as one PR." + "reason": "Different model implementations and different concrete edits; shared helper migration alone is not enough to treat these as duplicates." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model implementations; similarity is only at the generic decorator/refactor level." + "reason": "RegNet and SqueezeBert are unrelated model implementations; these look like parallel standardized-output refactors, not the same fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Different subsystems and model architectures (SqueezeBert vs SpeechT5); these are separate model-local refactors, not one shared fix." + "reason": "SqueezeBert vs SpeechT5, with only a broad output-tracing theme in common; the PRs do not appear to address the same code-path problem." } ] }, @@ -25869,7 +25955,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25935,274 +26021,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "80e75c5ed1485bb378158af5ba32baf84bd84f0db483a3b2808c36bfdfef8ad3", + "prepared_review_unit_hash": "644271262b239848949f6a1879e83f28c29ada2ac60b136f28e2736cd2359b15", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40182, - "estimated_input_tokens": 10046, - "estimated_eval_tokens": 20348 + "serialized_chars": 40188, + "estimated_input_tokens": 10047, + "estimated_eval_tokens": 20350 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40182, - "estimated_input_tokens": 10046, - "estimated_eval_tokens": 20348 + "serialized_chars": 40188, + "estimated_input_tokens": 10047, + "estimated_eval_tokens": 20350 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are separate output-tracing refactors across unrelated model families. The shared wording is misleading; none of the soft edges look like the same underlying bug or change, so they should stay split.", - "confidence": 0.98, + "summary": "This cluster is a batch of model-specific output-tracing refactors. The PRs share a common pattern and helper usage, but they target different model implementations and code paths, so they are not duplicates of one another.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44025 is the cleanest representative of the pattern: a focused output-tracing refactor affecting two closely related depth-anything files, with modest discussion and no extra cross-family complexity.", + "canonical_pr_reason": "PR 44025 is the best representative of the cluster because it applies the same refactor pattern across a closely related model pair, but it is still distinct from the other model-specific changes.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the best single representative for the cluster because it is self-contained, clearly follows the output-tracing refactor pattern, and is less sprawling than the multi-model or mixed-architecture alternatives.", + "best_pr_reason": "PR 44025 is the strongest single representative of the recurring output-tracing refactor theme, with a slightly broader scope than most of the others.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and code paths; only the refactor theme matches." + "reason": "Different model families and code paths; same refactor style only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Unrelated models with different forward paths; same tracing refactor language only." + "reason": "Different architectures; no shared underlying bug or change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Timm backbone vs UnivNet; no shared concrete bug or mergeable code path." + "reason": "Unrelated model implementation; only the output-refactor theme matches." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Backbone refactor vs Mamba/Falcon-Mamba internals; too different to be duplicates." + "reason": "Different model stack and files; not one concrete fix." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and output plumbing; not the same underlying change." + "reason": "Different architecture/code path; too broad to merge as one PR." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated; same broad refactor only." + "reason": "Different models and outputs; not the same bug/change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model stacks and output types; not one concrete fix." + "reason": "Separate model implementations; shared refactor pattern is insufficient." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 vs Depth Anything; separate model-specific tracing changes." + "reason": "Different model families and code paths; not a duplicate fix." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different subsystems and wrappers; no shared code path." + "reason": "Unrelated encoder-decoder vs CNN model refactors; not the same change." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Vision CNN refactor vs speech encoder-decoder wrapper; unrelated." + "reason": "Different subsystem and model type; only the helper migration matches." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated implementations." + "reason": "Different model architectures; no common concrete bug." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model families; same generic output-tracing cleanup only." + "reason": "Different code paths in different models; same theme only." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Vision-text model vs Mamba/Falcon-Mamba; not the same bug." + "reason": "Different model families and implementations; not one PR." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different models and execution paths; no plausible single merged PR." + "reason": "Separate models with distinct forward paths; not a duplicate." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated; only the refactor label overlaps." + "reason": "Different model code paths; no same underlying fix." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Audio generation model vs Mamba stack; distinct code paths." + "reason": "Different architectures and target files; not mergeable as one fix." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "UnivNet vs Depth Anything; different model-specific output handling." + "reason": "Different model stacks; shared output-tracing refactor is too broad." }, { "left": "pull_request:44002", - "right": "pull_request:44003", + "right": "pull_request:44029", "accept": false, - "reason": "Segmentation model vs Mamba/Falcon-Mamba; no common concrete change." + "reason": "Different models and code paths; same refactor pattern only." }, { "left": "pull_request:44002", - "right": "pull_request:44029", + "right": "pull_request:44003", "accept": false, - "reason": "UperNet and RWKV are unrelated architectures." + "reason": "Separate model families; not the same concrete bug/change." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/Falcon-Mamba tracing refactor vs SuperPoint forward simplification; different targets." + "reason": "Different model implementations; no duplicate fix here." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba internals vs CodeGen forward signature changes; separate changes." + "reason": "Different targets and forward paths; only broad refactor similarity." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone and CodeGen touch unrelated code paths and model types." + "reason": "Distinct model code paths; not the same underlying change." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet vs CodeGen; no shared underlying fix." + "reason": "Unrelated model implementations; shared helper usage is not enough." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet segmentation vs CodeGen generation internals; unrelated." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Vision-text encoder-decoder and CodeGen are unrelated model families." + "reason": "Different architectures and APIs; not a duplicate PR." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything vs VisionEncoderDecoder; both are refactors, but not the same change or code path." + "reason": "Different model families; same output-tracing refactor pattern only." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth model vs speech encoder-decoder wrapper; not duplicates." + "reason": "Different code paths and model types; not one concrete fix." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything and SuperPoint are different vision tasks with different forward logic." + "reason": "Separate implementations; too broad to treat as duplicates." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything vs RWKV; completely different model stacks." + "reason": "Different models and forward logic; not the same bug." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth estimation refactor vs DPR encoder refactor; separate changes." + "reason": "Distinct model code paths; only the refactor pattern matches." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "Both are encoder-decoder wrappers, but for different modalities and code paths; not the same bug." + "reason": "Different model families and outputs; not mergeable as one PR." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and SuperPoint are unrelated." + "reason": "Different encoder-decoder variants; not the same underlying change." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "Encoder-decoder wrapper vs RWKV; no common concrete change." + "reason": "Different model implementations; shared tracing refactor only." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR are different architectures and fixes." + "reason": "Different code paths and model APIs; not a duplicate." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech encoder-decoder wrapper vs SuperPoint; unrelated changes." + "reason": "Different models and target files; same theme only." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Speech encoder-decoder vs RWKV; different code paths." + "reason": "Separate model stacks; no shared concrete bug." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech encoder-decoder and DPR are not the same underlying issue." + "reason": "Different implementations; not the same fix." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated models." + "reason": "Different architectures and forward paths; only broad similarity." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint vs DPR; separate model-specific refactors." + "reason": "Different model code paths; not a duplicate change." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR do not share the same concrete code-path fix." + "reason": "Different models and APIs; same refactor theme is insufficient." } ] }, @@ -26216,7 +26296,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26232,12 +26312,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "190c2963d384dc10b5290708ec32a2ee0752a463abe2052599a30fcf9d9f944e", + "prepared_review_unit_hash": "036995e56ef72a390a4d70bf534c6739b02e91d3847270cb022ecc52e3f63902", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -26245,7 +26325,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -26254,18 +26334,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-addition PRs that only overlap on shared Transformers boilerplate and registry/docs wiring. They do not appear to fix the same code path or implement the same feature, so this is not a duplicate pair.", - "confidence": 0.96, + "summary": "These are two unrelated model-integration PRs: one adds PenguinVL and the other adds Voxtral TTS. They share only generic Transformers scaffolding files, not the same underlying code change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical PR for a duplicate cluster here; if one must be chosen, #45401 is more focused and explicitly tied to issue #45027, but it is still a separate Voxtral TTS addition from #44662.", + "canonical_pr_reason": "pull_request:44662 is the better cluster representative because it is a mature, non-draft model-addition PR with substantial review activity.", "best_issue_reason": null, - "best_pr_reason": "#45401 is the better representative of the pair because it has an explicit issue target and a narrower, well-scoped implementation. #44662 is a separate PenguinVL model implementation and should not be merged with it.", + "best_pr_reason": "pull_request:44662 is the strongest standalone PR in the cluster: it is non-draft, more reviewed, and presents a complete implementation rather than a draft tied to a specific issue.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model implementations (PenguinVL vs Voxtral TTS). Shared auto-registry/doc files are expected boilerplate for new models and do not indicate the same underlying change." + "reason": "Different model additions for different architectures and target issues; shared auto/docs files are incidental scaffolding, not the same concrete bug or change." } ] }, @@ -26279,7 +26359,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26295,12 +26375,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "74c20aa0b13b5b479ddd8e2d7fcdb8e1bf3a773b1d21634a47294827c51f2984", + "prepared_review_unit_hash": "f2a508a1aae0d2d591564030eea5bf617040e94eee54f29ab97ad6efe25d6e68", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -26308,7 +26388,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -26317,18 +26397,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related by the broad idea of fusion, but they target different layers: #44979 adds a generic module-fusion API and tests, while #45363 implements n-to-1 kernel fusion through `KernelConfig` and integration plumbing. They are not the same concrete change and should not be merged as duplicates.", - "confidence": 0.95, + "summary": "These PRs are related at a high level (both around fusion), but they are not duplicates: one adds a standalone module-fusion API, while the other adds KernelConfig-based n-to-1 kernel fusion integration and an example. They target different layers and code paths.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "#44979 is the more canonical representative because it introduces the core reusable module-fusion API; #45363 is a separate, narrower kernel-fusion implementation built around `KernelConfig`.", + "canonical_pr_reason": "PR 44979 is the clearest core change: it introduces the new module-fusion API and tests in a focused, self-contained way. PR 45363 is broader integration work and an example, but it is a different feature path rather than the same change.", "best_issue_reason": null, - "best_pr_reason": "#44979 is the better global representative for this cluster because it is the foundational API change, whereas #45363 is an application-specific fusion feature touching different integration paths.", + "best_pr_reason": "PR 44979 is the best representative of the cluster because it is the foundational, reusable API addition. PR 45363 depends on a separate kernel-fusion integration story and is not the same underlying patch.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different underlying changes: generic module-fusion API vs. KernelConfig-driven n-to-1 kernel fusion. Related theme, but not the same code-path problem and not plausibly one merged PR." + "reason": "Different changes: 44979 adds a generic Module Fusion API in a new module, while 45363 wires KernelConfig-based n-to-1 kernel fusion through model loading/integrations and adds an example. They do not look mergeable into one single PR for the same bug or fix." } ] }, @@ -26342,7 +26422,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26358,12 +26438,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "c513620e401c6a2b5c8d24237880b2b81ad0103c3e085cdabb5cb6a750d9a0ac", + "prepared_review_unit_hash": "c25724e9324d3070083c3bfa4f75b88bd4bc3ffba6c6d09b8ebf786af35c234d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -26371,7 +26451,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -26380,18 +26460,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests target the same AttributeError in `_patch_mistral_regex` within `tokenization_utils_tokenizers.py`; the later PR adds test coverage and is the more complete fix.", - "confidence": 0.95, + "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second PR adds test coverage but does not change the underlying fix.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same code fix as 45086 plus test coverage, making it the more complete and likely final version of the change.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same core fix as 45086 plus test coverage, making it the more complete and review-ready change.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best standalone PR since it fixes the same concrete code-path bug and includes an added test file, whereas 45086 is just the minimal code patch.", + "best_pr_reason": "PR 45317 is the best overall representative of this cluster because it most fully addresses the bug and includes validation via tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "They fix the same AttributeError in the same function and file, and the second PR appears to be the same fix with added tests, so they could plausibly be merged into one PR." + "reason": "Same concrete bug and same code path in `_patch_mistral_regex`; the second PR is essentially the first fix plus tests, so they could plausibly be merged into one PR." } ] }, @@ -26405,7 +26485,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26421,7 +26501,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "c9d685ed0f0d43baf6c1d77efcdabad5ca8b4172cacb0bfeaec6d56d3c371fa6", + "prepared_review_unit_hash": "eeac546f6b741ff0bb461b41b53491a4d4f1b3ca8ff8e2af2c82d628b918a494", "component_budget": { "node_count": 2, "item_count": 2, @@ -26443,18 +26523,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two NemotronH PRs touch overlapping model files, but they address different changes: 45115 is a targeted refactor/conversion-mapping update for inheriting GraniteMoeHybrid behavior, while 45569 is a broader model split/cleanup adding NemotronHDense and NemotronHSparse docs, auto-mappings, and tests.", - "confidence": 0.91, + "summary": "Related NemotronH model-family PRs, but they address different changes: one is a conversion/inheritance refactor, the other is a broader dense/sparse model split with docs and auto-mapping updates. Not duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "45569 is the better representative PR because it is broader and more complete, covering the NemotronH family split plus docs, auto-mappings, and tests, whereas 45115 is a narrower refactor/conversion change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "45569 is the strongest standalone PR in the cluster: it introduces the more substantial user-facing model organization changes and has the clearest end-to-end scope.", + "best_pr_reason": "PR #45569 is the more substantial end-state change for NemotronH, covering the dense/sparse model split and associated docs/auto-mapping updates. PR #45115 is a narrower refactor focused on inheritance and conversion-key renaming.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Overlap is only at the shared NemotronH codebase and auto-mapping files. 45115 focuses on inheritance/conversion-key renaming for NemotronH, while 45569 splits the architecture into dense/sparse variants and updates docs/tests. They are not the same concrete change and would not plausibly be merged as one PR." + "reason": "Both touch NemotronH internals, but they are not the same underlying fix: #45115 only refactors inheritance and checkpoint conversion mappings, while #45569 introduces separate NemotronHDense/NemotronHSparse model variants plus docs and registration changes." } ] }, @@ -26468,7 +26548,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26484,12 +26564,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "3829e0e2bfe347d0dd73d019e9a9293c1b0cd1203a95d49bb32bb83fd948cbe3", + "prepared_review_unit_hash": "6f10ee03fa96d0e7739c9df8c511f4f440758f4b7ceba4c9d940047ef69adea1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -26497,7 +26577,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -26506,18 +26586,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are both typing-related, but they are not the same underlying change: PR 45415 is a broad type-checking sweep across many `src/transformers/*.py` files, while PR 45425 adds a focused set of typing protocols and helper aliases in `_typing.py` plus a few targeted consumer updates. They should not be merged as duplicates.", + "summary": "Both pull requests are typing-related cleanup efforts in the Transformers codebase, but they address different scopes: one is a broad type-checking pass across many files, while the other adds typing protocol/alias support and associated modeling_utils changes. They are related thematically, but not the same underlying change.", "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45425 is the better canonical PR because it is the more concrete, self-contained typing change centered on shared type definitions and their consumers, rather than a broad repository-wide type-checking sweep.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the more self-contained, concrete typing change. PR 45415 is a broad repository-wide type-checking cleanup with many unrelated file edits, so it is not a good canonical representative.", + "best_pr_reason": "PR 45425 is the best representative of the cluster since it has a focused technical goal and clearer change boundary; PR 45415 is a much broader type-checking cleanup that spans many unrelated files.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Shared typing theme and overlapping filenames are too broad; the actual changes are different (repo-wide type-checking cleanup vs. new typing protocols/aliases and targeted fixes), so they are not the same code-path change." + "reason": "Both are about typing, but they do not appear to fix the same concrete problem or be mergeable as one PR: 45415 is a broad type-checking pass across many modules, while 45425 adds specific typing aliases/protocols and related modeling_utils adjustments." } ] }, @@ -26531,7 +26611,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26547,7 +26627,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "2bead6b6cb697cc81482d80669d203c1f2a0b9714306dfd56f33d454e5c152e7", + "prepared_review_unit_hash": "997ff75dabdec124a003d1b934cfd8f01f05f2d4201e55039e950ff8f79d732c", "component_budget": { "node_count": 2, "item_count": 2, @@ -26569,18 +26649,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related to expert-parallel/distributed loading, but they fix different concrete bugs: one targets DeepSpeed ZeRO-3 / accelerate-launch config handling, the other targets FSDP2 rank-0 broadcast overwriting expert weights. They should not be treated as duplicates.", + "summary": "These two PRs are in the same EP/distributed-loading area but fix different concrete bugs: one preserves distributed_config/has_ep during load, while the other prevents expert parameters from being overwritten by rank-0 broadcast in EP+FSDP2. They are related, but not duplicates.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for a duplicate cluster here; 45662 is a separate FSDP2 overwrite fix, while 45548 is about distributed_config serialization and ZeRO-3/accelerate launch loading.", + "canonical_pr_reason": "PR 45662 is the better canonical representative of the cluster because it targets a specific, concrete EP loading/correctness failure and has the broader multi-file fix footprint.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the stronger representative of the cluster because it addresses a specific, concrete distributed-loading corruption path and has the broader code-level fix, but it still should not subsume 45548.", + "best_pr_reason": "PR 45662 is the strongest standalone change: it addresses a clear runtime corruption bug in expert parameter loading and is the most complete fix among the two.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different underlying bugs. 45548 adds distributed_config serialization and a has_ep flag for EP + DeepSpeed ZeRO-3 / accelerate launch loading; 45662 fixes experts being overwritten by rank-0 broadcast under FSDP2 via post_shard_wrap. Shared EP/distributed context and modeling_utils touchpoint are not enough to merge them as one PR." + "reason": "Both involve expert parallelism and distributed loading, but the failure modes differ: 45548 fixes config/state preservation for accelerate/ZeRO-3 loading, while 45662 fixes experts being overwritten by rank-0 broadcast under FSDP2. Different code paths and not mergeable as one duplicate PR." } ] }, @@ -26594,7 +26674,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26610,7 +26690,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "d3f32be00ed4ce143a5ea202d0909a4a8772f40daea2e67ca14827d5d1bf5ad0", + "prepared_review_unit_hash": "a355ea22ed9384ba5023f446f0c4f10949622a2366bceb22782fea5b4abf25b2", "component_budget": { "node_count": 2, "item_count": 2, @@ -26632,18 +26712,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same xdist-related captured_info logging problem in the testing utilities. PR #45645 is the broader, more complete fix because it updates both the writer and the CI log collection path; PR #45639 is a narrower subset of that change.", - "confidence": 0.95, + "summary": "Both PRs target the same xdist collision problem around captured_info test debug logs. PR 45645 is the broader, more complete change because it includes the xdist-safe output handling plus the CI workflow update needed to consume multiple per-worker artifacts.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the better canonical PR because it covers the full end-to-end fix: worker-safe captured_info file handling in `testing_utils.py` plus workflow changes to aggregate `captured_info*.txt` in CI.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the core xdist-safe logging fix and the associated CI artifact aggregation changes, making it the more complete version of the same change.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 is the strongest representative of the cluster since it resolves the concrete xdist collision and preserves debug log visibility in CI, making it the most complete single change.", + "best_pr_reason": "PR 45645 is the strongest representative of the cluster: it addresses the same underlying captured_info xdist collision bug and also preserves CI debug log collection after the filename change.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same underlying captured_info/xdist collision path and are plausibly mergeable into one change; #45645 simply adds the CI-side log collection update on top of the same core fix." + "reason": "Both PRs fix the same underlying xdist collision bug for captured_info artifacts; 45645 is a superset that adds the workflow-side handling needed for the new per-worker files, so they could plausibly be merged into one PR." } ] }, @@ -26657,7 +26737,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26723,7 +26803,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26739,7 +26819,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "3a37e8b957593506dca0fff99b3807e4cc938f9fafbc24838bfb824659cb7b03", + "prepared_review_unit_hash": "73515709c1e623b9bd4eb8be7c81329ff7f9f5a324c6c0283952a6aa3c7215ab", "component_budget": { "node_count": 2, "item_count": 2, @@ -26761,18 +26841,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are not duplicates: PR 46126 is a focused EP/Trainer integration change centered on RouterParallel and MoE routing behavior, while PR 46269 is a broad distributed-branch base PR touching many subsystems. Their overlap appears incidental rather than the same underlying change.", - "confidence": 0.95, + "summary": "Related distributed-training PRs, but not duplicates: PR 46126 is a focused EP + Trainer integration change, while PR 46269 is a broad distributed branch base that spans FSDP, MoE, CI, and many unrelated subsystems.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46126 is the better canonical PR because it is narrowly targeted at a specific EP routing/trainer integration code path with concrete changes in tensor parallelism and Qwen3 MoE config, unlike PR 46269 which is a wide base-branch sweep across many distributed areas.", + "canonical_pr_reason": "PR 46126 is the better canonical PR because it is the most specific, self-contained description of the concrete EP/Trainer change. PR 46269 is a broad integration/base branch and not a single duplicate-worthy fix.", "best_issue_reason": null, - "best_pr_reason": "PR 46126 is the best representative of the cluster since it has a single, coherent feature/change goal and a clear code-path focus; PR 46269 is too broad and mixed to serve as a good canonical example.", + "best_pr_reason": "PR 46126 best represents the cluster\u2019s underlying change surface: a targeted distributed-feature implementation. PR 46269 is too wide-ranging to serve as a clean representative of one underlying bug or change.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared filenames alone are not enough here; 46269 is a large distributed base PR spanning many unrelated files, while 46126 is a specific EP routing/trainer integration change. They do not look like the same concrete fix and would not plausibly be merged as one PR." + "reason": "Shared distributed files are not enough to make these duplicates. 46126 is about EP + Trainer integration; 46269 is a much larger distributed branch base touching FSDP, CI, MoE, and other areas, so they do not look like the same concrete code-path change." } ] }, @@ -26786,7 +26866,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26840,232 +26920,220 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "e942a9362978590bbfb5022f7e24158ba733750e284e1e6bafef6ba154a29442", + "prepared_review_unit_hash": "8289767dc196b3ff6bc6f16f9cb4e2e8a6f260f38adfb92b3c97571017f689b5", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26678, - "estimated_input_tokens": 6670, - "estimated_eval_tokens": 13596 + "serialized_chars": 26672, + "estimated_input_tokens": 6668, + "estimated_eval_tokens": 13592 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26678, - "estimated_input_tokens": 6670, - "estimated_eval_tokens": 13596 + "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 mostly a bundle of unrelated workflow-maintenance PRs. The only tight subcluster is .github/workflows/pr-ci-security-gate.yml, but those PRs make different edits to the same file, so they should remain separate. No soft-edge pair is a true duplicate.", - "confidence": 0.92, + "summary": "These PRs form several small, unrelated workflow/config changes across different files; the only tight subcluster is the pr-ci-security-gate.yml edits, but those are still distinct hardening tweaks rather than the same fix.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "Use pull_request:46554 as the cluster representative: it is the most substantive workflow/security-gate change and sits at the center of the closest subcluster, but it is still not a duplicate of the other PRs.", + "canonical_pr_reason": "PR #46554 is the best representative because it contains the most substantive, concrete workflow logic change in the tightest subcluster (.github/workflows/pr-ci-security-gate.yml) and is the closest thing to a central fix.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46554 is the best overall representative because it makes the clearest concrete change to a single workflow path; however, it should not absorb the other PRs as duplicates.", + "best_pr_reason": "PR #46554 is the strongest standalone PR in the set: it changes actual security-gate behavior, has the most direct functional impact, and anchors the only dense similarity cluster.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different changes; self-comment CI message handling is unrelated to the PR CI security gate." + "reason": "Different workflow files and different behaviors: stdin handling for self-comment-ci vs. security-gate checks." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and unrelated fixes; no shared code path or concrete change." + "reason": "Unrelated workflows; one updates comment processing, the other adjusts PR CI security-gate permissions/approval flow." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files; one updates comment CI invocation, the other changes the security-gate reusable workflow note." + "reason": "Different file and change intent; one is CI comment piping, the other is a reusable-workflow note in the security gate." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and different security-gate edit; not the same underlying change." + "reason": "No shared underlying bug; self-comment-ci command piping vs. pr-ci-security-gate secrets handling." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and unrelated behavior changes; not a duplicate fix." + "reason": "Different workflows and code paths: stdin piping in self-comment-ci vs. shell quoting in build-ci-docker-images." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and different operational fixes; no common underlying bug." + "reason": "SSH runner hardening is unrelated to benchmark_v2 trigger logic." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow files; SSH runner hardening is unrelated to anti-slop permissions." + "reason": "Different workflows and concerns: SSH runner secret handling vs. anti-slop permission placement." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and different changes; not the same change request." + "reason": "SSH runner setup changes are unrelated to assign-reviewers checkout ref handling." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files; SSH runner changes are unrelated to PR CI security gating." + "reason": "Different workflows and problems: runner secret cleanup vs. security-gate PR file inspection." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and unrelated fixes; not a duplicate." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46563", - "accept": false, - "reason": "Different workflow files and different edits; no shared concrete bug." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46716", - "accept": false, - "reason": "Different workflow files and unrelated security-related edits; not the same underlying change." + "reason": "SSH runner hardening is not the same change as PR CI security-gate permissions/approval gating." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and different purposes; anti-slop permissions are unrelated to benchmark trigger logic." + "reason": "Anti-slop permission scoping and benchmark trigger expansion solve different workflow issues." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and unrelated fixes; not mergeable as one PR." + "reason": "Different workflow files and distinct changes: anti-slop permissions vs. reviewer assignment checkout ref." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different files and unrelated workflow adjustments; no duplicate bug/change." + "reason": "No shared underlying bug; anti-slop permissions vs. build-ci shell quoting." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different subsystems; not the same underlying issue." + "reason": "Unrelated security/workflow edits in different files; not the same fix." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and unrelated behavior changes." + "reason": "Assign-reviewers checkout ref fix is unrelated to benchmark_v2 workflow dispatch support." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different files and different fixes; not duplicates." + "reason": "Different workflow logic and file; reviewer checkout vs. build-ci message parsing." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files; reviewer assignment and PR CI security gating are unrelated." + "reason": "Different workflows and changes; assign-reviewers base-ref checkout is not the same as PR CI security checks." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and different trigger logic; not the same concrete change." + "reason": "Benchmark dispatch trigger expansion is unrelated to build-ci Docker tag detection." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different files and unrelated changes; benchmark dispatch support is not PR CI security gating." + "reason": "Different workflow files and separate concerns; benchmark triggers vs. security-gate checks." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and unrelated fixes; no common underlying bug or change." + "reason": "Build-ci shell quoting fix is unrelated to PR CI security-gate behavior." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and different PR CI/security behavior; not a duplicate." + "reason": "Different workflow and change type; build-ci parsing vs. security-gate permissions." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different edits: 46554 adds file-change checks while 46558 changes permissions/approval flow; not the same underlying change." + "reason": "Same file, but different concrete changes: 46554 adds checkout/diff-based checks, while 46558 changes permissions and approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but different edits: 46554 adds checkout-and-diff logic while 46563 only adds safety notes around the reusable workflow." + "reason": "Comment-only documentation change is not the same underlying fix as adding security checks." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but different edits: 46554 implements extra security checks while 46716 changes secrets handling." + "reason": "Different security-gate concerns: file-change inspection vs. secrets inheritance tightening." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but different changes to different parts of the workflow; not the same bug fix." + "reason": "Permissions/approval behavior is different from the explanatory comment-only tweak." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but different workflow hardening changes; not mergeable as one PR." + "reason": "Different concrete changes in the same workflow: job permissions vs. secrets handling." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but one adds explanatory notes and the other changes secrets inheritance; different underlying changes." + "reason": "A note explaining safety is not the same fix as changing secrets inheritance." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and unrelated edits; no duplicate relationship." + "reason": "Different workflows and unrelated edits: build-ci quoting vs. security-gate commentary." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and different security/SSH concerns; not the same change." + "reason": "SSH runner hardening and security-gate documentation are unrelated." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and unrelated fixes; not a duplicate." + "reason": "Build-ci shell quoting and pr-ci-security-gate secrets inheritance are different code paths." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and unrelated security changes; no shared underlying bug." + "reason": "Different workflow files and distinct security issues; not the same underlying change." } ] }, @@ -27079,7 +27147,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27095,7 +27163,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "514eac41cd937226024e47aa08b23808babc7c9ca82b85de81e92b5a3486fd5c", + "prepared_review_unit_hash": "98dcf398548355261bb8c16a0c2e764e37c97d889bbc2fb5cf51811a186168fb", "component_budget": { "node_count": 2, "item_count": 2, @@ -27117,18 +27185,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs address different bugs in different tokenizer subsystems: CodeLlama decode stripping vs. DeepSeek-Coder/LLM tokenizer-class misloading. They are not duplicates and should not be clustered as one change.", + "summary": "Two unrelated tokenizer PRs: one fixes CodeLlama decode stripping of real leading spaces, the other fixes DeepSeek checkpoint tokenizer-class routing. They do not share the same underlying bug or change set.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the changes address different models and different failure modes, so they should stay separate.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single best PR for the cluster; PR 46574 is a focused decode bugfix for CodeLlama, while PR 46580 is a checkpoint-selection fix for DeepSeek models, so neither subsumes the other.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying problems and code paths: PR 46574 fixes CodeLlama decoder initialization/leading-space stripping in its tokenizer, while PR 46580 changes auto-tokenizer model-type handling for specific DeepSeek checkpoints. They are not mergeable into one PR and do not represent the same change." + "reason": "Different bugs and code paths: CodeLlama decode stripping vs. DeepSeek tokenizer-class selection. They are not mergeable as one PR." } ] }, @@ -27142,7 +27210,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27158,12 +27226,12 @@ "soft_pairs": [ "pull_request:46696|pull_request:47215" ], - "prepared_review_unit_hash": "4b0d08b5536a6ab8c254c7b0a76f6cf6a0b4827e33c4ffdcc1c7063b343b384a", + "prepared_review_unit_hash": "c3bf6f0ae5760a69ebe51750cd8c87c0ecadb0ceedd3d13beb833cca8693b70f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4580, + "serialized_chars": 4579, "estimated_input_tokens": 1145, "estimated_eval_tokens": 2546 }, @@ -27171,7 +27239,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4580, + "serialized_chars": 4579, "estimated_input_tokens": 1145, "estimated_eval_tokens": 2546 }, @@ -27180,18 +27248,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same FA2 long-context decode/perf regression in `modeling_flash_attention_utils.py` and point to the same issue. The second PR is a broader, later fix with tests/bench support, but the core code-path overlap is real, so this is a valid duplicate/near-duplicate edge.", - "confidence": 0.86, + "summary": "Both PRs appear to address the same FA2 long-context performance regression around eager-vs-compile scalar handling in `modeling_flash_attention_utils.py`; PR #47215 looks like the more complete fix, while #46696 is a narrower earlier patch.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47215 is the better canonical PR: it addresses the same FA2 long-context regression with a broader, more complete patch set and adds validation/benchmark coverage, making it the more representative fix for the shared issue.", + "canonical_pr_reason": "PR #47215 is the better canonical PR because it appears to subsume the narrower scalar-handling fix from #46696 and adds broader coverage/tests/benchmarking for the same FA2 long-context regression.", "best_issue_reason": null, - "best_pr_reason": "PR #47215 is the best overall PR in this cluster because it appears to be the more comprehensive implementation of the same underlying fix, with supporting tests and related cleanup beyond the minimal code tweak in #46696.", + "best_pr_reason": "PR #47215 is the strongest representative: it targets the shared issue #46693, touches the same core utility, and looks like the more comprehensive, merged-together fix path for the regression.", "soft_edge_verdicts": [ { "left": "pull_request:46696", "right": "pull_request:47215", "accept": true, - "reason": "Both PRs fix the same concrete FA2 long-context regression in `modeling_flash_attention_utils.py` under issue #46693; #47215 is a broader version of the same underlying code-path fix, so they are close enough to treat as duplicates/mergeable variants." + "reason": "Accept: both PRs target the same FA2 long-context perf regression and the same core code path in `modeling_flash_attention_utils.py`; #47215 appears to expand on the same eager-vs-compile scalar conversion fix rather than a different bug." } ] }, @@ -27205,7 +27273,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27221,40 +27289,40 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "f15ce071988fdd6a3f250aad2240828d037bc1db7bd0368707d7b0a6becb360c", + "prepared_review_unit_hash": "a03ea01174a03baff4de15e6b2cb70ea32101f1ee2ca084f4bf83d98ef3316ce", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5432, - "estimated_input_tokens": 1358, - "estimated_eval_tokens": 2972 + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5432, - "estimated_input_tokens": 1358, - "estimated_eval_tokens": 2972 + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related in theme (padding-mask handling) but fix different bugs in different code paths: #46773 corrects mask application in linear-attention model forwards for batch size 1, while #47087 changes recurrent masking logic to keep padding masks active during continued forwards/chunked prefill. Not duplicates.", - "confidence": 0.95, + "summary": "Both PRs fix padding-mask skipping bugs, but in different code paths and with different triggering conditions: one is batch-size-1 handling in linear-attention model implementations, the other is continued-forward/cache continuation behavior in the shared recurrent mask utility. They are related thematically, not duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: they target different underlying masking bugs in different execution paths, so they should not be merged as one duplicate change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "#47087 is the stronger representative of the cluster because it has an explicit issue link, a centralized fix in masking_utils, and broader test coverage; #46773 is a separate model-specific fix.", + "best_pr_reason": "PR 47087 is the stronger canonical candidate for the cluster theme because it fixes the shared masking utility used by several recurrent-layer models, has a clear bug description, and is tied to an explicit issue target. PR 46773 is narrower and model-family specific.", "soft_edge_verdicts": [ { "left": "pull_request:46773", "right": "pull_request:47087", "accept": false, - "reason": "Both concern padding masks, but #46773 fixes a batch-size-1 gating bug in linear-attention models, whereas #47087 fixes recurrent cache-continuation masking in shared utilities. Different bug, different code path." + "reason": "Different underlying bugs: 46773 fixes a batch-size-1 guard that skips padding masks in linear-attention model forwards, while 47087 fixes recurrent mask creation for continued forwards/cache continuation. Same broad area, but not the same code-path problem and not mergeable as one PR." } ] }, @@ -27268,7 +27336,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27291,12 +27359,12 @@ "pull_request:47074|pull_request:47195", "pull_request:47195|pull_request:47197" ], - "prepared_review_unit_hash": "190ec4ff04ee910b560a382a5cee985ef5f24d296117fb1b4c981133e093ed53", + "prepared_review_unit_hash": "58c7c2a84fb7c4defb0c9a40b756cdaf8db143e460a3c82dbc06f608c9167f62", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11589, + "serialized_chars": 11591, "estimated_input_tokens": 2898, "estimated_eval_tokens": 6052 }, @@ -27304,7 +27372,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11589, + "serialized_chars": 11591, "estimated_input_tokens": 2898, "estimated_eval_tokens": 6052 }, @@ -27313,42 +27381,42 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are five distinct PRs across multimodal pipelines, processors, and generation. They share only a broad Transformers/multimodal theme, but they do not appear to fix the same underlying bug or implement the same change.", + "summary": "These pull requests are mostly unrelated multimodal or generation fixes; the soft-similarity links are driven by overlapping pipeline/test terminology, not the same underlying bug or change.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a true canonical duplicate here; the closest thematic anchor is PR #47074 because it is the broadest multimodal pipeline change, but it is still unrelated to the others at the code-path level.", + "canonical_pr_reason": "PR 47074 is the most representative single fix in the set: a focused, self-contained multimodal pipeline bug with clear code and test changes. The others address different code paths and behaviors.", "best_issue_reason": null, - "best_pr_reason": "PR #47074 is the best representative only in the sense that it touches the most central shared theme (multimodal pipeline input normalization), but the cluster is not a duplicate set.", + "best_pr_reason": "PR 47074 is the best standalone representative because it has the clearest end-user behavior fix and the broadest but still coherent scope among the PRs.", "soft_edge_verdicts": [ { "left": "pull_request:47032", "right": "pull_request:47197", "accept": false, - "reason": "Both are about multimodal postprocessing, but #47032 changes stop_sequence handling in image-text-to-text, while #47197 fixes batched decode unpacking in Qwen Omni processors. Different failures and different code paths." + "reason": "Different features and code paths: image-text-to-text stop_sequence handling vs Qwen Omni batched postprocessing." }, { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "#47074 normalizes AnyToAnyPipeline input keys, whereas #47076 validates Gemma4 audio placeholder construction in processors. They operate at different layers and address different bugs." + "reason": "Both are multimodal, but they fix different bugs in different pipelines/processors and are not mergeable as one change." }, { "left": "pull_request:47074", "right": "pull_request:47197", "accept": false, - "reason": "The overlap is only that both are multimodal/pipeline related. #47074 fixes a key-mapping issue for videos, while #47197 fixes postprocessing of batched outputs in Qwen Omni processors." + "reason": "Shared test file is incidental; one fixes AnyToAny input key normalization, the other fixes Qwen Omni batch decode behavior." }, { "left": "pull_request:47074", "right": "pull_request:47195", "accept": false, - "reason": "#47074 is a pipeline input-shape/key normalization fix; #47195 is a generation candidate length-cap adjustment. They are unrelated changes." + "reason": "Unrelated areas: AnyToAnyPipeline input mapping vs generation candidate length capping." }, { "left": "pull_request:47195", "right": "pull_request:47197", "accept": false, - "reason": "#47195 changes candidate generation length capping, while #47197 changes multimodal text postprocessing. No shared concrete bug or mergeable combined PR." + "reason": "Generation prompt lookup length budgeting is unrelated to Qwen Omni text postprocessing." } ] }, @@ -27362,7 +27430,70 @@ { "label": "pull_request", "component_index": 29, - "component_count": 29, + "component_count": 30, + "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-47165-2", + "nodes": [ + "pull_request:47165", + "pull_request:47289" + ], + "soft_pairs": [ + "pull_request:47165|pull_request:47289" + ], + "prepared_review_unit_hash": "7ef97a33d44c119e5b3fe10ed3cb13c5c4629ef80880a80329e4ee5b8e06057f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5678, + "estimated_input_tokens": 1420, + "estimated_eval_tokens": 3096 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5678, + "estimated_input_tokens": 1420, + "estimated_eval_tokens": 3096 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests address different changes: one adds FSDP plans for specific model classes, while the other reworks pipeline-parallel native inference and core loading behavior. They are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47289 is the more central, infrastructure-level change in this cluster; PR #47165 is a narrower model-specific FSDP-plan addition and does not overlap on the same concrete code path.", + "best_issue_reason": null, + "best_pr_reason": "PR #47289 is the best representative because it makes a broader, coherent change to distributed/model-loading inference behavior and has a clear, specific purpose. PR #47165 is a separate maintenance-style update for FSDP metadata.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47165", + "right": "pull_request:47289", + "accept": false, + "reason": "Different underlying changes: FSDP weight-planning for certain models vs. pipeline-parallel native inference and loading/config plumbing. They do not fix the same concrete bug or implement the same feature." + } + ] + }, + "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": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27378,12 +27509,12 @@ "soft_pairs": [ "pull_request:47261|pull_request:47262" ], - "prepared_review_unit_hash": "cd385646737e1d16367faf2e271f5010c4737716e0b986331dfd2b0151d5166a", + "prepared_review_unit_hash": "b43cac50610cede74f282cc4434165bd44d48a1a1da54c1fee95d719a12e6daa", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4418, + "serialized_chars": 4419, "estimated_input_tokens": 1105, "estimated_eval_tokens": 2466 }, @@ -27391,7 +27522,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4418, + "serialized_chars": 4419, "estimated_input_tokens": 1105, "estimated_eval_tokens": 2466 }, @@ -27400,18 +27531,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one fixes Trainer label-smoothing/gradient-accumulation loss scaling, the other adds/enforces `min_tokens_to_keep` in `TopHLogitsWarper`. The soft edge should be rejected.", - "confidence": 0.98, + "summary": "These two PRs are not duplicates: one fixes trainer loss scaling with label smoothing during gradient accumulation, while the other adds/validates `min_tokens_to_keep` for `TopHLogitsWarper` in generation. They touch different code paths and solve unrelated problems.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47261 is the stronger canonical representative because it fixes a specific training bug, explicitly targets issue #46731, and has a focused code-path change with tests.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 47261 is the best cluster anchor for triage: it is a concrete bug fix with direct issue linkage, while PR 47262 is an independent generation API tweak.", + "best_pr_reason": "PR #47261 is the stronger standalone candidate: it targets a concrete training bug, includes an explicit linked issue, and its diff directly addresses the failure mode. PR #47262 is a separate generation behavior change without overlap.", "soft_edge_verdicts": [ { "left": "pull_request:47261", "right": "pull_request:47262", "accept": false, - "reason": "Different code paths and problems: Trainer loss scaling with gradient accumulation vs generation warper token retention. They are not the same underlying bug/change and would not plausibly merge into one PR." + "reason": "Different subsystems and different bugs: trainer label smoothing/gradient accumulation vs generation logits warping. They do not appear to fix the same underlying code-path problem." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 3066069e57d6d26f175c0d6134bbadf75e233119..f8ca0837ed8a5e27e629be5872f15e297b21f6af 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260713t000021z", + "analysis_id": "hybrid-model-20260713t060023z", "archived_artifacts": { - "hybrid": "snapshots/20260713T000021Z/analysis-runs/hybrid-model-20260713t000021z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260713T000021Z/analysis-runs/hybrid-model-20260713t000021z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260713T060023Z/analysis-runs/hybrid-model-20260713t060023z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260713T060023Z/analysis-runs/hybrid-model-20260713t060023z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-07-13T00:05:58Z", + "published_at": "2026-07-13T06:13:48Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260713T000021Z", + "snapshot_id": "20260713T060023Z", "variant": "hybrid" } diff --git a/snapshots/20260713T060023Z/analysis-runs/hybrid-model-20260713t060023z/analysis-report-hybrid.json b/snapshots/20260713T060023Z/analysis-runs/hybrid-model-20260713t060023z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..3ef321b47d7827abaddc5464e5d398fb89e0345c --- /dev/null +++ b/snapshots/20260713T060023Z/analysis-runs/hybrid-model-20260713t060023z/analysis-report-hybrid.json @@ -0,0 +1,6822 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260713T060023Z", + "generated_at": "2026-07-13T06:13:46Z", + "evidence_quality": "full", + 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a/snapshots/20260713T060023Z/analysis-runs/hybrid-model-20260713t060023z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260713T060023Z/analysis-runs/hybrid-model-20260713t060023z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..7170b20aafc88499d49b4145aeed2795fffa6126 --- /dev/null +++ b/snapshots/20260713T060023Z/analysis-runs/hybrid-model-20260713t060023z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,27557 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260713T060023Z", + "generated_at": "2026-07-13T06:13:46Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + 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}, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "vLLM sliding_window_pattern error is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": false, + "reason": "Both are torch compatibility complaints, but the titles are too generic to confirm the same concrete bug." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map mismatch in Gemma4 PLE is unrelated to the reverse embedding lookup regression." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Checkpointing/FSDP recomputation error is unrelated to Qwen3 auto device mapping on A800." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 incompatibility and Qwen NVFP4 runtime error are different problems." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same as GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm tracing error is unrelated to Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and errors: autocast dtype mismatch vs Qwen NVFP4 runtime failure." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral-3 dtype mismatch is unrelated to the MoE MPS histogram Int error." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid and MPS histogram unsupported are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen-related failures: NVFP4 runtime error vs embedding unpacking with TRL SFT trainer." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and distinct failures." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking bug is unrelated to GPT-OSS MoE tensor-parallel support." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross-entropy routing and TRL embedding unpacking are separate issues." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3-related IndexErrors, but they affect different models and likely different root causes." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Different docs removals: pipeline task references vs transformers run command references." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS Int histogram error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy call is unrelated to Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and compute_loss signature breakage are different failures." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP issue is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS AMD GPU failure and outdated RAG docs are not the same issue." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy routing bug is unrelated to a generic mask/tensor shape mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is well grounded in the packet. The canonical/representative choice of issue:43596 over issue:43638 is supported by the nearly identical ZeRO-3 BERT IndexError titles, and the cluster summary stays conservative by describing the rest as mostly unrelated or loosely related issues. The soft-edge verdicts also look appropriately cautious overall, with no obvious overclaiming." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 2, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "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", + "issue:47228" + ], + "soft_pairs": [ + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:43866|issue:46402", + "issue:39290|issue:41720", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:45237|issue:45901", + "issue:44589|issue:46304", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43975|issue:46015", + "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:43541|issue:47228", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:45507|issue:46869", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661" + ], + "prepared_review_unit_hash": "dd3bc620272221225040adf1a90088b333ce126a3a9fd9e17fb362f4f0918a32", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39735, + "estimated_input_tokens": 9934, + "estimated_eval_tokens": 20124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. The strongest canonical issue remains the broad AutoTokenizer v5 regression (45920), with 45812 as a narrower duplicate. I corrected the overreach on 41093 \u2194 43638: those reports describe different failure contexts and should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45920 is the best umbrella issue: it describes the broad AutoTokenizer token-ID regression across multiple models and subsumes the narrower Granite-specific report in 45812.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the strongest representative of the cluster\u2019s recurring regression pattern and has the broadest, most reusable description among the issues here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Different failures: torch/transformers version incompatibility vs USE_DISTRIBUTED=0 support regression." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different code paths: vLLM model load failure vs distributed-disabled PyTorch support break." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Both are load failures, but for different models and different root causes." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Unrelated symptoms: Gemma3/vLLM config attribute error vs Qwen3 auto device-map cuda assert." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same underlying ZeRO-3 Bert loading bug: index-out-of-bounds at initialization with size-0 tensors." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-related, but they cover different doc mismatches and should not be merged." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different subsystems and failures: AMD GPU model support vs table-question-answering crash." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Different regressions: missing Float8 storage vs distributed-disabled build/runtime break." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy dispatch issue is unrelated to the Qwen3-vl video StopIteration bug." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both involve model runtime errors, but one is Gemma4 device placement and the other is Qwen video chat-template mismatch." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure and device-map forward mismatch are different bugs." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Model detokenization regression vs outdated RAG examples; not the same issue." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption and NVFP4 compatibility are different problems." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading bug is unrelated to RAG documentation drift." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Both mention version regressions, but one is remote-code model loading and the other is USE_DISTRIBUTED=0 support." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same AutoTokenizer v5 regression; 45920 is the broader multi-model report and 45812 is a narrower instance." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures with different causes; not the same concrete bug." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "NVFP4 runtime error and docs/example updates are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to distributed-disabled PyTorch support." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding window, but they target different models and different failure modes." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "The packet shows 41093 as a mask-shape IndexError ([1406] vs [1405]), while 43638 is a ZeRO-3/Bert size-0 loading error; that is not enough to treat them as the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper model loading and table QA crashes are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different model load failures: GLM-4.7 unit-test issue vs corrupted Ovis2 checkpoint." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 compatibility and pydantic PretrainedConfig regression are different incompatibility classes." + }, + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Different compilation/runtime bugs on different model stacks; not one concrete code-path fix." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table QA crash do not share the same underlying bug." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading and pydantic config regression are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5 issues, but one is chat crash and the other is streaming API failure; not clearly the same bug." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 Bert index error is unrelated to the torch/transformers version incompatibility report." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing error and MPS histogram Int error are different MoE/runtime failures." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Similar MoE/dtype context, but different models and distinct failure modes; too broad to merge." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure and template-compilation error are not the same underlying bug." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Invalid-method bug in GraniteMoEHybrid and YOLO multi-GPU device-map issue are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "lm_head tying bug and checkpoint corruption are different issues." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are size-0/indexing errors, but the shapes and loading contexts differ enough that they do not look like the same bug." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback gating and remote-code AutoModel attribute errors are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Most of the clustering is conservative and grounded, and the AutoTokenizer umbrella choice (45920 over 45812) looks fine. The main issue is the accepted soft-edge pair `issue:41093` \u2194 `issue:43638`: the packet gives 41093 only as a mask-shape `IndexError` ([1406] vs [1405]), while 43638 is a ZeRO-3/Bert size-0 loading error. That connection is not supported by the packet and reads too strong. I\u2019d keep that pair rejected." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 3, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43872", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:43872|issue:47228", + "issue:44805|issue:44918", + "issue:43716|issue:47228", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:44387|issue:45005", + "issue:43531|issue:45070", + "issue:46869|issue:47228", + "issue:45507|issue:47228", + "issue:41093|issue:43596", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:46468|issue:46869", + "issue:43596|issue:46165", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:42915|issue:45399", + "issue:43404|issue:45005", + "issue:44360|issue:44512", + "issue:43873|issue:45005", + "issue:44492|issue:44512", + "issue:44530|issue:45005", + "issue:44918|issue:45507", + "issue:45183|issue:46463" + ], + "prepared_review_unit_hash": "542c5c771b670ed4a88103210a6db800392fe722d63bda486d88118193b6d9c4", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38030, + "estimated_input_tokens": 9508, + "estimated_eval_tokens": 19272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set with a few true duplicate pairs: Qwen3.5 video-input regression, remote-code/custom-module loading, and generic input/decoder validation messaging. No pull requests were provided.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 45183 is the broadest, most generally worded bug report in the accepted set; it captures the shared validation-path problem that 46463 narrows to T5 decoder validation.", + "canonical_pr_reason": null, + "best_issue_reason": "45183 is the best umbrella issue because it is cross-model, names the underlying XOR validation logic directly, and is likely to absorb future related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Different regressions: StableLM pad-token config vs pydantic PretrainedConfig field handling." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "One is a torch/transformers version incompatibility; the other is a Gemma4 device-mapping forward mismatch." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support are unrelated model/runtime problems." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "bitsandbytes init-arg incompatibility is separate from the Sam3 bf16 compilation regression." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are shape-related failures, but they affect different Qwen3.5 code paths and symptoms." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Image-preprocessor dtype mismatch is unrelated to the Sam3 compilation regression." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different model families and different failure modes: autocast dtype mismatch vs chat/completions streaming failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support and Qwen3.5 streaming inference are not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "The init_empty_weights/_is_hf_initialized error is distinct from the pydantic field regression." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM behavior is not the same as tied-weight handling on translation models." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig pydantic breakage." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "YOLO multi-GPU device-map failure is a different subsystem from Sam3 compilation." + }, + { + "left": "issue:45507", + "right": "issue:47228", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method calls are unrelated to the Sam3 bf16 regression." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index errors, but they arise from different shapes, models, and initialization contexts." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Image dtype mismatch is not the same as Qwen3.5 video feature/token mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage is broader and different from a torch 2.4.1 / transformers 5.8.0 incompatibility report." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Same Qwen3.5/Qwen2.5-VL video-input regression: both describe mismatched video features/tokens in the chat-template/video pipeline." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a relative quality complaint and the other is a loading/pipeline correctness issue." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Official Nemotron example breakage and YOLO device-map failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Zero3/BertModel index error is distinct from the local-model trust_remote_code resume problem." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping and uninitialized rotary embedding memory are different bugs." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code model_class/config_class error are separate failures." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image dtype mismatch is unrelated to Qwen3.5 input-embedding unpacking with TRL SFT." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error does not match the Qwen3.5/TRL embedding unpacking failure." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "GPT-OSS perplexity regression and GLM5 are unrelated model reports." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to the same dynamic-module/custom-code misresolution problem: the wrong remote/custom module is loaded because of cache/path handling." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure is not the same as flash-attn2 fallback blocking." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Mistral3 tied-weight bug is model-specific and not the same as the broader translation-model tied-weights report." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A missing ReLU discussion and a docs typo are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantized offloading/OOM behavior is not the same as tied-weight initialization on translation models." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and removed CLI docs are unrelated documentation issues." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight translation-model behavior." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 TRL embedding unpacking and GraniteMoEHybrid invalid method are different problems." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "46463 is a model-specific instance of the broader input_ids/inputs_embeds validation/message bug described in 45183." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted issue pairs are conservative enough: 44479/46294, 45632/45698, and 45183/46463 all read like plausible same-bug clusters from the titles alone. The rejected pairs are also mostly well-justified, and the summary does not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 4, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "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:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44928", + "issue:44991", + "issue:45005", + "issue:45020", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46032", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932", + "issue:47246" + ], + "soft_pairs": [ + "issue:44863|issue:45005", + "issue:43975|issue:44292", + "issue:46489|issue:46491", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:46032|issue:47246", + "issue:43644|issue:43950", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:43828|issue:44928", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:44403|issue:44488", + "issue:43975|issue:45520", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:42947|issue:43856", + "issue:44991|issue:45399", + "issue:41553|issue:43883", + "issue:43824|issue:43872" + ], + "prepared_review_unit_hash": "8122bf0eb96f084cd442658b23299a56013a23529f4b0fda6be5da06e428a633", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37048, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, with a few true duplicate pairs around Transformers 5.x regressions (buffers, cache length, Gemma4 quantized embedders, and Mamba2 recurrence). Most other soft edges are broad thematic similarities but not the same concrete bug.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43950 is the clearest anchor for the strongest duplicate pair: it states the non-persistent-buffer regression directly, and 44534 is essentially the same bug described later.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best representative of the only very tight duplicate-like thread in this cluster; it is specific, concrete, and broadly phrased enough to serve as the anchor issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Different problems: NemotronH checkpoint loading vs tied-weights handling in translation models." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Both are model load/runtime failures, but for unrelated models and failure modes." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different behaviors." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs-example errors vs a quality/regression report on SigLIP2 embeddings; not the same bug." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: transformers v5 mishandles non-persistent buffers and fills them with junk." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer compute_loss signature breakage vs Gemma3 DeepSpeed ZeRO-3 loading error." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": true, + "reason": "Same recurrence bug family in Mamba2-style mixers; 47246 is the NemotronHMamba2 propagation gap of the Mamba2 fix." + }, + { + "left": "issue:43643", + "right": "issue:43950", + "accept": false, + "reason": "Remote-code config field loss is unrelated to non-persistent-buffer corruption." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Distinct quantization/import compatibility failures with different exceptions and code paths." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 4-bit quantized vision/audio embedder dtype-casting bug; one reports it, the other fixes it." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer issues, but they concern different models and different tokenizer bugs." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality issue vs a broad tokenization change regression; not the same artifact." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is degraded text embeddings; too different to merge." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different model/runtime failures: dtype mismatch under autocast vs RLHF gradient explosion from 3D position_ids." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same cache.get_seq_length contract bug: it returns a tensor instead of an int, breaking downstream arithmetic." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve buffers, but one is v5 junk-filled non-persistent buffers and the other is a specific uninitialized inv_freq materialization bug." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Related SigLIP2 theme, but not the same concrete bug; one is a quality complaint, the other is an HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "FlashAttention packed-sequence misinterpretation vs CPU-offload incompatibility in a rotary embedding path." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug vs unrelated buffer materialization corruption." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different performance/memory regressions: LoRA checkpointing behavior vs int4 CUDA reserved-memory OOM." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a specific model loading failure." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Same broad loading-area theme, but different model-specific failures." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attn2 fallback gating; unrelated subsystems." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral vs missing tied-weights attribute on MolmoForCausalLM." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for a model class vs bitsandbytes constructor incompatibility." + }, + { + "left": "issue:43644", + "right": "issue:45902", + "accept": false, + "reason": "Both mention buffer handling, but the underlying bugs are different and model/module-specific." + }, + { + "left": "issue:44589", + "right": "issue:46858", + "accept": false, + "reason": "Storage-type import/runtime error vs cache length returning a tensor; no shared bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "These are different Qwen3.5 failures with different execution paths and symptoms." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Remote-code config field loss is not the same as the broader remote_code breakage reported in 45020." + }, + { + "left": "issue:43824", + "right": "issue:44928", + "accept": false, + "reason": "Import path failure and RLHF gradient instability are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge decisions are conservative. The accepted pairs are well-supported by the issue titles (#43950/#44534, #45987/#46858, #46899/#46932, and likely #46032/#47246 as the same Mamba2 recurrence bug family). The rejected pairs are generally separated by model, subsystem, or failure mode rather than the same concrete bug. Minor caveat: phrasing like 'only very tight duplicate-like thread' is a bit stronger than necessary given the few other duplicate-like pairs, but it does not materially overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 5, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43782", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44960", + "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:45081|issue:45399", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:41553|issue:43881", + "issue:45020|issue:45356", + "issue:42491|issue:44368", + "issue:43872|issue:46869", + "issue:45715|issue:46315", + "issue:45759|issue:46661", + "issue:43827|issue:44509", + "issue:43881|issue:43883", + "issue:45020|issue:46661", + "issue:45488|issue:46489", + "issue:43404|issue:43950", + "issue:46894|issue:46897", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43854|issue:44863", + "issue:43940|issue:45313", + "issue:24643|issue:30064", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:44928|issue:45588" + ], + "prepared_review_unit_hash": "22bb316bb9f453a6af167414ae4326baaeff0597f05d9d512ccee5d533e929ac", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36627, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated issue reports, with only a few strong duplicate pairs. The clearest same-bug pairs are the docs pipeline regression, the generic mask-shape mismatch, the Whisper/fbank failure, and the training-loss double-shift reports; most other soft pairs are only loosely related by subsystem and should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical issue spans this heterogeneous set; if a representative is needed, issue 46894 is the best anchor for the only very clear duplicate cluster (with 46897) and is the broader, more central report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46894 is the best overall issue candidate because it is the broader, well-scoped parent in the strongest duplicate pair and has the clearest duplicate evidence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Different bugs: tokenizer regex loading crash vs flash-attn fallback gating logic." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated failures: MPS histogram int support vs Gemma4 device-map mismatch." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model/load problems with no clear shared code-path." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code regressions and device-map placement are separate issues." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping add-model bug is not the same as the remote_code breakage." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different concrete failures: autocast dtype mismatch vs PLE device mismatch." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading errors; not the same underlying bug." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code regression vs Kimi tokenizer codec regression are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both involve Qwen/LoRA warnings, but the reported bugs are different." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but in opposite conversion directions and likely different fixes." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite-config unwrapping and remote-code config_class lookup are different failures." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression: both report stale v5 docs still referencing removed pipeline tasks." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different models and different loading errors; not a duplicate." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both touch remote_code, but one is a broad regression and the other is a specific config_class AttributeError." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Related DeepSeek tokenizer area, but 46489 is a follow-up gap in a prior fix rather than the same issue." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head tying and non-persistent buffer corruption are distinct regressions." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Same underlying training-loss double-shift bug pattern; the two reports are model-specific duplicates of the same issue class." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Same audio feature extraction failure path; the Whisper run failure aligns with the fbank extraction bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is weight conversion and the other is gradient averaging." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected compute_loss kwarg and mask/tensor shape mismatch are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing ineffectiveness and missing capability flag are related but not the same concrete bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures with no shared root cause shown." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading failures for Qwen variants, but the model generations and error signatures differ enough to avoid merging." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Training with DeepSpeed vs void segmentation-map processing are completely different bugs." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related, but they affect different models and failure modes." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same generic mask/tensor shape mismatch error; these look like duplicate reports of the same bug." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion and flash_attention s_aux=None crash are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The four accepted duplicate pairs are well supported by the issue titles/bodies, and the broader characterization of the rest as mostly unrelated is reasonable. The canonical/best-issue choice for 46894 is also a cautious, defensible anchor for the strongest duplicate cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 6, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "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:44991", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46468", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:47254" + ], + "soft_pairs": [ + "issue:43716|issue:46468", + "issue:43366|issue:43828", + "issue:44863|issue:46402", + "issue:44530|issue:44863", + "issue:41553|issue:44991", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:44155|issue:45584", + "issue:45663|issue:45823", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:43716|issue:44560", + "issue:41553|issue:44488", + "issue:43950|issue:45834", + "issue:42617|issue:43366", + "issue:43645|issue:43646", + "issue:44560|issue:45685", + "issue:44910|issue:46858", + "issue:36010|issue:42915", + "issue:44560|issue:44918", + "issue:44683|issue:46515", + "issue:43550|issue:44910", + "issue:42947|issue:47254", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661" + ], + "prepared_review_unit_hash": "2c5e75d5b546c0d298da5a9fd1933a40fe44559b2b8825387eae3334c754682e", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37344, + "estimated_input_tokens": 9336, + "estimated_eval_tokens": 18928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster with no PRs. Only two soft duplicate pairs look real: the siglip2-base-patch16-224 regression and the Transformers 5.0 custom model initialization regression. The rest are distinct bugs across different models/subsystems.", + "confidence": 0.92, + "canonical_issue_reason": "No single cluster-wide canonical issue exists because the set contains multiple unrelated bug themes; if one representative must be chosen, issue 43994 is the strongest because it states the siglip2 failure more broadly and concretely than 38175.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43994 is the best representative issue: it clearly describes the user-facing failure, names the exact model, and subsumes the narrower 38175 report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different models and failures: image-preprocessor dtype mismatch vs Nemotron example breakage." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Both mention model loading/FP8 issues, but they are different bugs and code paths." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Unrelated loading failures for different model families." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache/linear_attention crash is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but for different models and symptoms." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen/GGUF feature requests or bugs; not the same underlying issue." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Bert zero3 index error is unrelated to torch 2.4.1 incompatibility." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different rotary/position-id bugs in different models; too broad to merge." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF gpt-oss support is unrelated to Float8 storage lookup failure." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different failures: ZeRO-3/Bert index error vs version incompatibility." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation bugs, but they affect different models and code paths." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug is not the same as device-map forward mismatch." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "FineGrainedFP8Config failure and meta-device loading regression are separate issues." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a missing class is unrelated to meta-device loading problems." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different models and failure modes; no shared concrete bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but they concern different tokenizer/model problems." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and long-ocr index error are unrelated regressions." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime issue is unrelated to GGUF model support." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same Transformers 5.0 custom-model initialization regression; 43645 is just the notebook-specific manifestation of 43646." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl StopIteration and MPS histogram int error are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both touch attention/cache machinery, but one is Flash Attention on Qwen3.5 and the other is static-cache arithmetic on non-CUDA backends." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 config failure." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.5/embedding/trainer issues with no shared concrete code-path." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Different torch-version compatibility failures, but not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both involve attention/compile, but the models and failure mechanisms differ." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Related training stack components, but one reports ineffective checkpointing and the other a ZeRO-3 CheckpointError." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Different tokenizer regressions for different model families." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Device-map forward mismatch is unrelated to a torch 2.4.1 incompatibility report." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping edge case and Gemma4 device mismatch are separate bugs." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Both are runtime errors, but they arise from different input-shape/logic issues." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same siglip2-base-patch16-224 regression; both report incorrect/degenerate outputs from the same model, and 43994 is the broader description." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both mention config validation, but they affect different models and are not the same bug." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "ZeRO-3/Bert index error is unrelated to tokenizer-mapping new-model support." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different problems: deepspeed/Bert indexing vs tokenizer mapping constraints." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary correctly reflects that this is a heterogeneous issue cluster with no PRs, and it conservatively identifies only the two obvious duplicate pairs already supported by the packet (43645/43646 and 38175/43994). The representative-issue choice of 43994 is reasonable. The other soft-edge false verdicts are appropriately cautious and do not overclaim duplicate status from the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 7, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45488", + "issue:45507", + "issue:45672", + "issue:45812", + "issue:45834", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:42491|issue:43720", + "issue:44661|issue:44805", + "issue:45672|issue:46899", + "issue:43632|issue:45834", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:46459|issue:46512", + "issue:43644|issue:43645", + "issue:44488|issue:44991", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:45335", + "issue:42491|issue:45292", + "issue:43854|issue:43931", + "issue:43856|issue:44387", + "issue:43708|issue:44075", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:45488|issue:45812" + ], + "prepared_review_unit_hash": "58e234a38d1f8499df2964b33b13063665fe1469d7f5818ff64020c4219db2b7", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36035, + "estimated_input_tokens": 9009, + "estimated_eval_tokens": 18274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is broadly about Transformers v5-era model loading/initialization regressions, but most items are model-specific and not true duplicates. The clearest duplicate candidates are the non-persistent-buffer regression and the resize_token_embeddings propagation issues.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43644 is the broadest, most central regression here: a generic Transformers 5.0.0 initialization/buffer bug that plausibly underlies several downstream loading failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best representative issue for this cluster because it is the most general, cross-cutting v5 regression among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different model families and failure modes: Qwen3 MoE LoRA compatibility vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated bugs: tokenizer mapping/add-new-model-like failure vs a mask/tensor shape mismatch at inference." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same underlying Gemma4 multimodal 4-bit quantization bug: unsafe dtype handling in audio/vision embedders." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different subsystems and symptoms: `_is_hf_initialized`/v5 initialization regression vs a Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "One is dequantized model offload loading, the other is mmap OOM on Strix Halo; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but the reported problems differ: zero probabilities vs doc-example model/processor mismatch and quantization errors." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These are the same v5 non-persistent-buffer corruption regression, just phrased differently." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both involve Qwen3/Qwen3MoE, but the failures are distinct: auto device map CUDA assert vs FineGrainedFP8Config behavior." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Completely different problems: Qwen3MoE FP8 config vs mmap-related OOM on Strix Halo." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different concrete bugs: hf4.x/hf5.x Qwen3 MoE LoRA incompatibility vs Gemma4 resize_token_embeddings propagation." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Unrelated model-specific issues: GLM5 vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but the model names and likely code paths differ; not enough to call them the same bug." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading failure vs Qwen3.5 TP-plan missing linear_attn entries are separate issues." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions: ZeRO-3 weight loading for language_model vs incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different models and failures: GraniteMoEHybrid invalid method call vs broken official Nemotron example." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Related to dtype handling, but not the same bug: loading dtype ignored vs from_config leaving config.dtype stale." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "These are different regressions: buffer junk filling vs custom-model initialization in Jupyter notebooks." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but for different model families and likely different root causes." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same SigLIP2 family, but the titles point to different reported failures and not the same concrete defect." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different code paths: Qwen3 MoE weight conversion with accelerate+deepspeed vs GLM-4.7-Flash unit-test loading." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Distinct issues: training memory efficiency in Qwen3 MoE vs quantization offloading behavior." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different model architectures and submodule targets; not the same underlying bug." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different model-specific resize-token-embedding behavior vs Qwen3 MoE compatibility regression." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and failure signatures: GLM-4.7-Flash loading vs Qwen3-VL shape mismatch." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory, but one is training inefficiency and the other is int4 reserved-memory/OOM regression." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume math vs optimizer argument handling are unrelated." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different areas: GLM5 model issue vs quantized save/load corruption after sinq serialization." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both touch save/load mechanics, but one is extra_state handling and the other is init_empty_weights argument compatibility." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings propagation bug: updated vocab size does not reach the model's downstream embedding/output modules." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families: DeepSeek V3/R1 vs Granite." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "Different root causes and symptoms: NemotronH checkpoint loading vs tensor-parallel plan omissions." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 multimodal 4-bit dtype-casting regression, affecting audio/vision processing in the same code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it treats most items as model-specific and only groups the strongest near-duplicates. The accepted soft-edge pairs are well supported by title-level evidence, especially the near-identical non-persistent-buffer regression, the Gemma4 4-bit dtype-cast bug, and the resize_token_embeddings propagation bug. The negative verdicts are also conservative and avoid over-claiming duplicates where the model families or failure modes differ." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 8, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44479", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45362", + "issue:45406", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:46897|issue:46901", + "issue:45362|issue:45406", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:44291|issue:44756", + "issue:44910|issue:45588", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:39692|issue:44960", + "issue:43404|issue:43454", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:45663|issue:45859", + "issue:44079|issue:46829", + "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue:43957|issue:44756", + "issue:44155|issue:45823", + "issue:43335|issue:45663", + "issue:44387|issue:44756", + "issue:44863|issue:46468", + "issue:44479|issue:44877", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:43854|issue:45216", + "issue:45684|issue:45698" + ], + "prepared_review_unit_hash": "0ed0a1aa9ac2aa178744ab60e2ff907b634b1615dc8e04005135f0be6fa208e8", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36501, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated bug reports, with one likely true duplicate pair around `resize_token_embeddings`/output embeddings. No PRs are present.", + "confidence": 0.89, + "canonical_issue_reason": "`issue:45292` is the clearest general description of the actual bug (`resize_token_embeddings` not updating `output_embeddings`), while `issue:45276` is a narrower Gemma4-specific instance of the same failure.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45292` is the best representative issue because it states the underlying behavior in a model-agnostic way and is easier to map to a fix than the Gemma4-specific report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Both mention training-loss double-shift, but they are for different models and likely different code paths; similar symptom is not enough to treat as the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different failures: Qwen3.5 chat crash vs Gemma4Processor missing `_tokenizer` in serve. No shared concrete bug." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "One is torch version incompatibility, the other is meta-device loading regression. Too broad and not the same underlying defect." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Different models and different loading/tokenization symptoms; not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument vs mmap OOM on Strix Halo are unrelated loading issues." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but one is a Qwen3.5 3D `position_ids` crash and the other is an `s_aux=None` AttributeError for sink-less models; distinct code-path problems." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Auto device map CUDA assert and AudioFlamingo3 batch token leak are unrelated bugs." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 `shared_kv_states` issue and Qwen multimodal `text_config` unwrap issue are different model/config bugs." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 are unrelated to a generic GLM5 issue." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both concern lm_head tying, but they affect different models with different implementations; not enough evidence for one underlying bug." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization/offloading, but one is offloading not working and the other is increased reserved memory/OOM under int4; similar area, different bug." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA and apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "FSDP2 Gemma4 issue vs Qwen3_5Moe CPU offload incompatibility are separate bugs." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "ModelOutput key assignment bug and VideoPrism hidden_states misassignment are different issues." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization-related, but they describe different models, formats, and failure modes." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for `GenerationMixin` and Whisper `return_language` pipeline regression are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regression and mmap OOM on Strix Halo are different causes and fixes." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batching leak vs Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug and Gemma4 FSDP2 key error are different model issues." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 quantization memory growth and mmap OOM are different resource issues." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading failure and broken official Nemotron example are related by theme only, not clearly the same code-path bug." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video input regression and strict config loading failure are different issues." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying bug: `resize_token_embeddings` does not properly update `output_embeddings`; `45276` is just the Gemma4-specific manifestation." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode and Qwen3.5 3D position_ids/SDPA fallback are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Extra state save/load bug and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE marker handling and `continue_final_message` for mistral_common tokenizers are different tokenizer bugs." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP2 `shared_kv_states` issue are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Unit-test loading failure for GLM-4.7-Flash and Qwen3.5 save_pretrained regression are different model/save bugs." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Permissions propagation in `save_pretrained` and wrong custom module loaded after save/load are separate problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: the resize_token_embeddings/output_embeddings pair is the only clearly duplicate-looking cluster, and the rest are conservatively treated as distinct issues based on their titles and scopes. No PRs are present, and I don\u2019t see evidence of overstatement in the soft-edge verdicts." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 9, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43425", + "issue:43452", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43901", + "issue:43906", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46869", + "issue:46894", + "issue:46899", + "issue:46901", + "issue:47228" + ], + "soft_pairs": [ + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:45292|issue:45335", + "issue:43425|issue:47228", + "issue:44589|issue:44756", + "issue:43646|issue:43708", + "issue:44402|issue:44451", + "issue:46894|issue:46901", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:44530|issue:45084", + "issue:43611|issue:43645", + "issue:43425|issue:46869", + "issue:39404|issue:45701", + "issue:44683|issue:45823", + "issue:43425|issue:43716", + "issue:39404|issue:46665", + "issue:44589|issue:45084", + "issue:44479|issue:44805", + "issue:43901|issue:44509", + "issue:44164|issue:45759", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:44265|issue:44898", + "issue:43906|issue:44530", + "issue:46050|issue:46326", + "issue:44991|issue:45081", + "issue:43906|issue:46326", + "issue:44671|issue:44991", + "issue:39404|issue:44912", + "issue:45823|issue:46899" + ], + "prepared_review_unit_hash": "8eddb73c3d1011f56dff56a71793bc65d84d41be70b03c5a00622a66d7e1fd0e", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37479, + "estimated_input_tokens": 9370, + "estimated_eval_tokens": 18996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose cluster of adjacent Transformers v5 regressions. The best central issue is the general custom model initialization breakage, with 43645 as a narrower notebook-specific variant rather than the canonical umbrella.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43646 is the broader and more representative report: it covers custom model initialization in general, while issue:43645 is a notebook-specific slice of that same family. The packet supports 43646 as the cleaner canonical issue for the shared regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 best represents the cluster\u2019s main recurring pattern: v5 regressions around custom model initialization/loading. It is broader than the notebook-only wording in 43645 and fits the cluster better as the global issue anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Both involve model loading-related failures, but 43645 is custom model init in notebooks while 44164 is extra_state save/from_pretrained handling; different bugs." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both mention dtype/device issues, but 43828 is an autocast forward mismatch and 43957 is a meta-device model loading regression." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings does not propagate correctly to the tied output/decoder embeddings." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Unrelated regressions: Torch 2.10 compatibility versus a Sam3 bf16 compilation issue." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Different code paths and symptoms: missing Float8 storage object versus mmap/OOM avoidance on Strix Halo." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization regression and Trainer resume max_steps calculation are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": true, + "reason": "Likely the same tokenizer/vocab-size loading failure, with 44451 being the model-specific ScandiBERT report." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": true, + "reason": "Same training-loss double-shift bug, reported on different model families." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is not the same bug as the Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions: performance slowdown in convert_tokens_to_ids versus CodeLlama round-trip correctness." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong Granite token IDs and slow added-token lookup are separate tokenizer issues." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and non-template-node compile error do not look like the same code-path bug." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Related broad area, but different concrete failures: base_model_prefix loading versus notebook initialization of custom models." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to the YOLO multi-GPU device_map failure." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression and general tokenizer-version behavior change are not the same underlying bug." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention failure on torch>=2.9 and Gemma4 device mismatch are distinct regressions." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Different bugs: a Torch version incompatibility versus a Mistral-3 dtype mismatch." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline behavior and from_pretrained-inside-classes inconsistency are different code paths." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Missing Float8 storage lookup and template-node compilation failure are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video input regression in Qwen models and a generic mask shape IndexError are not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they cover different pipeline/task documentation issues." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "save/from_pretrained extra_state handling and unwrapping text_config in composite configs are separate issues." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Incorrect Siglip2 outputs and ModelOutput key assignment with None are different bugs." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict is unrelated to gguf_file loading failures." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failures from torch_compilable_check and Perceiver interpolation failures are different problems." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the Qwen3.5 PagedAttention crash." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading failure for EMBEDDIA/est-roberta and the Mistral regex patch crash do not share the same bug." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT MLM prediction regression and tokenizer loading failure are different symptoms and likely different fixes." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline regression and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both involve Gemma4, but one is a device_map forward mismatch and the other is a 4-bit multimodal dtype cast bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall read is mostly conservative, but the canonical choice is not well grounded: issue:43645 is explicitly the notebook-specific custom-model init regression, while issue:43646 is the more general \"custom model initialization\" report. Saying 43645 is the 'broadest representative' and 'more central than notebook-specific behavior' overstates the evidence. The cluster does contain several small related families, but the packet supports a mix of adjacent regressions rather than one clearly central 43645-shaped theme." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 10, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43421", + "issue:43541", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43931", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46821", + "issue:46894", + "issue:46897", + "issue:47050" + ], + "soft_pairs": [ + "issue:45479|issue:46894", + "issue:44164|issue:46821", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:44488|issue:44987", + "issue:44488|issue:45081", + "issue:43632|issue:47050", + "issue:45479|issue:46897", + "issue:43299|issue:43931", + "issue:36032|issue:42915", + "issue:43611|issue:43644", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:43716|issue:45084", + "issue:46285|issue:46402", + "issue:44661|issue:44683", + "issue:32090|issue:39404", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:43643|issue:44530", + "issue:42915|issue:44530", + "issue:40990|issue:43421", + "issue:44737|issue:45859", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:40444|issue:46326", + "issue:36032|issue:43645", + "issue:42175|issue:46178", + "issue:44206|issue:44220" + ], + "prepared_review_unit_hash": "8f90df83bf4216b41ff2e321c6ad963be80315e22b31d1a7ed6fcd559b6c1088", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36475, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the suggested soft links are largely broad-similarity matches across unrelated Transformers regressions. No soft pair looks like the same concrete bug/change with enough certainty to merge.", + "confidence": 0.32, + "canonical_issue_reason": "issue:43646 is the broadest and most representative of the v5 custom-model regression family in this set; it describes a general initialization breakage rather than a model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue to stand in for the cluster because it is generic, version-scoped, and closest to the recurring v5 model-init/loading complaints, even though the cluster overall is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Different failures: zero-loss classification behavior vs training-loss double-shift in ASR; same broad training area, not the same bug." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated subsystems: save/from_pretrained extra_state handling vs TimesFM window_size attribute access." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training memory usage and the other is Strix Halo mmap OOM mitigation; no shared code-path bug." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Zero3/BertModel init index error is unrelated to torch>=2.9 compiled flex_attention failures." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading complaints, but they target different models and likely different root causes." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-loading problems: ScandiBERT load failure vs Mistral regex patch crash." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "Unrelated regressions: _is_hf_initialized flag vs fp16 ONNX attention dtype mismatch." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Different loss bugs in different tasks/models; not the same underlying issue." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Same model family, but one is a v5 dev loading regression and the other is a weight-shape mismatch on a specific checkpoint." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer special-method conflict is unrelated to Qwen3 MoE FP8 config failure." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 model-loading regressions, but the concrete problems differ: base_model_prefix handling vs non-persistent buffers filled with junk." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both involve tokenizers, but one is repository tokenizer.json selection and the other is DeepSeek-Coder tokenization output corruption." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head weight tying are different code paths and bugs." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch is unrelated to a template compilation error." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and failures: CLIP structure inconsistency vs Sam3 text encoder weights not loading." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "add-new-model-like / tokenizer mapping bug is unrelated to compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper pipeline return_language behavior." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures for specific models, but the affected models and failure modes are different." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error is unrelated to non-template-node compilation failure." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache invalid group type in Qwen3.5." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Both are Qwen3-related, but one is FineGrainedFP8 training config and the other is cache group-type runtime failure." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression is unrelated to tokenizer post-processor update behavior." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both have device-placement flavor, but they affect different models and different mechanisms." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token-count tracking and Qwen2.5-VL iterable dataset failures are not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 custom-model regressions, but one is about non-persistent buffer junk and the other is general custom model initialization; too different to merge confidently." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Backend packaging omission and BACKENDS_MAPPING validation error are different issues." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both touch audio feature extraction, but the titles do not indicate the same concrete failure or fix." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different multimodal/tokenizer failures with no clear shared root cause." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Repeated pair: same conclusion, different model-loading regressions." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Repeated pair: related v5 loading regressions, but not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 11, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43531", + "issue:43582", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43994", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45923", + "issue:45987", + "issue:46326", + "issue:46661", + "issue:46869", + "issue:47013", + "issue:47254" + ], + "soft_pairs": [ + "issue:43582|issue:43632", + "issue:44987|issue:44991", + "issue:43452|issue:43482", + "issue:45084|issue:45507", + "issue:44811|issue:45584", + "issue:43317|issue:43482", + "issue:43746|issue:46326", + "issue:43262|issue:43377", + "issue:44403|issue:45081", + "issue:43792|issue:46869", + "issue:43645|issue:46661", + "issue:42915|issue:45084", + "issue:43646|issue:44534", + "issue:43208|issue:47013", + "issue:43377|issue:43819", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:44849|issue:45325", + "issue:43404|issue:44466", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:44451|issue:45081", + "issue:44062|issue:44987", + "issue:43994|issue:44610", + "issue:42915|issue:44589", + "issue:44464|issue:45987", + "issue:43531|issue:44877", + "issue:45923|issue:47254", + "issue:44265|issue:44610" + ], + "prepared_review_unit_hash": "e035500a38e378c108261369ef857194d31f922462ef8af0e65e5bbcdbbb6c7d", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36530, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug; most are different model-specific regressions or unrelated trainer/tokenizer/runtime issues. The cluster is best represented by a broad custom-model init regression issue, but there is no clear duplicate PR candidate.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43646 is the broadest representative of the recurring Transformers v5 custom-model initialization regression theme, covering the shared failure class better than the narrower, more specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most suitable umbrella issue for this cluster because it names the general breakage class directly and can subsume several v5 initialization/loading regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Unrelated bugs: Apple Silicon allocator TypeError vs. Transformers v5 initialization flag regression." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are v5 loading failures, but they affect different models with different tokenizer paths and no evidence of the same root cause." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both mention GGUF loading, but one is a generic gguf_file API break and the other is a model-specific Qwen2.5-GGUF failure." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Completely different failure modes: template compilation error vs. GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper, but one is batch_decode token handling and the other is empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different subsystems: device_map/offload dequantized loading vs. GGUF tokenizer/model loading under v5." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "Different code paths: PEFT local checkpoint loading vs. mistral_common continue_final_message behavior." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both are audio-related, but one is chat-template sampling-rate defaulting and the other is MIMI batching/padding-mask output mismatch." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated: noisy transformer loading logs vs. Mistral regex patch crashing on tokenizer internals." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper inference failure and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both concern custom/remote-code models, but one is Jupyter custom-model init and the other is from_pretrained missing config_class." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FP8/Qwen3MoE loading issue is unrelated to template compilation errors." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Different bugs: custom model initialization breakage vs. non-persistent buffers filled with junk." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Both are xLSTM, but the reported crashes are distinct training/return_last_states bugs." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different audio model problems: padding-mask batching mismatch vs. DAC from_latents/forward STE mismatch." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer/loading failures with no shared concrete code path." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Trainer early-stopping metric lookup and num_input_tokens_seen updating are unrelated trainer issues." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different model-specific bugs: Qwen3.5 hidden-states behavior vs. Qwen2.5-VL rope indexing." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Related to lm_head.weight, but one is untied weights in Mistral3 while the other is device-dependent serialization behavior." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both involve v5 model init/quantization, but the concrete failures differ: FineGrainedFP8Config vs. unexpected _is_hf_initialized argument." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Separate tokenizer/model-loading bugs affecting different models and error surfaces." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different model/tokenizer failures; no evidence they share the same underlying regression." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Both are tokenizer-loading problems, but the specific AddedToken keyword conflict is not the same as the physical-intelligence/fast failure." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different image-model issues: bad model/pipeline outputs vs. processor image-size mismatch." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both touch FP8, but one is a model config/loading bug and the other is a missing storage type error." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Compilation/generation inconsistency and StaticCache return-type mismatch are different cache/generation bugs." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Unrelated: Qwen3-MoE sliding_window bug vs. strict config loading for granite_speech." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "Shared gradient-checkpointing wording is too broad; one is a missing capability flag, the other is a PEFT/DeepSpeed checkpoint error." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to OmDet processor size 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": 27, + "review_unit_index": 12, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42796", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43381", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43872", + "issue:43883", + "issue:44008", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899" + ], + "soft_pairs": [ + "issue:36032|issue:41720", + "issue:44008|issue:46899", + "issue:43322|issue:43540", + "issue:43632|issue:46821", + "issue:44479|issue:45325", + "issue:43883|issue:44488", + "issue:43425|issue:44403", + "issue:43089|issue:45987", + "issue:43296|issue:43531", + "issue:45216|issue:45357", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:44220|issue:44683", + "issue:44991|issue:46315", + "issue:43872|issue:44291", + "issue:43716|issue:46899", + "issue:44403|issue:44991", + "issue:42796|issue:43746", + "issue:45812|issue:46491", + "issue:43381|issue:45923", + "issue:44291|issue:44589", + "issue:43792|issue:44589", + "issue:33666|issue:40444", + "issue:43883|issue:44991", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:43632|issue:44756", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:43531|issue:44291", + "issue:44079|issue:45663" + ], + "prepared_review_unit_hash": "874744209a081cb23a24c4649a022425f961bbda4109095c8653126bf18111af", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36984, + "estimated_input_tokens": 9246, + "estimated_eval_tokens": 18748 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated model/tokenizer/runtime regression reports. A couple of soft pairs do look like the same underlying bug family, but most are only thematically similar and should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "No single canonical issue fits the whole set: the items span many unrelated bugs across different models, tokenizers, loading paths, and performance regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue candidate; even the closest matches are narrow duplicate pairs, not a cluster-wide representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Different models and failures: a T5 tokenizer class-name conflict vs a Qwen3 auto device-mapping cuda assert." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma multimodal bugs, but the symptoms and likely root causes differ: a variable-name collision vs unsafe dtype casting in 4-bit embedders." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different code paths and models: Llava Next loading segfault vs Qwen3OmniMoe video-input processing error." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated issues: a Transformers v5 initialization flag break vs a TimesFM window_size attribute error." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Closely related Qwen VL regressions, but the reported symptoms are different enough here: broad video-input regression across several models vs still-image temporal position_id scaling in Qwen2.5-VL." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different bugs: missing all_tied_weights_keys on MolmoForCausalLM vs a tokenizer-loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "No shared underlying bug; one is torch version incompatibility, the other is a noisy-loading/logging issue." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Performance overhead in generation vs a StaticCache return-type contract bug; not the same defect." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different model families and failure modes: PaddleOCR-VL loading in vLLM vs sliding_window behavior on Qwen3-MoE." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same underlying Qwen3.5 save_pretrained regression: both report incorrect checkpoint contents after save_pretrained, with 45357 narrowing it to visual encoder keys." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen VL, but one is multi-image IterableDataset finetuning failure and the other is temporal position_id scaling; too different to merge." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions: base_model_prefix loading failure vs non-persistent buffer initialization junk." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Unrelated audio-feature extraction issue vs compiled flex_attention failing on newer torch." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both tokenizer-related, but one is a load failure and the other is a v5 performance regression in convert_tokens_to_ids." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` incompatibility introduced by transformers v5/rc0; one manifests through bitsandbytes Int8Params and the other through init_empty_weights model loading." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Different multimodal dtype bugs in different models; not the same concrete code-path failure." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Noise during loading vs tokenizer loading failure; no common underlying defect." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Different models and problems: BPE-marker handling in a tokenizer vs GraniteSpeech PEFT local-checkpoint loading." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both tokenizer regressions, but one is wrong token IDs for Granite models and the other is a leading-space round-trip issue for CodeLlama." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Different semantics: eval-mode gradient checkpointing restriction vs missing supports_gradient_checkpointing flag on a trust_remote_code variant." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: `_is_hf_initialized` constructor incompatibility vs missing Float8 storage object." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model loading/run failure is unrelated to the Float8 storage object error." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen VL training-related, but one is multi-GPU training and the other is multi-image IterableDataset finetuning; not the same bug." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/model-loading issues with no shared root cause." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Completely different areas: perplexity on GPT-OSS vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs an accuracy regression after upgrading Transformers; too broad and not the same defect." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Different regressions: _is_hf_initialized flag break vs mmap-induced OOM on Strix Halo." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different model-loading failures: Qwen2.5 GGUF with transformers v5 vs Llama4Config missing pad_token_id." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different generation/finetuning failures on different model families; no shared underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Unrelated issues: Qwen3-MoE sliding_window behavior vs `_is_hf_initialized` constructor incompatibility." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Both mention model internals, but one is a ModelOutput key assignment bug and the other is a Gemma4 FSDP2 attention KeyError." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The cluster is indeed mostly heterogeneous, and the two accepted soft pairs are reasonably supported as same-bug families. The rejected pairs do not overstate duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 13, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44509", + "issue:44534", + "issue:44568", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45701", + "issue:45812", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909", + "issue:47217" + ], + "soft_pairs": [ + "issue:41720|issue:45081", + "issue:43421|issue:44568", + "issue:42175|issue:45542", + "issue:44462|issue:45812", + "issue:44509|issue:46909", + "issue:43296|issue:46821", + "issue:43482|issue:45538", + "issue:42175|issue:43296", + "issue:44079|issue:44534", + "issue:43317|issue:43856", + "issue:43611|issue:43646", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:44265|issue:45072", + "issue:43818|issue:46402", + "issue:40444|issue:45381", + "issue:45325|issue:45834", + "issue:43818|issue:45357", + "issue:43493|issue:43994", + "issue:45325|issue:45381", + "issue:44829|issue:45479", + "issue:43454|issue:44466", + "issue:44291|issue:44877", + "issue:40444|issue:47217", + "issue:42915|issue:43482", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:42796|issue:45381", + "issue:43606|issue:44265" + ], + "prepared_review_unit_hash": "edee3259cb1dd0b1e5c7bb9f0c9746994e8a1a64d790a0c7f82a6de0739bd80c", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36082, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous rather than a true duplicate set: it mixes unrelated tokenizer, model-loading, multimodal-positioning, offload, packaging, and docs issues. None of the soft edges are strong enough to merge into one underlying bug/change. The closest theme is v5 model-loading regressions, so #43611 is the most representative issue.", + "confidence": 0.84, + "canonical_issue_reason": "#43611 is the cleanest, most broadly representative v5 regression in the set: it is concrete, reproducible, and centered on model loading/init behavior, which is the closest common thread among the few nearby issues.", + "canonical_pr_reason": null, + "best_issue_reason": "#43611 is the best single issue to anchor the cluster because it is specific, technically meaningful, and closer to the shared v5 loading/init failures than the more niche or unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Different failures: Qwen3 auto-device-map CUDA assert vs. Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizers, but one is runtime post-processor syncing and the other is BOS/EOS insertion behavior; different bugs." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Packaging/backend dependency omission is not the same as a tf-backend undefined error at runtime." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Ignoring repository tokenizer.json and wrong token IDs for Granite are distinct tokenizer-loading problems." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation-related, but they concern different docs/examples and different fixes." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and TimesFM window_size AttributeError are unrelated code paths." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading regression and CLIPTokenizer max_length constant are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "A missing TensorFlow backend dependency is not the same as a specific multimodal model loading failure." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment bug and non-persistent buffer junk are different low-level regressions." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "GPU/CPU offload load failure and MoE training memory inefficiency are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about custom model initialization; not the same concrete defect." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Batch-vs-single mismatch from missing padding-mask support is different from Gemma3 NaNs with sliding-window all-padding windows." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer serialization and ModelOutput key assignment are unrelated internals bugs." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA temporal attention/weight-sharing issue is unrelated to Sam3Model text encoder weights not loading." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both touch Qwen2.5-VL, but one is finetuning with multiple images per prompt and the other is video vision_position_ids; not clearly the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL rope/position-id scaling and Kosmos2.5 OCR index errors are different models and different failures." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA weight/tower bug and Qwen3.5 visual encoder key serialization are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP2-related, but one is HF-vs-JAX discrepancy and the other is nonsensical AutoModel/pipeline output; insufficient evidence of one underlying bug." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL position IDs, but one is still-image rope scaling and the other is video-input vision_position_ids; close, but not clearly the same concrete defect." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different sequence-classification regressions with different triggers and model families." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Tie-lm-head weight loading and inconsistent lm_head serialization are related only at a very high level, not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and strict config loading for granite_speech are different v5 compatibility problems." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Multiple-images-per-prompt finetuning failure and image-placeholder-in-user-text failure are different VL prompt parsing issues." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-GGUF loading failure are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offload behavior and tokenization changes across versions are not the same bug." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch and Qwen2.5-VL rope scaling are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position IDs are different tokenizer vs multimodal model bugs." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch and torch.export failures with torch_compilable_check are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 14, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43550", + "issue:43572", + "issue:43582", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:44186", + "issue:44265", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45584", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46821" + ], + "soft_pairs": [ + "issue:40990|issue:45584", + "issue:44479|issue:45823", + "issue:43262|issue:43746", + "issue:43828|issue:46821", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:43257|issue:45923", + "issue:41553|issue:43582", + "issue:42796|issue:46209", + "issue:45823|issue:46821", + "issue:44568|issue:45920", + "issue:42617|issue:42915", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:40990|issue:42947", + "issue:43317|issue:43873", + "issue:43454|issue:43720", + "issue:43749|issue:44534", + "issue:43377|issue:44898", + "issue:43572|issue:45759", + "issue:36331|issue:42617", + "issue:46305|issue:46315", + "issue:41720|issue:43322", + "issue:44877|issue:44991", + "issue:43322|issue:46050", + "issue:36331|issue:42915", + "issue:41720|issue:44977" + ], + "prepared_review_unit_hash": "9b67e399937a37f621a91051a0e046e3ed292f0702105db9c60e783b9351716c", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36475, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a grab bag of mostly unrelated model-, tokenizer-, loading-, and runtime-specific bugs. None of the soft pairs look like the same underlying issue, so all suggested duplicate edges should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single true duplicate cluster emerges from these items; if one issue must anchor the group, issue 43873 is the broadest and most actively discussed offloading/quantization bug among them.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the strongest standalone representative: it is open, well-scoped, and has the most evidence of an ongoing, reproducible runtime problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Different failures: high perplexity on one model vs Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "One is a video-input regression across Qwen VL variants; the other is a Gemma4 device-mapping mismatch." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs GraniteSpeech PEFT checkpoint loading; different code paths." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM's window_size AttributeError." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-map CUDA asserts." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset failure is a different subsystem from generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to torch.export failures with torch_compilable_check." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Different symptoms and mechanisms: CUDA assert on Qwen3 vs Gemma4 forward device mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both touch generation/runtime, but one is Bark CPU-offload device mismatch and the other is DAC from_latents vs forward STE behavior." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision lm_head tying bug and Bamba torch.compile SDPA failure are distinct model-specific issues." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MOE weights not converted during accelerate+deepspeed loading is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer error messaging for Voxtral is unrelated to an Apple Silicon allocator TypeError." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are separate problems with different components." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device mismatch during forward has nothing to do with TimesFM window_size attribute handling." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenization behaviors and different model families." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to Qwen3Moe FineGrainedFP8Config loading." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batching/padding-mask output mismatch is unrelated to OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Different bug classes: weight tying vs bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity anomaly on a model is unrelated to gradient checkpointing ineffective with PEFT LoRA." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve offloading/quantization, but one is dequantized model loading with device_map=auto and the other is a broader quantized offloading regression." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking are unrelated model-loading problems." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage and non-persistent buffer junk are different transformer-state issues." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI batching bug and Perceiver non-default resolution failure are different model-specific behaviors." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLm pad_token_idx regression is unrelated to unwraping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer compute_loss signature breakage is unrelated to the 3d_parallel.py execution failure." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Streaming mask off-by-one and tokenizer lookup slowdown are unrelated bugs." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and Llava Next segmentation fault are different loading failures." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config blocking granite_speech and tokenizer loading failure for est-roberta are separate regression types." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segfault on Llava Next model load is not the same as sinq quantized model save/load breakage." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer loss-signature mismatch and Qwen3Moe FP8 config failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "CUDA assert with device mapping and flash-attention generation failure are different Qwen3.5 issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 15, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44610", + "issue:44756", + "issue:44898", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45685", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:44387|issue:45704", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:43450|issue:45701", + "issue:44466|issue:45357", + "issue:43873|issue:44756", + "issue:26413|issue:28530", + "issue:44186|issue:45072", + "issue:43065|issue:46402", + "issue:43295|issue:45701", + "issue:45685|issue:46821", + "issue:46612|issue:46858", + "issue:43881|issue:44488", + "issue:43646|issue:46665", + "issue:36010|issue:42617", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:44451|issue:47020", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:42915|issue:43317", + "issue:43404|issue:45357", + "issue:46821|issue:46869", + "issue:44610|issue:44898", + "issue:28530|issue:33666", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:44008|issue:45823", + "issue:36331|issue:41720" + ], + "prepared_review_unit_hash": "9d3973251771de6b934d530efdd31ee32efc29f21f554de48715e9b3b4200763", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36663, + "estimated_input_tokens": 9166, + "estimated_eval_tokens": 18588 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share broad keywords or subsystem names, but they describe different bugs, models, and fix paths. I would not merge any of the suggested duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated training, loading, tokenizer/processor, quantization, device-map, and model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative because the cluster is not a true duplicate set and lacks one common underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both involve memory/perf symptoms, but one is int4 quantization OOM while the other is a T5 RMSNorm memory leak; different root causes and fixes." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity on GPT-OSS vs tokenization changes across versions are different problems; only the general topic of model output quality overlaps." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and failure to run 3d_parallel.py are unrelated failures." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batched-shape bug and tokenization changes are different components and bugs." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both concern serialization, but one is tied lm_head.weight behavior and the other is incorrect visual encoder keys in Qwen3.5 save_pretrained; not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offload misbehavior versus mmap-induced OOM on Strix Halo are different underlying issues." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "resume_from_checkpoint epoch_iterator failure and early stopping metric lookup are separate trainer bugs." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "LayoutLMv2Tokenizer batching/NER crash is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Model text-encoder weights not loaded are distinct Sam3 issues." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer/image regression after v4.57.5 is not the same as version-dependent tokenization changes." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "An MPS histogram-int limitation in moe code and a TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache/generation, but one is missing beam-search cache reorder support and the other is static-cache slice arithmetic on non-CUDA backends; different fixes." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different model loading failures for different models; no shared concrete code-path bug is evident." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both involve loading/init patterns, but v5 custom model initialization breakage and from_pretrained-in-class inconsistency are not the same failure mode." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and 3d_parallel.py runtime failure are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Bamba torch.compile+SDPA failure and BitNet packed-weight unpacking during accelerate loading are different code paths." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype remaining float32 and incorrect max_steps on checkpoint resume are unrelated bugs." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer/model loading related, but a specific model load failure and an XLMRobertaTokenizer constructor type mismatch are different issues." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes and OmDet-Turbo processor size mismatch are distinct processor/model bugs." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba SDPA/torch.compile failure and suno/bark-small CPU-offload device mismatch are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and dequantized model loading with gpu+cpu offload are both quantization-related but not the same concrete problem." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head tying/serialization in Mistral3 differs from incorrect visual encoder key saving in Qwen3.5." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both mention image sizes/resolution, but they affect different models and different preprocessing/model-assumption mismatches." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric configuration and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 device-map CUDA assert and GPT-OSS MoE tensor-parallel support are different distributed-inference issues." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated config bugs." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FineGrainedFP8Config failure and kernels v0.15 import/version requirements are different problems." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma 3n variable collision in forward and Gemma4 PLE device mismatch with auto device_map are distinct bugs." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "CustomTrainer.compute_loss signature mismatch and Qwen3 CUDA assert are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 16, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43316", + "issue:43322", + "issue:43425", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44913", + "issue:44991", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:47020", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:44734|issue:46858", + "issue:44423|issue:45406", + "issue:44671|issue:44743", + "issue:44464|issue:46858", + "issue:44186|issue:44361", + "issue:45632|issue:45684", + "issue:28530|issue:30064", + "issue:43425|issue:46821", + "issue:43316|issue:44913", + "issue:43881|issue:44991", + "issue:45701|issue:47145", + "issue:29159|issue:36032", + "issue:43526|issue:43883", + "issue:33357|issue:35707", + "issue:42915|issue:43322", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:44492|issue:44509", + "issue:43540|issue:43782", + "issue:43531|issue:45759", + "issue:43452|issue:47020", + "issue:43257|issue:47254", + "issue:43550|issue:43653", + "issue:44534|issue:46665", + "issue:41720|issue:43746" + ], + "prepared_review_unit_hash": "44cadb96fb027840def8c9eb08e21ab610e56b6d7b439be69dd0dfb144b6ef09", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35156, + "estimated_input_tokens": 8789, + "estimated_eval_tokens": 17834 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated bug reports across different models, tokenizers, processors, and runtime paths. I found no pair that is clearly the same underlying issue, so all soft edges should be rejected.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43873 is the strongest representative issue here: it is active, broadly scoped, and has notable downstream references, making it the best general triage anchor among the listed issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best overall issue candidate because it is open, impacts a common runtime area (offloading/quantization), and is more central than the narrow model-specific reports around it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/indexing in generation, but they hit different code paths: serve KV-cache continuation vs static-cache prefill arithmetic on non-CUDA backends." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve/multimodal crashes, but the failures differ: one is a string `.to()` error in continuous batching, the other is a missing `_tokenizer` attribute in `Gemma4Processor`." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different models and symptoms: CamemBERT masked-LM prediction drift versus Qwen3 modular recurrent-state reset with cache." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both mention compiled generation/cache behavior, but one is chunked generation inconsistency in compiled forward while the other is a device-tensor length bug in static-cache prefill arithmetic." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer-related, but they are distinct bugs in different tokenizers and tasks: NER/padding crashes vs MLuke task AttributeError." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "One is a trust_remote_code cache-path collision; the other is save_pretrained propagating read-only permissions. Same broad area, different underlying bug." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Completely different domains: early-stopping metric selection versus image processor handling of void segmentation maps." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "A Torch version compatibility report does not match a TimesFM `window_size` AttributeError; different failures and code paths." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/API-ish issues, but one concerns `Gemma3TextConfig` parity while the other is GPTNeoX `rotary_pct` persistence on reload." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different loading failures for different models: GLM-4V model load versus tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "One is a version-dependent tokenization change, the other is FP8 checkpoint loading missing weight scale application. Not the same bug." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both involve tokenizers, but one is slow/fast inconsistency in general while the other is a T5-specific `add_special_tokens` name conflict." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Different components and failures: BEiT image-processor label reduction versus Molmo missing `all_tied_weights_keys`." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "Unrelated problems: MacOS bus error with a community CLIP model versus progressive generation with `inputs_embeds` and `past_key_values`." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Both are model-loading/runtime issues, but one is Qwen3MoE FP8 config handling and the other is Llava Next segmentation fault." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Different processor bugs: void segmentation maps in an image processor versus BarkProcessor `voice_preset` handling." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to the T5 apex RMSNorm memory leak report." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategy text is not the same underlying problem as stale docs still listing removed pipeline tasks." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both involve Qwen3 multimodal models, but one is a video-input ValueError and the other is a `weight_only=True` load error for Qwen3VL." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen3-family issues, but one is sliding-window behavior in MoE models and the other is config unwrapping for multimodal `text_config`." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer/loading failures: `gguf_file` breaks generic from_pretrained flows, while XLMRobertaTokenizer passes a dict where Unigram expects a sequence." + }, + { + "left": "issue:43257", + "right": "issue:47254", + "accept": false, + "reason": "Both mention distributed training tooling, but one is Qwen3 MoE weight conversion under accelerate+deepspeed and the other is a PEFT/ZeRO-3 checkpoint error." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Completely unrelated: Bamba torch.compile/SDPA issue versus a tokenizer special-token registration bug in BigBird." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Different bugs: non-persistent buffers corrupted in v5 versus inconsistent `from_pretrained` behavior inside Python classes." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Distinct model/runtime failures: Qwen3 auto device mapping CUDA assert versus GraniteSpeech PEFT local checkpoint 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": 27, + "review_unit_index": 17, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:43329", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43844", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46402", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:42490|issue:43329", + "issue:43606|issue:43720", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:34634|issue:41720", + "issue:43531|issue:44589", + "issue:45406|issue:45464", + "issue:43606|issue:43653", + "issue:43388|issue:45059", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43540|issue:46858", + "issue:45357|issue:46402", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44625|issue:45479", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:41720|issue:45704", + "issue:43381|issue:45704", + "issue:43746|issue:46050", + "issue:44368|issue:45357", + "issue:44918|issue:44936", + "issue:46655|issue:46693", + "issue:43421|issue:43927" + ], + "prepared_review_unit_hash": "c9c690c75dd114e281c9be2424a2ad55b68c0801daf062ffebb64b376283d5e8", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36420, + "estimated_input_tokens": 9105, + "estimated_eval_tokens": 18466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous; the soft pairs span unrelated subsystems and none look like true duplicates. If a single issue must anchor the cluster, #46693 is the best representative because it has the strongest engagement and a clear, reproducible regression report.", + "confidence": 0.14, + "canonical_issue_reason": "#46693 is the strongest standalone anchor in this set: it has the most discussion/inbound references and describes a concrete regression with a broad repro, whereas the rest are mostly narrow, unrelated bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "#46693 is the best overall issue candidate here because it is well-scoped, high-signal, and likely to be triaged independently without depending on another issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Different bugs: local-path slash import warning vs undefined names in multimodal token counting." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Different model/load paths: Bark CPU offload mismatch vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Unrelated training-state counter bug vs generation behavior with inputs_embeds/past_key_values." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention windowing, but they are different models and different failure modes (sliding_window vs window_size attribute error)." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Completely unrelated: BarkProcessor voice_preset vs Qwen3 auto device mapping CUDA assert." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Different subsystems and causes; sliding window behavior is not the same as Float8 storage loading failure." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different code paths: Gemma4Processor server crash vs Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different root causes: device-mismatch under CPU offload vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Training metric gathering bug is unrelated to SAM3 text/box interaction behavior." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite-config unwrapping bug and CPU-offload rotary-embedding incompatibility are separate issues." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load failures, but the affected models and likely root causes differ." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Different models and paths: save_pretrained visual-encoder key regression vs text encoder weights not loaded." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post-init policy issue is unrelated to Qwen3.5 num_labels propagation." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Model-loading regression and PIL image-processor torchvision dependency are different bugs." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken argument conflict is not the same underlying problem as ScandiBERT loading failure." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver resolution handling and bf16 dtype mismatches in other models are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "One is config propagation in Qwen3.5; the other is loss degeneration for num_labels=1 across classification models." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to ZeRO-3 gradient explosion." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both involve docs/examples and processor/model mismatch, but they are different models and different bugs." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 device-map CUDA assert and T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "No shared code path: gradient checkpointing eval restriction vs T5 memory leak." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Different persistence issues: PEFT local-checkpoint loading vs quantized sinq save/load corruption." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but different problems: LoRA warning about tie_word_embeddings vs incorrect visual-encoder keys on save." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT unpacking failure is not the same as evaluate-after-train behavior." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video padding bug in SmolVLM is unrelated to FA2 long-context generation regression." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token/post-processor sync bug is different from save/load loss of custom token IDs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 18, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:42886", + "issue:43295", + "issue:43421", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44857", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45507", + "issue:45834", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46693", + "issue:46858", + "issue:47050" + ], + "soft_pairs": [ + "issue:43531|issue:45923", + "issue:43746|issue:43873", + "issue:30064|issue:36010", + "issue:43421|issue:43653", + "issue:42886|issue:44843", + "issue:39692|issue:43493", + "issue:44514|issue:44545", + "issue:43994|issue:44671", + "issue:44464|issue:47050", + "issue:43782|issue:45381", + "issue:46032|issue:46463", + "issue:45081|issue:45356", + "issue:43526|issue:43881", + "issue:44857|issue:47050", + "issue:43421|issue:44186", + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:45507|issue:46858", + "issue:39692|issue:47050", + "issue:43720|issue:43819", + "issue:43295|issue:45834", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:43596|issue:44220", + "issue:44062|issue:44488", + "issue:43653|issue:43720", + "issue:44625|issue:47050", + "issue:43540|issue:46294", + "issue:43531|issue:43643", + "issue:45381|issue:46693" + ], + "prepared_review_unit_hash": "77ffb04f9392c70274e67d4dcd9fcfa8a553100ac8f5d838cc403e46888c8ec6", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36376, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft edges are overwhelmingly false positives across unrelated tokenizer, vision, loading, generation, and performance bugs. There is one clear duplicate pair (`44514`/`44545`) about `Qwen2_5_VLProcessor.apply_chat_template` crashing on batched input with `padding=False`.", + "confidence": 0.97, + "canonical_issue_reason": "`issue:44514` is the clearest canonical issue because it is an exact duplicate of `issue:44545` with the same Qwen2_5_VLProcessor batched `padding=False` crash and it appears slightly earlier; the rest of the items are unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:44514` is the safest issue to keep as the representative item because it is the only obvious duplicate pair in the set; everything else spans different code paths and should stay separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:45923", + "accept": false, + "reason": "Different bugs: Qwen3-MoE sliding-window behavior vs Nemotron trust_remote_code gradient-checkpointing flag." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Both involve loading/offloading, but one is PEFT local checkpoint loading and the other is quantization offloading behavior." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Unrelated subsystems: image processor segmentation maps vs an import error for `GenerationMixin`." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Tokenizer-special-token maintenance vs BigBird mask-token registration; similar area, different concrete failure." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline mode, but the failures come from different tokenizer code paths and root causes." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but one is a docs/example mismatch and quantization issue while the other is an implementation discrepancy with JAX." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same `Qwen2_5_VLProcessor.apply_chat_template` batched `padding=False` crash; clear duplicate." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 bad outputs vs CamemBERT masked-LM prediction regression." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Compiled chunked generation inconsistency is unrelated to an fp16 ONNX attention dtype mismatch." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen VL-related, but one is a `weight_only=True` load error and the other is a video `vision_position_ids` bug." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba cache correctness bug vs a T5 decoder-input validation error message; not the same issue." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch `_patch_mistral_regex`, but one is a tokenizer-attribute crash and the other is a Kimi tokenizer codec/ warning regression." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs a glm-4v-9b load failure are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Different numerical bugs in different paths: LwDetr AMP loss crash vs Canine ONNX export attention dtype mismatch." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both tokenizer issues, but one is runtime special-token updates and the other is LayoutLMv2 batched padding/truncation crashes." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer-regression report vs a Hub API argument-forwarding bug; no shared underlying code path." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 example/model mismatch is unrelated to quantization offloading behavior." + }, + { + "left": "issue:45507", + "right": "issue:46858", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call vs static-cache sequence-length tensor arithmetic; different failures." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "Different models and domains: SigLIP2 docs/behavior issue vs Canine ONNX export dtype mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading bug vs DAC forward/from_latents mismatch; unrelated code paths." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Custom model processor/tokenizer regression vs Kosmos2.5 long-OCR index error; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Torch.compile SDPA failure in Bamba-9B-v2 is unrelated to DiaConfig save/load token-ID loss." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba compile/SDPA bug vs MLukeTokenizer AttributeError; different models and failures." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO3/BertModel index error is unrelated to `_torch_extract_fbank_features()`." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken argument collision vs a tokenizer/model loading failure for `cjvt/sleng-bert`." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token registration bug vs BitNet accelerate-loading unpacking bug; unrelated." + }, + { + "left": "issue:44625", + "right": "issue:47050", + "accept": false, + "reason": "Qwen3.5 config propagation bug vs Canine fp16 ONNX export dtype mismatch; different subsystems." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input issues, but they affect different Qwen model families and different processing stages." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior vs `trust_remote_code` missing fields in AutoConfig; unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Video `vision_position_ids` bug vs FA2 long-context performance regression; not the same underlying problem." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft edge, 44514/44545, is well supported by the nearly identical titles and issue text, and the other pairs are reasonably rejected as separate bugs. No obvious overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 19, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43335", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43756", + "issue:43819", + "issue:44008", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44561", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45834", + "issue:45987", + "issue:46291", + "issue:46665", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:46932", + "issue:47020" + ], + "soft_pairs": [ + "issue:46829|issue:46832", + "issue:43611|issue:46665", + "issue:41720|issue:44991", + "issue:30064|issue:36331", + "issue:44220|issue:44661", + "issue:45987|issue:46829", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:44488|issue:47020", + "issue:43550|issue:43819", + "issue:43335|issue:43756", + "issue:43618|issue:43697", + "issue:43643|issue:44877", + "issue:34634|issue:36010", + "issue:44821|issue:45084", + "issue:44843|issue:45081", + "issue:45987|issue:46932", + "issue:39692|issue:45834", + "issue:44186|issue:44442", + "issue:43540|issue:44008", + "issue:44448|issue:44671", + "issue:44008|issue:46858", + "issue:44991|issue:47020", + "issue:45584|issue:45834", + "issue:44991|issue:46291", + "issue:44561|issue:45020", + "issue:45183|issue:45479", + "issue:43421|issue:44811" + ], + "prepared_review_unit_hash": "c0dfceeffc105991c437f93ed42970fa0e347b6172fa39da473f675a8b00c6c9", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35817, + "estimated_input_tokens": 8955, + "estimated_eval_tokens": 18166 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated Transformers regressions across models, tokenizers, configs, multimodal processors, and cache behavior. None of the soft links look like true duplicates or the same concrete fix.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the items span different subsystems and failure modes, and the soft pairs do not share a concrete code path.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "issue:45020 is the broadest user-impacting report here about remote_code regressions, so it is the least-bad representative of the cluster, but it should not absorb the other issues.", + "best_pr_reason": "No pull requests are present to choose from.", + "soft_edge_verdicts": [ + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different models and bugs: VideoPrism output wiring vs RT-DETR forward type error." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both involve loading APIs, but one is a v5/base_model_prefix regression and the other is from_pretrained behavior inside Python classes." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated failures: Qwen3 auto device mapping CUDA assert vs tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation handling and CustomTrainer.compute_loss signature are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug vs add-new-model-like/tokenizer mapping failure; no shared code path." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache sequence-length return type bug is unrelated to VideoPrism output contents." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different components: LayoutLMv2 tokenizer padding/NER crash vs Perceiver image classification resolution handling." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug vs DAC latent reconstruction mismatch; distinct fixes." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer load issues, but for different models and different failure mechanisms." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to DAC forward/from_latents mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer selection are different model-config bugs." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions regression and RTDetrV2 output differences are separate model-output issues." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both affect config loading, but one is trust_remote_code missing fields and the other is strict config rejecting granite_speech; different root causes." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice preset and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both mention _patch_mistral_regex, but one is offline model_info access and the other is an AttributeError on backend_tokenizer; not the same bug." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache sequence-length contract issue is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs/example errors and Kosmos2.5 long-OCR index error are different problems." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash and FastSpeech2ConformerTokenizer loading failure are unrelated tokenizer issues." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and Gemma3n audio_mel_mask variable collision are different multimodal bugs." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 behavior regressions, but for different models and different code paths." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable collision and StaticCache.get_seq_length device-tensor behavior are separate bugs." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading failures, but the underlying errors and model families differ." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation and Kosmos2.5 long OCR input overflow are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading for a specific model and importing transformers.pipelines with kernels version requirements are different failures." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both concern remote_code regressions, but one is a specific v5 utility removal and the other is a broad umbrella report; not the same concrete bug." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation messaging and sequence-classification zero-loss behavior are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processing and Whisper batch_decode skip_special_tokens behavior are different tokenizer/processor issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 20, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43322", + "issue:43388", + "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:44610", + "issue:44671", + "issue:44805", + "issue:44936", + "issue:44977", + "issue:45072", + "issue:45081", + "issue:45381", + "issue:45563", + "issue:45685", + "issue:45701", + "issue:45834", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46846", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:43577|issue:43818", + "issue:43606|issue:45072", + "issue:43322|issue:45685", + "issue:43644|issue:43749", + "issue:43550|issue:45072", + "issue:44479|issue:45834", + "issue:44805|issue:44936", + "issue:43782|issue:44977", + "issue:45563|issue:47276", + "issue:46294|issue:46463", + "issue:43582|issue:46512", + "issue:43825|issue:43994", + "issue:28218|issue:29159", + "issue:43931|issue:46846", + "issue:43388|issue:46032", + "issue:43540|issue:45381", + "issue:43716|issue:44008", + "issue:44610|issue:45072", + "issue:43749|issue:44291", + "issue:43645|issue:46665", + "issue:43720|issue:45072", + "issue:34634|issue:36331", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:43825|issue:43827", + "issue:43577|issue:43582", + "issue:43262|issue:47217" + ], + "prepared_review_unit_hash": "4bbfe593ee7f921392f58778e53375caed9aa99bc646d2ea429a6624902b5bc1", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35512, + "estimated_input_tokens": 8878, + "estimated_eval_tokens": 18012 + }, + "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. The only clear duplicate-like pair is the tokenizer regression between issue:28218 and issue:29159; the rest are distinct bugs across different models and code paths.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45701 is the best canonical issue in this packet because it has the strongest inbound-reference count here (6) and its title is the broadest tokenizer-oriented framing, which fits the only coherent subtheme in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best global representative for this heterogeneous set: it is the most referenced item in the packet and is the most general tokenizer-related issue among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different bugs: Blip2 dtype handling versus Video-LLaVA temporal attention / weight-sharing problems." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both mention mismatches, but one is a CPU offload device mismatch and the other is a bfloat16 dtype mismatch in a different path." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segfault while loading Llava Next is unrelated to an MPS Int histogram implementation error in moe code." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk and FSDP CPU RAM-efficient loading are different loading-state regressions." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile/SDPA failure is not the same underlying bug as a dtype mismatch regression." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Different model families and different failure modes: video-input regression versus long-OCR index error." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape IndexError is unrelated to trainer.evaluate() failing after trainer.train()." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Weight-only load error and flash-attention generation issue are distinct code paths." + }, + { + "left": "issue:45563", + "right": "issue:47276", + "accept": false, + "reason": "Both are warnings, but they concern different warnings in different generation/batching behaviors." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video chat-template mismatch is unrelated to T5 decoder input validation messaging." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon warmup TypeError and stale config dtype are different dtype/state bugs." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "A misleading pipeline error message is not the same as wrong SigLIP2 model outputs." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Both describe the same tokenizer added-token spacing regression, with slow/fast tokenizer behavior diverging on the extra space after added tokens." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Both mention Qwen VL loading/shape problems, but one is a weight-shape mismatch and the other is a TP-plan omission causing OOM/shape issues." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric-gathering label truncation is unrelated to Mamba2Mixer use_cache correctness." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen video bugs affecting different models and mechanics; not the same underlying issue." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "A dtype mismatch in Mistral-3 preprocessing is unrelated to a Gemma3n variable-name collision." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch and dtype mismatch are separate bugs." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP RAM-efficient loading breakage and an unexpected _is_hf_initialized arg during init_empty_weights are different loading regressions." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Jupyter custom-model initialization issue is not the same as inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking failure during accelerate loading is a different issue than dtype mismatches." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM predictions and version-dependent tokenization changes are not clearly the same bug." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend dependency installation and Mistral regex patching are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both concern v5 pipeline removal, but one is an error-message issue and the other is docs cleanup, not the same underlying bug." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype state and Apple Silicon warmup TypeError are different failure modes." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Audio sampling-rate defaults and VL image-placeholder handling are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering summary is mostly conservative, but the canonical_issue_reason overstates the packet evidence: issue:28218 does not have the most inbound references among the items here (e.g. issue:45701 has 6, issue:43749 has 4, several others have 3). That makes the justification for canonizing 28218 insufficiently grounded. The tokenizer-pair duplicate call is plausible, but the representative-selection rationale needs to be tightened to only cite evidence present in the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 21, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "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:43746", + "issue:43782", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44589", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45600", + "issue:46175", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46697", + "issue:46728", + "issue:46932" + ], + "soft_pairs": [ + "issue:45003|issue:46285", + "issue:46175|issue:46932", + "issue:43653|issue:44912", + "issue:43742|issue:45020", + "issue:44589|issue:45042", + "issue:43582|issue:44857", + "issue:43782|issue:45325", + "issue:43262|issue:43819", + "issue:46697|issue:46728", + "issue:45372|issue:46326", + "issue:36010|issue:43645", + "issue:43550|issue:44912", + "issue:36010|issue:36331", + "issue:43531|issue:45042", + "issue:43257|issue:43329", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:43526|issue:43697", + "issue:42175|issue:46291", + "issue:43906|issue:46209", + "issue:43819|issue:43927", + "issue:45081|issue:45406", + "issue:44060|issue:44368", + "issue:42490|issue:43257", + "issue:43854|issue:44977", + "issue:43329|issue:45600", + "issue:43746|issue:44811" + ], + "prepared_review_unit_hash": "81eff33b8d4634cbcd99374c5b5e77522217b7c28e9fc40d195f873e5a6473ae", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36363, + "estimated_input_tokens": 9091, + "estimated_eval_tokens": 18438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformers bug reports with only superficial title similarity; I found no soft pair that looks like the same underlying issue, so no edges are accepted.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45020 is the closest thing to a cluster anchor because it is a broad, high-level model-loading regression report, but the set is too heterogeneous to treat it as a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most generally representative and actionable issue in the set, but only as a loose anchor\u2014not as a duplicate match for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Different subsystems and failure modes: unsafe sys.modules access vs CLIP text-model structure inconsistency." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but one is a huge position-embedding memory issue and the other is a dtype-casting bug for quantized embedders." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBird tokenizer special-token registration is unrelated to MXFP4 quantization fallback on git-oss-20b." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A KeyError while loading one model is not the same concrete bug as the broad remote_code breakage in recent versions." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure on import is unrelated to PIL image processors requiring torchvision." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to a CUDA AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only load error and Qwen2.5-VL rope-index scaling are different code paths and different model families." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to DAC latent reconstruction mismatch." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-geometry bugs, but they affect different processors and different calculations (padding vs patch counting)." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both mention mistral_common, but one is an import regression for Gemma 4 loading and the other is continue_final_message behavior in tokenizers." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure is unrelated to custom-model initialization problems in notebooks." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile + SDPA failure for Bamba is unrelated to quantization loading fallback on git-oss-20b." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and CustomTrainer.compute_loss signature mismatch are different bugs in different layers." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to PIL backend torchvision dependency handling." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to an undefined-name bug in multimodal token counting." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Deepspeed ZeRO-3 index error on a non-pretrained Bert model is not the same as evaluate() failing after train()." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "These are both loading problems, but one is gguf_file handling for from_pretrained and the other is a tokenizer-loading regression for a specific model." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output changes are unrelated image-processing/model-output bugs." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Missing TensorFlow in a pip extra and kernels v0.15 import requirements are completely different dependency issues." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same as the FP8 inference failure on B200." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent/STE mismatch and DiaConfig custom-token loss are different bugs with different effects." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "A Mistral tokenizer regex patch crash is unrelated to Gemma4Processor missing _tokenizer in transformers serve." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both involve Qwen3 warnings, but one is a bad tied-weights warning implementation and the other is a LoRA fine-tuning warning about config." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local path slash import warnings are unrelated to Qwen3 MoE weight conversion failures." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading issues and Qwen3.5 flash-attention generation failures are different model-specific bugs." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined multimodal token helper names and stale auto_mappings references are unrelated maintenance/regression issues." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Local PEFT adapter loading for GraniteSpeech is unrelated to Whisper batch_decode ignoring skip_special_tokens." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 22, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43425", + "issue:43450", + "issue:43525", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43742", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45084", + "issue:45200", + "issue:45459", + "issue:45538", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:47050", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:45084|issue:45538", + "issue:43526|issue:44554", + "issue:43643|issue:45759", + "issue:45859|issue:47050", + "issue:38175|issue:44610", + "issue:45200|issue:47254", + "issue:43262|issue:44811", + "issue:39692|issue:44912", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:43329|issue:43450", + "issue:43257|issue:43931", + "issue:43257|issue:43696", + "issue:44291|issue:45042", + "issue:34567|issue:40990", + "issue:29159|issue:34567", + "issue:42915|issue:44821", + 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grab-bag of unrelated Transformers bug reports. The soft pairs mostly share broad subsystem keywords, but they do not describe the same concrete failure, so none should be deduplicated together.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue is a good canonical representative: the items span unrelated bugs in loading, tokenization, multimodal/video/audio processing, quantization, and training state.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue cleanly represents the whole cluster well enough to serve as a global best duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Different problems: template-node compilation failure vs an oversized CLIPTokenizer max_length constant." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to an MPS attention correctness issue." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "One is missing fields from trust_remote_code AutoConfig loading; the other is AutoModelForCausalLM.from_config not unwrapping text_config for composite Qwen configs." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "CPU offload rotary embedding incompatibility is not the same as fp16 ONNX attention dtype mismatch." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different models and failure modes: zero probabilities in SigLIP2 vs processor/model input-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:45200", + "right": "issue:47254", + "accept": false, + "reason": "mm_token_type_ids defaulting to zeros is unrelated to a PEFT + DeepSpeed ZeRO-3 checkpoint error." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode skip_special_tokens handling are separate API bugs." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Doc example errors for SigLIP2 are not the same as gpt-oss MXFP4 loading falling back to bf16." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Undefined video token-count helpers in multimodal token accounting is a different code path from the v5.3.0 video input regression." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to MobileLLM key lookup/loading errors." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both touch video processing, but one is undefined multimodal token helpers while the other is incorrect batched video output shape." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Accelerate+DeepSpeed weight conversion issue is not the same as Qwen3-VL shape mismatches during model loading." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Weight conversion/loading correctness and CUDA OOM are different underlying problems." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument in init_empty_weights is unrelated to PIL image processors wrongly requiring torchvision." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token-count tracking and high perplexity on gpt-oss-20b are not the same defect." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency and TrainerState num_input_tokens_seen not updating are different subsystems and bugs." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 config loading and AutoImageProcessor-from-URL failure are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention memory, but int4 reserved-memory regression and Sam3Video OOM are not the same code-path problem." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "MXFP4 fallback/loading bug and missing weight_scale on frozen FP8 checkpoints are distinct quantization issues." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer protobuf error handling and FuyuBatchFeature bare-except swallowing interrupts are different error-handling bugs." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4Config missing pad_token_id is unrelated to kernels v0.15 import-time dependency/version handling." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "ADD THE DATA is not a concrete duplicate target, and the other issue is just a reproduction of a different upstream bug." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Lazy cache initialization causing recompilation is different from max_cache_length being honored only for Quantized Cache." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "PyTorch-missing ImportError for AutoModel and Bart generate decoder_attention_mask UnboundLocalError are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading failure for physical-intelligence/fast and CLIPTokenizer model_max_length behavior are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as kernels v0.15 requiring version/revision metadata." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and DiffusionGemmaGenerationOutput pipeline failure are different models and failures." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch ImportError and Llama 3.2 Vision loading breakage are separate load-time issues." + }, + { + "left": "issue:45859", + "right": "issue:47254", + "accept": false, + "reason": "CPU offload rotary embedding incompatibility is unrelated to the PEFT + ZeRO-3 checkpoint error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 23, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:39379", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43452", + "issue:43454", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44554", + "issue:44560", + "issue:44568", + "issue:44756", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44991", + "issue:45081", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45538", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47020", + "issue:47254" + ], + "soft_pairs": [ + "issue:44568|issue:45356", + "issue:43749|issue:44756", + "issue:33357|issue:34567", + "issue:42175|issue:43824", + "issue:45081|issue:47020", + "issue:43454|issue:43577", + "issue:45137|issue:45405", + "issue:43404|issue:45127", + "issue:39379|issue:44554", + "issue:43697|issue:45357", + "issue:28282|issue:29127", + "issue:44936|issue:46821", + "issue:43742|issue:44291", + "issue:44857|issue:46832", + "issue:44479|issue:46693", + "issue:42915|issue:45538", + "issue:43582|issue:47254", + "issue:44062|issue:44991", + "issue:24643|issue:29159", + "issue:27957|issue:28282", + "issue:45538|issue:46869", + "issue:43452|issue:43582", + "issue:42915|issue:43749", + "issue:41720|issue:43540", + "issue:42175|issue:44488", + "issue:44291|issue:44821", + "issue:43577|issue:46512", + "issue:43540|issue:44560", + "issue:43540|issue:44479" + ], + "prepared_review_unit_hash": "6564f8cf636db26c312024f7ed6e34f4a896fdfe78f03bb0dd7802eee08cf1f8", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35875, + "estimated_input_tokens": 8969, + "estimated_eval_tokens": 18194 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous; the soft-similarity pairs share broad themes but not the same concrete bug or change, so they should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: these items span unrelated tokenizer, model-loading, training, multimodal, and runtime/device bugs, so none safely subsumes the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "No globally best issue among this set; the cluster is too mixed for one issue to represent the underlying problem space well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and code paths." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "One is FSDP CPU RAM-efficient loading, the other is mmap OOM on Strix Halo; not the same bug." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "CLIP bus error on macOS is unrelated to TrainerState token counting." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Package/backend install issue versus missing model class import." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer failures, but they involve different constructors and failure modes." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different model-loading dtype/tie-weight problems on different architectures." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT version bump issue." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Missing lm_head tying in Mistral3 is not the same as LoRA merge collapse with extended vocab." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "Different correctness bugs in different attention/mask code paths." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RT-DETR output regression and Qwen3.5 save_pretrained key regression are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import is unrelated to the LayoutLMv3 error-message issue." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate-after-train failure is unrelated to TimesFM's window_size AttributeError." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Model key-loading failure and init_empty_weights argument mismatch are different root causes." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "AMP crash in LwDetrImageLoss is not the same as RTDetrModel feature-level mismatch." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video-input regression and FA2 long-context performance regression are distinct problems." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 failure is unrelated to CLIPTokenizer's max_length constant." + }, + { + "left": "issue:43582", + "right": "issue:47254", + "accept": false, + "reason": "Apple Silicon allocator TypeError is unrelated to PEFT+ZeRO-3 checkpointing errors." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer special-argument duplication is not clearly the same as the est-roberta loading failure." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-shape runtime error is unrelated to slow/fast tokenizer inconsistency." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 support issue is unrelated to missing PyTorch installation." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer max_length bug and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading breakage is unrelated to the Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FP8 config failure and FSDP CPU RAM-efficient loading are different subsystems and bugs." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device-mapping cuda assert and Qwen3OmniMoe video ValueError are different failures." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend installation missing TensorFlow is unrelated to loading cjvt/sleng-bert." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and AutoImageProcessor URL loading are different code paths." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Model/qformer dtype staying float32 is not the same as config.dtype being stale." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different Qwen video-input regressions with different exceptions and models." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Same general area, but not the same concrete regression 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": 1, + "component_count": 27, + "review_unit_index": 24, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:24643", + "issue:29870", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:43257", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44877", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45600", + "issue:45672", + "issue:45674", + "issue:45701", + "issue:45823", + "issue:45907", + "issue:46399", + "issue:46463", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:47276" + ], + "soft_pairs": [ + "issue:44987|issue:45907", + "issue:44479|issue:45381", + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:44849|issue:45701", + "issue:38175|issue:44898", + "issue:44792|issue:44964", + "issue:44568|issue:45488", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43257|issue:43756", + "issue:43531|issue:44821", + "issue:43756|issue:46399", + "issue:46463|issue:47276", + "issue:43756|issue:45325", + "issue:44737|issue:46463", + "issue:45405|issue:45600", + "issue:43716|issue:46701", + "issue:45823|issue:46463", + "issue:44568|issue:46491", + "issue:43906|issue:46693", + "issue:24643|issue:29870", + "issue:43577|issue:45072", + "issue:45672|issue:45674", + "issue:44625|issue:44877", + "issue:43452|issue:44488", + "issue:43540|issue:46693" + ], + "prepared_review_unit_hash": "bf71c3fd9cd34933c046da55afafc577817ce048ceb969611224e138de51178c", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "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": "Mostly unrelated issue cluster. Only the two Qwen video-input reports look like the same underlying regression; the rest are distinct bugs or feature issues.", + "confidence": 0.85, + "canonical_issue_reason": "No single canonical issue fits the whole cluster because the items span many unrelated subsystems. Among the few close matches, issue:44479 is the broader upstream report for the Qwen video-input regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best anchor for the only clear duplicate pair: it describes the broader Qwen video-input regression across several models, while issue:45381 looks like a narrower reproduction.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different failures: model loading via `from_pretrained` vs Hub listing/revision forwarding." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both report the same Qwen video-input/position-id regression; 45381 looks like a narrower repro of the broader 44479 bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Different Trainer API/regression surfaces: token counting vs custom `compute_loss` kwargs." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related crashes, but they hit different code paths and different root causes." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "One is a Qwen3.5 hidden-state bug; the other is a tokenization-version change report." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failures: zero probabilities vs image classification resize/interpolation." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Separate multimodal model issues with different symptoms and loading/generation paths." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both concern tokenizer behavior, but the affected tokenizers and bugs are different." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated subsystems: image processor dependency handling vs Mistral tokenizer regex patching." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different loading/compatibility errors with no shared code path evident." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight-conversion bug vs Smollm3 RoPE-layer mismatch are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Completely different areas: Qwen3-MoE sliding window vs AutoImageProcessor URL loading." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both mention RoPE/rotary concepts, but one is model architecture mismatch and the other is kernel registration, so not the same bug." + }, + { + "left": "issue:46463", + "right": "issue:47276", + "accept": false, + "reason": "Both are about messaging, but they concern different validation/warning paths and different functionality." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different model families and different rotary-position problems." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU-device bug is unrelated to T5 decoder validation messaging." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "One is a dependency-version bump issue; the other is stale auto-mapping references breaking CI." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal models and different failure modes." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Unrelated: Gemma4 device-mapping bug vs T5 error-message bug." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors and code paths." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "The first is an isolated reproduction of another issue; the second is a performance regression, not the same bug." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "Completely different errors: DeepSpeed training weight shape vs Bart generation unbound local variable." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both involve dtype mismatches, but on different models and different execution paths." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit/quantization-related, but they describe distinct bugs in different modules." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Different config-loading problems with no shared underlying change." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but the titles point to different model/tokenizer-specific issues rather than one shared bug." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video-input processing bug vs long-context performance regression are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, issue:44479 vs issue:45381, is plausibly the same Qwen video-input regression, while the rest of the verdicts appropriately avoid overclaiming duplicates across clearly different subsystems. The canonical-issue framing is also reasonable for a 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": 27, + "review_unit_index": 25, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:32090", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:42796", + "issue:43295", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44737", + "issue:44811", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45216", + "issue:45357", + "issue:45375", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46463", + "issue:46829", + "issue:46846", + "issue:46899", + "issue:47000" + ], + "soft_pairs": [ + "issue:28282|issue:32090", + "issue:42796|issue:43906", + "issue:44913|issue:46121", + "issue:43697|issue:46829", + "issue:46463|issue:46899", + "issue:44737|issue:45588", + "issue:43526|issue:45479", + "issue:45663|issue:46846", + "issue:43697|issue:45216", + "issue:44466|issue:45005", + "issue:41762|issue:44936", + "issue:43720|issue:44898", + "issue:45357|issue:45920", + "issue:44361|issue:44442", + "issue:43643|issue:45375", + "issue:44493|issue:46050", + "issue:43653|issue:44361", + "issue:43688|issue:43749", + "issue:38175|issue:43295", + "issue:43452|issue:44843", + "issue:43531|issue:43742", + "issue:29159|issue:33357", + "issue:43994|issue:44898", + "issue:44857|issue:47000", + "issue:43819|issue:44811" + ], + "prepared_review_unit_hash": "0622fe7d079bca8a659464e06ac2be6863d2a286af98ead248c8453256fd530b", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 35131, + "estimated_input_tokens": 8783, + "estimated_eval_tokens": 17822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues spanning tokenizer, model loading, training, quantization, and vision/audio regressions. No clear duplicate PRs are present; one issue stands out as a broad umbrella regression, but the soft edges are not strong enough to merge except possibly as related-thematically, not the same bug.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45920 is the best umbrella candidate: it is a broad v5 regression affecting multiple model families and has the strongest signal for a high-impact, cross-cutting loading/tokenization bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest standalone triage target because it covers several affected models and a concrete regression pattern, making it the most useful anchor for follow-up.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Different subsystems and failure modes: missing PyTorch import vs Trainer GPU broadcast TypeError." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "43906 is only an isolated reproduction reference; the titles do not indicate the same tokenizer bug as the BPE-marker issue." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch rope/config handling, but one is silent config reload loss and the other is a TypeError on JSON-loaded validation input." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different model families and different symptoms; output mismatch in RTDetrV2 is not the same as ImageClassifierOutput field wiring in VideoPrism." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "Unrelated: T5 decoder-input validation error message vs Gemma4 multimodal 4-bit dtype cast bug." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: XLNet CPU placement bug vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "One is a BEiT image processor label-reduction bug; the other is a sequence-classification loss degeneracy across models." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Both are multi-GPU/model-parallel bugs, but they affect different architectures and concrete internals; not the same bug." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different models and regressions: RTDetrV2 output drift vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Related theme around tied weights, but 44466 is a device-dependent lm_head serialization bug while 45005 is a broader translation-model tied-weights issue; not enough to prove one concrete bug." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Loading with DeepSpeed ZeRO-3 index error is unrelated to trainer.evaluate() failing after training." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failure modes: packed-weight loading vs Perceiver non-default-resolution interpolation." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both concern regressions in v5, but one is Qwen3.5 visual encoder save keys and the other is tokenizer token-ID corruption across many models." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizers and different errors: MLuke task AttributeError vs AutoTokenizer load failure for FastSpeech2Conformer." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention missing config fields, but one is a generic trust_remote_code AutoConfig load issue and the other is a specific Qwen3_5MoeVisionConfig @strict field-drop bug." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and broken quantized save/load are separate serialization problems." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration and MLuke task AttributeError are unrelated tokenizer issues." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization bug vs FSDP CPU RAM efficient loading failure are different training-path problems." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP zero probabilities and processor.tokenizer regression are different multimodal issues with different symptoms." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both affect loading, but 43452 is a gguf_file failure and 44843 is an offline-mode model_info call in mistral regex patching." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different model-specific loading/runtime errors: Qwen3-MoE sliding window vs MobileLLM key error." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to the MacOS bus error in community CLIP." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different defects: nonsensical SigLIP2 outputs vs Perceiver image resolution handling." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Both are detection losses, but the crash causes differ (AMP/CUDA float16 vs infeasible cost matrix) and the code paths are not clearly the same." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent decoding mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 26, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43927", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45356", + "issue:45372", + "issue:45440", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47013" + ], + "soft_pairs": [ + "issue:45372|issue:46170", + "issue:43525|issue:46701", + "issue:43761|issue:46829", + "issue:43295|issue:45356", + "issue:45542|issue:46178", + "issue:43688|issue:45704", + "issue:43653|issue:44568", + "issue:43688|issue:45701", + "issue:46832|issue:46932", + "issue:43756|issue:46402", + "issue:43646|issue:43749", + "issue:43653|issue:43927", + "issue:44821|issue:46821", + "issue:44843|issue:44991", + "issue:44464|issue:44743", + "issue:33666|issue:36010", + "issue:44479|issue:44625", + "issue:42898|issue:46491", + "issue:43452|issue:43577", + "issue:43761|issue:47013", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:44464|issue:44977", + "issue:41720|issue:44464", + "issue:44977|issue:46693", + "issue:44484|issue:44704", + "issue:43688|issue:45440", + "issue:33666|issue:36331" + ], + "prepared_review_unit_hash": "47a6d47bf17f2fbbe0058fa17a0936fd1da903b46a2fa278be6d86fb5a2b1922", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35822, + "estimated_input_tokens": 8956, + "estimated_eval_tokens": 18168 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformers bug reports and regressions across different models, APIs, and code paths. None of the soft-edge pairs look like true duplicates of the same underlying bug/change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the broadest, most generic v5-regression report here, but it still does not unify the rest of the cluster into one duplicate topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Different failure modes: Gemma 4 processor loading via mistral_common import vs Windows/ROCm torch.distributed dependency issues." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Unrelated model bugs: Llama4Config missing pad_token_id vs DiffusionGemma image-text pipeline failure." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both concern output fields, but they hit different models and different bugs; not the same code-path issue." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is processor.tokenizer/image handling and the other is Kimi-K2.5 codec/fix_mistral_regex behavior." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Different backend-registration problems with different triggers; not the same defect." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Different subsystems: MoE auxiliary-loss normalization vs T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but BigBird mask-token registration and mdeberta BOS/EOS insertion are distinct tokenizer bugs." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "General tokenization/version effects aside, these report different bugs and code paths." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "Different areas entirely: RT-DETR feature-level handling vs Gemma4 quantized vision/audio dtype casting." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer configuration and Sam3 text-encoder weight loading are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Both are loading-related regressions, but custom model initialization and FSDP CPU-efficient loading are different problems." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token handling in BigBirdTokenizer is not the same as DiaConfig save/load losing custom token IDs." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizer loading, but offline mistral regex/model_info behavior is distinct from EMBEDDIA/est-roberta loading failure." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both touch generation/cache behavior, but they are model-specific and describe different concrete failures." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and a GenerationMixin import error are not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in multiple Qwen models vs num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "General clean_up_tokenization_spaces behavior change is not the same as CodeLlama leading-space round-trip regression." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loading failures and Blip2 dtype loading issues are different code paths." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "Different models and mechanics: CLIPVision hidden_states bug vs xLSTM return_last_states unpacking crash." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Generic Trainer broadcast TypeError is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization of tied lm_head weights and sinq quantized save/load breakage are not the same issue." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation with compiled forward differs from Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert on A800 is unrelated to compiled-forward chunked generation inconsistencies." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "One is a correctness bug in Qwen3.5 flash-attention generation; the other is a broader FA2 performance regression." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size behavior and AutoProcessor kwarg forwarding to cached_file are different API concerns." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different models and defects: MoE auxiliary-loss normalization vs DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training question/issue is unrelated to CustomTrainer.compute_loss keyword breakage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 27, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:39692", + "issue:42796", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43646", + "issue:43688", + "issue:43701", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44466", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44734", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45491", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46612", + "issue:46693", + "issue:46846", + "issue:47254", + "issue:47276" + ], + "soft_pairs": [ + "issue:43504|issue:43550", + "issue:43278|issue:43688", + "issue:44734|issue:46612", + "issue:44625|issue:47276", + "issue:43504|issue:43720", + "issue:45405|issue:47254", + "issue:43782|issue:46693", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43525|issue:43572", + "issue:43577|issue:44554", + "issue:43504|issue:44610", + "issue:43611|issue:46846", + "issue:44964|issue:45405", + "issue:43720|issue:44361", + "issue:44514|issue:45290", + "issue:43643|issue:44561", + "issue:28218|issue:33357", + "issue:43493|issue:43825", + "issue:44977|issue:46209", + "issue:45491|issue:46002", + "issue:44554|issue:46365", + "issue:45823|issue:46050", + "issue:43994|issue:46192", + "issue:39692|issue:43295", + "issue:42796|issue:44977", + "issue:43278|issue:43844", + "issue:43646|issue:44466", + "issue:43278|issue:43701" + ], + "prepared_review_unit_hash": "91b2521d4b3728ed02e63f52c232c254eb1c20593f1821879df2ed4d98f6358b", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36504, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose thematic grouping of unrelated bugs/regressions (tokenization, config loading, generation, quantization, docs, and serving). None of the soft edges look like the same underlying issue, so there is no valid duplicate canonical here.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different failures: pretrained preset loading vs torch.compile/SDPA runtime behavior." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Unrelated training/eval dtype drift vs auxiliary-loss normalization." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both involve generation caches, but one is serve KV-continuation indexing and the other beam-search cache reorder; different code paths." + }, + { + "left": "issue:44625", + "right": "issue:47276", + "accept": false, + "reason": "Qwen3.5 config propagation bug vs a misleading synced_gpus warning in continuous batching." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different model-loading bugs in different subsystems." + }, + { + "left": "issue:45405", + "right": "issue:47254", + "accept": false, + "reason": "PEFT version bump issue vs checkpointing/DeepSpeed integration error; not the same bug." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL from_pretrained/weight_only failure is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading failure vs config token-id loss on save/load." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DiaConfig token ID serialization." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad-token fields, but for different config classes and different attribute names; not one concrete bug." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype loading issue vs MPS attention correctness issue." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Pretrained-load legacy-field bug vs processor image-size mismatch." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Base-model-prefix loading regression vs Qwen3.5 tensor-parallel plan omission." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading failure is unrelated to the PEFT release-version issue." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer/model failures with no shared code-path." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat-template crashes, but on different inputs and failure modes; not clearly the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Trust-remote-code missing fields is different from removal of is_torch_fx_available breaking remote-code imports." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug is unrelated to a Mac bus error with CLIP." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 model discrepancy vs pipeline translation-message wording; different concerns." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to FP8/B200 inference failure." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but in different models and mechanisms." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention bug is unrelated to Trainer import collision with datasets." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-map forward mismatch vs quantized save/load breakage." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 bad outputs are unrelated to return_tensors being ignored." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example mistakes vs processor.tokenizer/custom model regression; different bugs." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs attention/flash-attention generation." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "dtype mismatch in eval is unrelated to gradient explosion under ZeRO-3." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage vs inconsistent lm_head.weight serialization." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Different issues: dtype drift vs resume_from_checkpoint 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": 27, + "review_unit_index": 28, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:43334", + "issue:43493", + "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:44568", + "issue:44589", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:45072", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:46050", + "issue:46209", + "issue:46285", + "issue:46399", + "issue:46489", + "issue:46701", + "issue:46710", + "issue:46821", + "issue:46832", + "issue:46846", + "issue:47145" + ], + "soft_pairs": [ + "issue:44568|issue:46489", + "issue:46209|issue:46710", + "issue:43493|issue:43844", + "issue:43927|issue:44361", + "issue:43575|issue:45405", + "issue:44568|issue:45812", + "issue:44488|issue:44843", + "issue:33357|issue:33666", + "issue:43572|issue:44291", + "issue:43334|issue:45759", + "issue:43824|issue:44589", + "issue:46821|issue:46832", + "issue:44849|issue:46209", + "issue:44589|issue:45520", + "issue:43504|issue:43606", + "issue:43334|issue:43572", + "issue:45245|issue:46710", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:44849|issue:45357", + "issue:43606|issue:44112", + "issue:45072|issue:46832", + "issue:44464|issue:45584", + "issue:43994|issue:44493", + "issue:43844|issue:44964", + "issue:43873|issue:46050", + "issue:44849|issue:47145", + "issue:46399|issue:46846", + "issue:29159|issue:32090", + "issue:43937|issue:46701" + ], + "prepared_review_unit_hash": "c21fd0694bcc083b88df0d44ab8618eab280e85acfd58248dd9ae8a4b19614fa", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36358, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: tokenizer regressions, model-loading/config issues, training/offload errors, and CI failures. None of the soft pairs describe the same underlying bug closely enough to merge as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they hit different models and failure modes: missing BOS/EOS handling for mdeberta-v3 vs incorrect DeepSeek-Coder output from a specific v5 tokenizer fix gap." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "One is an FP8 inference failure on B200 hardware, the other is an accuracy regression after a Transformers upgrade; different code paths and symptoms." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs a DeepSpeed ZeRO-3 gradient growth bug; both are training-related but clearly unrelated defects." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load losing custom token IDs is a config persistence bug, while MLukeTokenizer failing on tasks is a tokenizer AttributeError; different root causes." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2 TP OOM is a model sharding/runtime issue; MIN_PEFT_VERSION is a dependency/versioning problem." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both concern tokenizers, but one is about special-token addition behavior and the other is wrong token IDs for Granite models; not the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading cjvt/sleng-bert failing and offline Mistral regex patch calling model_info() are different loader failures with different triggers." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error with a CLIP model and Qwen2-VL multi-GPU training are unrelated model/runtime issues." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx after 5.0 and init_empty_weights rejecting _is_hf_initialized are separate config/API compatibility bugs." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-VL pad_token_id missing and AutoModelForCausalLM.from_config not unwrapping text_config affect different model-loading paths." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Qwen2.5-VL import failure and Float8 storage lookup failure are unrelated import/runtime issues." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size AttributeError and RTDetrModel forward shape mismatch are different model-specific forward-path errors." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug and FP8 B200 inference failure are unrelated behavior regressions." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage object lookup failure is not the same as a flash_attn import_utils KeyError on Python 3.13." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT legacy field loading and Bark CPU offload device mismatch are different subsystems and failure causes." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config fields, but on different models and fields (pad_token_id vs pad_token_idx) with distinct load failures." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count limit error and DeepSeek accuracy regression are not the same underlying bug." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys in many models and CLIP text-model structural inconsistency are separate API/serialization issues." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy BEiT field loading and BigBirdTokenizer special-token registration/empty decode are unrelated tokenizer vs model-loading bugs." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states output bug and incorrect visual-encoder keys in save_pretrained are different Qwen3.5 issues with different code paths." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU offload device mismatch in Bark-small and a stale GraniteSpeech CI test failure are unrelated." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel and RTDetr feature-level mismatch are different model-specific inference bugs." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure after align_special_tokens are different generation bugs." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys are not the same issue; one is model behavior, the other serialization/load warnings." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed gradient anomaly during training and Phi-4-multimodal load failure are unrelated problems." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading not working as expected and sinq quantized model save/load breakage affect different stages and likely different code paths." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3.5 hidden-states output bug and FP8 compressed-tensors weight_scale being skipped are separate regressions." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "apply_rotary_pos_emb registration error with use_kernels and Qwen3.5 TP plan missing linear_attn entries are different Qwen3.5 issues." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and a Trainer _gpu_broadcast_one NoneType TypeError are completely unrelated." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GenerationConfig invalid for GLM-5 and the DiffusionGemma image-text-to-text pipeline failure are unrelated model/config issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 29, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29942", + "issue:30333", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:42947", + "issue:43065", + "issue:43295", + "issue:43381", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43572", + "issue:43696", + "issue:43701", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44554", + "issue:44734", + "issue:44869", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45229", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:47013", + "issue:47254" + ], + "soft_pairs": [ + "issue:28218|issue:34567", + "issue:42947|issue:43381", + "issue:45084|issue:45520", + "issue:45229|issue:45823", + "issue:45200|issue:45229", + "issue:45588|issue:46050", + "issue:42490|issue:43696", + "issue:44869|issue:46752", + "issue:15354|issue:38175", + "issue:43493|issue:43701", + "issue:47013|issue:47254", + "issue:44554|issue:45446", + "issue:41720|issue:46710", + "issue:43065|issue:46369", + "issue:44977|issue:46701", + "issue:29942|issue:30333", + "issue:37428|issue:43957", + "issue:44423|issue:44734", + "issue:43295|issue:43450", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:45406|issue:46121", + "issue:43295|issue:43873", + "issue:43572|issue:46821", + "issue:43540|issue:45200", + "issue:44186|issue:46192" + ], + "prepared_review_unit_hash": "e55b10e1a1a46980ca6600868ffb679ba0513831305a52039b239206935d7e73", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35786, + "estimated_input_tokens": 8947, + "estimated_eval_tokens": 18150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft-edge pairs are false positives: they mostly share a subsystem or model family name, but each pair describes a different concrete bug, failure mode, or regression. No PRs are present.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue stands out because the items span many unrelated topics (tokenizers, flash-attention, training state, multimodal serving, model loading, etc.).", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: there isn\u2019t a coherent duplicate cluster here, so any one issue would be an arbitrary representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing bug vs TrainerState token-count update bug; unrelated code paths." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA is a different problem from eval-mode checkpointing prohibition." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compile error for non-template nodes vs Python 3.13 flash_attn import-key error." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "CUDA OOM during Gemma4 multi-GPU inference is not the same as device-mismatch during forward." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Missing mm_token_type_ids default is a different bug from multi-GPU OOM." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "flash_attention crash on s_aux=None is unrelated to sinq save/load quantization breakage." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Import warning for trailing-slash paths is unrelated to a GPT-oss CUDA OOM." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decoding crash vs empty chat-template list crash; different failure points." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure is not the same as SigLIP2 zero-probability output." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs resume-from-checkpoint key mismatch; no shared bug." + }, + { + "left": "issue:47013", + "right": "issue:47254", + "accept": false, + "reason": "xLSTM return_last_states unpacking bug is unrelated to PEFT/ZeRO-3 checkpointing errors." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness issue is distinct from a PyTorch-version guard/import bug in flex_attention." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 auto device-mapping assert is unrelated to DeepSeek accuracy regression." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is a different issue from Sam3-litetext memory overflow." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Flash-attention generation failure vs image-text-to-text pipeline failure; different subsystems." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 CI failures are unrelated to MLFlow reporting after training-job failure." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Missing import symbol `_flash_supports_window_size` is not the same as meta-device model-loading breakage." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash differs from KV-cache continuation tensor-indexing crash." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to batched video processor shape handling." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch CI issue vs Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "flash_attention sink-less-model crash is unrelated to `from_config` not unwrapping `text_config`." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing `_tokenizer` is a different bug from rope-parameter JSON list type handling." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Missing `pad_token_idx` in StableLmConfig is unrelated to TimesFM `window_size` attribute errors." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing error is not the same as Gemma4 mm_token_type_ids defaulting." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 NER/batched padding crash vs `return_tensors` being ignored when `text_kwargs` is passed." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 30, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44521", + "issue:44610", + "issue:44737", + "issue:44987", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45381", + "issue:45520", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899" + ], + "soft_pairs": [ + "issue:43295|issue:44610", + "issue:43450|issue:43575", + "issue:45823|issue:46192", + "issue:43550|issue:43844", + "issue:43572|issue:44987", + "issue:37428|issue:43824", + "issue:29870|issue:29942", + "issue:45520|issue:46178", + "issue:45200|issue:45823", + "issue:42490|issue:43493", + "issue:43295|issue:43493", + "issue:39692|issue:46192", + "issue:44521|issue:45290", + "issue:42915|issue:43824", + "issue:28218|issue:35141", + "issue:44737|issue:46894", + "issue:45381|issue:46209", + "issue:43278|issue:43856", + "issue:44466|issue:45127", + "issue:43262|issue:43450", + "issue:43824|issue:43975", + "issue:43653|issue:44112", + "issue:43452|issue:46512", + "issue:44442|issue:45198", + "issue:43334|issue:43525", + "issue:43526|issue:46192", + "issue:43950|issue:46285", + "issue:45200|issue:46899" + ], + "prepared_review_unit_hash": "35c0c8249d6befcab91e4f7c27ec0419ec03d2966eb8cdc95836a547864ec8a5", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35947, + "estimated_input_tokens": 8987, + "estimated_eval_tokens": 18230 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated transformer/model regressions; only the two missing-`pad_token_id` config load failures look like the same underlying bug. Everything else is just broad textual similarity across different code paths.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43334 is the clearest anchor for the shared missing-`pad_token_id` config regression: it has the concrete load traceback and directly matches the sibling Llama4 report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43334 is the strongest representative of the only true duplicate-like pair, with a specific failure mode and clear reuse potential for the same fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both involve processors, but one is about `processor.tokenizer` / image passing and the other is an image-size mismatch; different bugs." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape corruption and tensor-parallel OOM are unrelated failure modes." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device-map forward mismatch vs `return_tensors` precedence/ignore behavior are separate API bugs." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "`torch.compile` + SDPA failure is not the same as the ZeRO-3 gradient growth issue." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing `pad_token_idx` after 5.0 and a model-loading failure in `transformers>=5.1.0` do not point to the same defect." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors for different symbols; no shared code path is evident." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "A BART `generate()` mask initialization error is unrelated to failing Flash Attention 2 tests." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.13 `flash_attn` lookup and `tensorflow_text` backend mapping are separate import/back-end issues." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is a missing multimodal token-type default and the other is a device placement mismatch." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path slash import warning and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "These describe different regressions in different multimodal/model-loading paths." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "A docs example/model-processor mismatch is not the same as `return_tensors` being ignored when `text_kwargs` is passed." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch `apply_chat_template`, but one returns empty assistant masks for multimodal inputs while the other crashes on tool-call messages with no content." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure and a Qwen2.5-VL import error are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and embedding reinitialization on resize are different bugs." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "CPU `arange` in XLNet relative \u0564\u056b\u0580 encodings is unrelated to the ASR double-shift training-loss bug." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Wrong vision position IDs for Qwen2.5-VL video input and FP8 inference failure on B200 are different problems." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "BF16->FP32 dtype drift in evaluate and MoE training memory inefficiency are not the same issue." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of `lm_head.weight` by device and LoRA merge collapse with extended vocab are distinct bugs." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and batched video output shape are separate processor issues." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "An import error for a model class and incorrect detokenization in v5 are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and a stale GraniteSpeech CI test do not share a concrete failure path." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf loading failures and stale `config.dtype` after `from_config(dtype=...)` are different behaviors." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "AutoTokenizer failing for FastSpeech2Conformer and Wav2Vec2 save/tokenization failures are model-specific and not the same bug." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": true, + "reason": "Both report the same underlying regression: new config objects lack `pad_token_id`, causing model loading failures." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to `return_tensors` being ignored." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in `from_pretrained` is unrelated to the CLIP text-model structure change." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 multimodal token-type defaults and Gemma4 4-bit dtype casting failures are different code paths." + }, + { + "left": "issue:46209", + "right": "issue:46899", + "accept": false, + "reason": "FP8 inference on B200 and 4-bit multimodal dtype casting are separate quantization/device issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it only treats 43334/43525 as the clearly duplicate-like pair based on the matching missing-`pad_token_id` failure mode, and the other soft-edge rejections are appropriately cautious. I didn\u2019t see evidence of overstatement beyond the packet\u2019s titles and similarity signals." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 31, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44466", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44855", + "issue:44857", + "issue:44898", + "issue:44995", + "issue:45083", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858", + "issue:46932" + ], + "soft_pairs": [ + "issue:44792|issue:45563", + "issue:44898|issue:45412", + "issue:45200|issue:46932", + "issue:43335|issue:43550", + "issue:43819|issue:44112", + "issue:45200|issue:45325", + "issue:41720|issue:46209", + "issue:44610|issue:44857", + "issue:44561|issue:46234", + "issue:43827|issue:43901", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:43606|issue:45083", + "issue:43335|issue:43653", + "issue:37428|issue:43425", + "issue:44206|issue:45584", + "issue:43388|issue:43526", + "issue:46512|issue:46821", + "issue:38175|issue:45412", + "issue:45759|issue:46285", + "issue:28282|issue:33357", + "issue:29942|issue:32090", + "issue:43335|issue:43504", + "issue:44995|issue:46858", + "issue:43611|issue:44466", + "issue:44855|issue:45083", + "issue:46424|issue:46858", + "issue:43550|issue:44112", + "issue:37428|issue:44351", + "issue:43335|issue:45083", + "issue:45520|issue:46170", + "issue:43335|issue:44112", + "issue:43335|issue:45593" + ], + "prepared_review_unit_hash": "be9e4ac9ae0886d7615706c519f10356ffb6b58630984340c4df42e9b4475351", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37944, + "estimated_input_tokens": 9486, + "estimated_eval_tokens": 19228 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab bag of mostly unrelated Transformers bug reports and regressions (import errors, model-specific failures, cache/device issues, and docs mismatches). I do not see any soft pair that looks like the same underlying bug, so all soft edges are rejected.", + "confidence": 0.23, + "canonical_issue_reason": "issue:43611 is the best representative because it describes a broad, high-impact v5 regression affecting model loading via a core attribute, which is more central and generally actionable than the narrower, model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the strongest single issue in the set: clear symptom, core loading path, and wide user impact across models, making it the most suitable representative for this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Different code paths: Janus image generation test failure vs a stale warning in paged generate()." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "One is a resolution/interpolation correctness bug; the other is memory not being released on deletion." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Missing mm_token_type_ids defaults is unrelated to dtype casting in quantized embedders." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Config creates an unexpected sparse layer; Bamba fails under torch.compile with SDPA." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC forward/from_latents mismatch is unrelated to a stale CI device override test." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 text-only fine-tuning default handling is not the same bug as Qwen2.5-VL temporal RoPE scaling." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are GPU-related, but one is an auto device mapping assert and the other is FP8 inference failure on B200." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor size mismatch and float16 AMP loss crash are different model/component failures." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Removal of an API helper and a missing availability helper are distinct import-utils problems." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs, but they concern different pipeline APIs and different behaviors." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent conversion mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP crash in one model is not the same underlying bug as auxiliary losses being skipped in another model." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and feature-length arithmetic are unrelated bugs." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Import failure for a flash-attention helper is not the same as general Torch 2.10 incompatibility." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported feature-extractor arg and Whisper empty-transcription failure are different issues." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one is metrics gathering and the other is BEiT reduce_labels behavior." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale config dtype after from_config is unrelated to TimesFM window_size raising AttributeError." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unexpected zero probabilities and model memory retention do not share the same underlying defect." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen config unwrapping and CLIP class structure changes are unrelated model-loading issues." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch missing import error and MacOS bus error with a CLIP model are clearly different failures." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention test failures and Trainer gpu_broadcast NoneType errors are separate subsystems." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Unexpected sparse layer creation is unrelated to Beit pretrained preset loading with a legacy field." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Stale indexer cache in one model and seq_length device-tensor arithmetic in cache prefill are different cache bugs." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Loading breakage from base_model_prefix removal is not the same as device-dependent lm_head serialization inconsistency." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "TorchScript parsing on Python 3.13 is unrelated to the qwen3_omni_moe length helper bug." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Cache max-length handling and seq_length device-tensor arithmetic are related only broadly, not the same concrete bug." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to GraniteSpeech's stale CI device override test." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "These are both import errors, but for different missing symbols and different modules." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation is unrelated to qwen3_omni_moe feature-length computation." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Python 3.13 flash_attn lookup failure and Windows ROCm torch.distributed import/type errors are distinct environment issues." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "A model config construction bug is not the same as a CI device override regression." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Unexpected sparse-layer creation and missing auxiliary losses are unrelated model bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 32, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44617", + "issue:44743", + "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:44448|issue:44743", + "issue:45290|issue:46326", + "issue:34689|issue:35141", + "issue:42490|issue:43854", + "issue:44514|issue:44521", + "issue:45588|issue:45859", + "issue:43278|issue:43825", + "issue:29127|issue:32090", + "issue:43819|issue:44493", + "issue:43606|issue:44857", + "issue:39692|issue:43526", + "issue:39692|issue:44493", + "issue:28218|issue:32090", + "issue:46431|issue:46566", + "issue:45310|issue:45478", + "issue:44206|issue:45823", + "issue:44448|issue:44779", + "issue:43701|issue:45083", + "issue:43720|issue:44112", + "issue:44617|issue:46697", + "issue:45127|issue:45245", + "issue:26413|issue:31501", + "issue:42490|issue:43575", + "issue:32090|issue:33357", + "issue:45459|issue:46234", + "issue:44857|issue:45072", + "issue:38175|issue:44493", + "issue:43550|issue:45083" + ], + "prepared_review_unit_hash": "459054fd5a82143488617a325df2fa6b9095e9e75cf5048b56f1998bcb682ca4", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35581, + "estimated_input_tokens": 8896, + "estimated_eval_tokens": 18048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous; nearly all soft pairs describe different bugs or feature regressions in different code paths. The only clear duplicate is the Qwen3.5 MoE `from_pretrained` error pair.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue for the whole set because the soft pairs span unrelated topics. The clearest duplicate issue is `issue:45478` / `issue:45310` about the Qwen3.5 MoE `from_pretrained` regression; `issue:45478` is the cleaner canonical representative.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45478` is the best standalone issue candidate: it cleanly matches `issue:45310` as the same underlying bug and has the most concise, focused title for the duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different bugs: Pegasus output drift vs Qwen recurrent-state reset; separate model/code paths." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat templating, but one is a crash on assistant tool calls and the other is `continue_final_message` behavior for `mistral_common` tokenizers." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model-loading regression vs embedding reinitialization after resizing; not the same failure." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Path-trailing-slash import warning and GLM-4.7 model-loading failure are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch `apply_chat_template`, but one is batched padding handling and the other is multimodal assistant-mask generation." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention sink-less crash due to `s_aux=None` is unrelated to Qwen3.5 MoE CPU-offload incompatibility." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to the pipeline translation-task warning message." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 box-validation messaging and Trainer `_gpu_broadcast_one` NoneType errors are different issues." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent mismatch and position-id unexpected key handling are separate bugs." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/example problems and BEiT fast image-processor label reduction are not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation/model-processor mismatch is unrelated to position-id key warnings." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space bug and Trainer GPU broadcast TypeError do not share the same underlying cause." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template error and meta-device placement bug are different loading failures." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same exact regression: Qwen3.5 MoE `from_pretrained` fails on transformers>=5.4.0; titles and descriptions point to the same bug." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported `center` arg in feature extraction is unrelated to Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both mention version-related output changes, but one is generation output drift and the other is tokenizer correctness; not the same bug." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch and `_get_feat_extract_output_lengths` behavior in qwen3_omni_moe are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight loading failure in BitNet and stale GraniteSpeech device-override CI failure are different problems." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video and Swin2SR over-padding are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge/model collapse with tied embeddings is unrelated to the categories-limit runtime error." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Resume-from-checkpoint epoch-iterator failure and FineWeb SLM startup failure are too broad and do not clearly refer to the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and Qwen2-57B-A14B-Instruct tensor-parallel OOM are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "NoneType broadcast error in Trainer and MacOS bus error loading CLIP are different failure modes." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf-error masking and missing `is_falcon_mamba_ssm_available` import-utils symbol are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "AMP crash in LwDetrImageLoss and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different code paths." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SIGLIP2 zero probabilities and unexpected position-id key warnings are not the same issue." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba SDPA/torch.compile failure and qwen3_omni_moe feature-length helper behavior are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The canonical duplicate call on issue:45310 / issue:45478 is well supported by the identical titles, and the other soft-pair rejections are cautious rather than overstated. No PR-mergeability issue applies here since the set is all issues." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 33, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:27957", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44360", + "issue:44448", + "issue:44464", + "issue:44466", + "issue:44530", + "issue:44561", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45593", + "issue:45698", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46424", + "issue:46655", + "issue:47000", + "issue:47276" + ], + "soft_pairs": [ + "issue:45593|issue:47000", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:10000|issue:15354", + "issue:44464|issue:46424", + "issue:45290|issue:45381", + "issue:43278|issue:43329", + "issue:37428|issue:42175", + "issue:29870|issue:33290", + "issue:43257|issue:43299", + "issue:44448|issue:44977", + "issue:43278|issue:43381", + "issue:45290|issue:46655", + "issue:44855|issue:46399", + "issue:32090|issue:33290", + "issue:44360|issue:44561", + "issue:43927|issue:45698", + "issue:40444|issue:43526", + "issue:45920|issue:46192", + "issue:44977|issue:45229", + "issue:44530|issue:47276", + "issue:42490|issue:43873", + "issue:43381|issue:43701", + "issue:43873|issue:45229", + "issue:44871|issue:44977", + "issue:25251|issue:32090", + "issue:29127|issue:34567", + "issue:44448|issue:44466", + "issue:43976|issue:45440" + ], + "prepared_review_unit_hash": "848382d533c8c0e601fed0ec16063b951ef87e50ccdb65205c09833e9fd876ed", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36880, + "estimated_input_tokens": 9220, + "estimated_eval_tokens": 18696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "False-positive cluster: the items span unrelated model-loading, generation, tokenizer, training, and quantization bugs; none of the soft pairs describe the same underlying defect.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the cluster is not a true duplicate group, so no single issue safely represents all items.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative must be chosen, issue 45920 is the broadest standalone regression report, but it is not a duplicate match for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Different failures in different detector losses: auxiliary-loss omission vs infeasible cost matrix." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Unrelated topics: Flash Attention 2 support for XLM-Roberta vs Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to token-embedding reinitialization after resize." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Different code paths: BART generate() decoder mask bug vs Trainer broadcast of NoneType." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBert error and torch.jit GeneratorExp scripting issue are separate bugs." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as quantized-cache max length handling." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position IDs are different multimodal bugs." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to missing video-branch helpers in multimodal token counting." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Flash-attention import error and missing TensorFlow backend from a torch install are unrelated packaging issues." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Generation UnboundLocalError and DeepSpeed OOM with Adafactor do not share the same underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is accelerate/deepspeed conversion and the other is a v5 loading regression." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output regression and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "BF16-to-FP32 eval dtype change is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Assistant tool-call templating crash and SmolVLM video padding bug are different preprocessing failures." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 torch.jit parsing error and Qwen3.5 kernel registration decorator error are not the same bug." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast TypeError and Adafactor/DeepSpeed OOM are unrelated training issues." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation omission is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one loses custom token IDs while the other loads the wrong custom module." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL finetuning with multi-image iterable data and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer ID regression across many models and silently ignored return_tensors are separate API bugs." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and Gemma4 multi-GPU OOM are different model/runtime problems." + }, + { + "left": "issue:44530", + "right": "issue:47276", + "accept": false, + "reason": "PagedAttentionCache crash on Qwen3.5 and a misleading synced_gpus warning are not the same issue." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash import warning and quantization offloading malfunction are unrelated loading/runtime bugs." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate trainer behaviors." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading failure and Gemma4 CUDA OOM do not indicate the same root cause." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id mismatch is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior and Trainer broadcast TypeError are different subsystems." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 box-validation messaging and num_input_tokens_seen not updating are unrelated trainer/model issues." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus v4/v5 output drift and lm_head.weight serialization differences are distinct regression classes." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility problem and DeepSeekV3MoE implementation divergence are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 34, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46421", + "issue:46693", + "issue:46858", + "issue:47276" + ], + "soft_pairs": [ + "issue:33357|issue:39692", + "issue:46421|issue:46858", + "issue:43278|issue:43575", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:44561|issue:44779", + "issue:41720|issue:45229", + "issue:44977|issue:45563", + "issue:45588|issue:45823", + "issue:43611|issue:46121", + "issue:45198|issue:45803", + "issue:44568|issue:45491", + "issue:29870|issue:34689", + "issue:29942|issue:30064", + "issue:44077|issue:47276", + "issue:43653|issue:44743", + "issue:44206|issue:44479", + "issue:43653|issue:44442", + "issue:43756|issue:45440", + "issue:42915|issue:42994", + "issue:44265|issue:45198", + "issue:43575|issue:43701", + "issue:29127|issue:33357", + "issue:42490|issue:43381", + "issue:43065|issue:43994", + "issue:43065|issue:45412", + "issue:29127|issue:35141", + "issue:45491|issue:46693", + "issue:43412|issue:45588" + ], + "prepared_review_unit_hash": "7e5b7a3394af31a3388bfd8fe5f6e980c14e13597ec146dcaffd13cc9837ebd9", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36465, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs span unrelated tokenizer, model-loading, cache/compile, attention, and performance issues. I do not see any pair that clearly describes the same underlying bug or change, so no soft edges should be accepted.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45198 is the most connected issue in the candidate graph and is a concrete, reproducible bug report, making it the best anchor if one issue must represent this noisy cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45198 is the strongest representative among otherwise unrelated reports because it is detailed, user-facing, and appears in multiple soft-similarity links.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error is unrelated to SigLIP2 documentation/example errors; different failure modes and scopes." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache/compile behavior, but one is about spurious recompilation from lazy cache init and the other about device-tensor seq length arithmetic on non-CUDA backends; not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to tensor-parallel OOM during Qwen2-57B loading." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failures are different tokenizer/model pathways and errors." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code is a compatibility break; Deepseek tokenizer regression is a tokenizer logic issue." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert and Gemma4 multi-GPU OOM are different model-specific memory/device failures." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure is unrelated to a stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "A flash_attention AttributeError on s_aux=None is not the same as a Gemma4 PLE device-mismatch forward bug." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading breakage and rope-parameter JSON list TypeError are different config/loading issues." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and FuyuBatchFeature's bare except are unrelated bugs." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Missing BOS/EOS from add_special_tokens is unrelated to Gemma3 NaN embeddings with mixed-length sliding-window attention." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "Bart generate() UnboundLocalError and Llama 3.2 Vision model-loading break are unrelated code paths." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are different subsystems and symptoms." + }, + { + "left": "issue:44077", + "right": "issue:47276", + "accept": false, + "reason": "patchtsmixer post_init policy and a misleading synced_gpus warning are unrelated concerns." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are different bugs in different components." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor is not the same as the Qwen video-input regression." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer mask-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are distinct tokenizer issues." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer count mismatch and DeepseekV3MoE divergence from remote implementation are different model-architecture discrepancies." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to quantized model saving failure." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export.export with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are different classes of problems." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and CLIP bus error on MacOS are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash local-path warning and gradient-checkpointing-in-eval-mode are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsensical AutoModel outputs are separate model issues." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging and post_init reinitializing resized embeddings are not the same bug." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaN embeddings with mixed-length batching is not the same as a performance regression in FA2 long-context generation." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "gemma3n executorch export failures and flash_attention crashes on s_aux=None are unrelated 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": 27, + "review_unit_index": 35, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + 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"issue:43575|issue:44387", + "issue:43994|issue:45412", + "issue:43066|issue:44462", + "issue:45406|issue:46701", + "issue:44625|issue:45584", + "issue:43421|issue:45491", + "issue:44442|issue:45072", + "issue:45412|issue:46369", + "issue:45372|issue:45406", + "issue:45372|issue:45459", + "issue:27957|issue:33290", + "issue:27957|issue:29127", + "issue:43526|issue:45834", + "issue:33290|issue:34689", + "issue:43824|issue:44279", + "issue:33290|issue:35141", + "issue:43526|issue:46693", + "issue:44857|issue:45588", + "issue:43334|issue:43531", + "issue:43994|issue:46369", + "issue:43381|issue:43873", + "issue:45250|issue:46640", + "issue:42915|issue:43931", + "issue:45588|issue:46821", + "issue:46121|issue:46399", + "issue:44514|issue:45381" + ], + "prepared_review_unit_hash": "69627779d59e7046590aef0c15ac06b87be38a630ed3a7f6537e290fbb68ecc1", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + 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No PRs are present.", + "confidence": 0.7, + "canonical_issue_reason": "issue:46640 is the broadest open issue in the only mildly overlapping subgroup (Flash Attention 2), so it is the best anchor among these issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46640 is the most generic and current issue here, with the broadest title and some discussion activity, making it the best representative issue in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Different bugs: category-limit runtime error vs a stale generate warning about num_return_sequences." + }, + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "Both involve vision/text processing, but one is a Fast processor label bug and the other is a VL image-placeholder prompt bug." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated: Gemma4 loading import failure vs flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different model paths and failures: DeepSeekV3MoE divergence vs D-FINE auxiliary-loss handling." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Both are import-related, but one hides tokenizer errors without protobuf and the other concerns leftover dummy classes leaking into transformers." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but the causes differ: tensor-parallel loading vs int4 quantization memory growth." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Different subsystems: SigLIP2 inference correctness vs RT-DETR memory release on deletion." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both are tokenizer-loading issues, but one is decoder-type behavior in v5 and the other is tokenizer.json precedence." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Same Gemma family, but different concrete failures: processor _tokenizer missing vs DiffusionGemmaGenerationOutput pipeline behavior." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Different models and symptoms: Qwen3.5 config propagation vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Different bugs: tokenizer post-processor update at runtime vs Gemma3 sliding-window NaNs on GPU." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated failures: AutoTokenizer loading a specific tokenizer vs dtype mismatches in bf16 inference." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but the models and failure modes are different enough to be separate issues." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both mention Gemma4, but one is an import dependency problem and the other is a missing processor attribute in serve." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Different problems: Gemma4 processor import failure vs tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "No shared concrete bug; Flash Attention 2 support for XLM-Roberta is unrelated to Adafactor/deepspeed OOM." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Completely different areas: Flash Attention 2 vs LayoutLMv3 box-validation error messaging." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Both touch vision/OCR processing, but the bugs are unrelated: label reduction vs long OCR input index error." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Different issues: optimizer memory blowup vs a model-loading breakage for Llama 3.2 Vision." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "One is a missing export/import for a specific class; the other is a general dependency issue, not the same bug." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Both can affect memory usage, but one is optimizer OOM and the other is embedding reinitialization after resize." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "No same code-path: BeitImageProcessorFast label handling vs Flash Attention 2 long-context performance regression." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different failures in unrelated modules: LwDetrImageLoss AMP crash vs flash attention aux-state AttributeError." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Both are Qwen-related, but one is a pad_token_id loading AttributeError and the other is a sliding_window behavior issue in MoE models." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory/performance, but they concern different models and different failure mechanisms." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Different problems: gradient checkpointing in eval mode vs quantization offloading behavior." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are broad Flash Attention 2 issues, but the evidence is too generic to say they are the same concrete bug/change." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Unrelated model-specific failures: Qwen3Moe FP8 config vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Different subsystems: flash_attention integration crash vs TimesFM window_size attribute error." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Both involve RoPE-related code, but one is a JSON list type error and the other is a kernel registration/decorator crash." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Same model family, but different bugs: batched chat-template padding crash vs wrong vision_position_ids for video input." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 36, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:42617", + "issue:43262", + "issue:43316", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44190", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44743", + "issue:44811", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45245", + "issue:45325", + "issue:45440", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46506", + "issue:46697" + ], + "soft_pairs": [ + "issue:43646|issue:44077", + "issue:44977|issue:45245", + "issue:44442|issue:44898", + "issue:44743|issue:44811", + "issue:43262|issue:44206", + "issue:43761|issue:45859", + "issue:42490|issue:44743", + "issue:43720|issue:44442", + "issue:27957|issue:29870", + "issue:42175|issue:46234", + "issue:43316|issue:43525", + "issue:43873|issue:44871", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:44062|issue:45907", + "issue:44964|issue:45440", + "issue:43643|issue:44913", + "issue:43316|issue:45759", + "issue:45325|issue:46697", + "issue:44855|issue:45137", + "issue:44987|issue:46178", + "issue:43749|issue:43931", + "issue:44190|issue:44496", + "issue:43931|issue:45216", + "issue:42617|issue:43575", + "issue:43550|issue:43701", + "issue:43701|issue:46506" + ], + "prepared_review_unit_hash": "64cf1263e76ac3fee5b94e1724334fb70915161bd6d0a80084021e540391e42b", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35899, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items are mostly unrelated bug reports that only share broad subsystem similarity (loading, configs, multimodal, audio, etc.). None of the proposed soft edges looks like the same underlying bug/change, so they should all stay separate.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue is suitable here; the cluster is too mixed and the soft links are only superficial topical similarity.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative for the whole cluster for the same reason: the reports describe different code paths, models, and failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Generic Transformers v5 custom-init regression vs a model-specific post_init restriction; different bugs." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug vs a category-cardinality RuntimeError; unrelated." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer load failure vs image-classification padding/interpolation bug; different code paths." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen recurrent-state/cache bug vs Whisper batch_decode skip_special_tokens handling; unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate default vs LasrFeatureExtractor center-arg crash; not the same defect." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIP vision hidden_states regression vs Qwen3_5Moe CPU-offload incompatibility; distinct failures." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Import-warning path handling vs Qwen recurrent-state reset; unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading failure vs tokenizer loading failure; unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLM-R Flash Attention 2 issue vs BART generate decoder_attention_mask UnboundLocalError; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Missing TensorFlow backend in torch install vs missing falcon_mamba availability helper; different packaging/backend issues." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config API bugs, but they affect different models and fields; not the same underlying issue." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offload behavior vs Gemma-3 eos_token_id mismatch; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init policy vs Qwen video-input regression; unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation drift vs docs still referencing removed pipeline(); unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-arg duplication vs list_repo_files revision forwarding; unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Different model families and failures: Phi-4 multimodal load failure vs DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both touch config persistence, but one is trust_remote_code returning incomplete objects and the other is GPTNeoX rotary_pct resetting; not the same bug." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling bug vs Swin2SR image over-padding; unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing issue vs DeepSpeed ZeRO3 deque underflow; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model-load regression on transformers>=5.1 vs backend registry missing tensorflow_text; unrelated." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading broken vs Qwen3-VL weight-shape mismatch; unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script vs unrecognized model/config.json issue; unrelated." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen checkpoints, but one is a load-time shape mismatch and the other is a save_pretrained regression; different directions." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure vs tensor-parallel OOM on a specific Qwen model; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure vs resume_from_checkpoint key mismatch; unrelated." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch vs CPU/CUDA output divergence; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 37, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42490", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44079", + "issue:44162", + "issue:44188", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46821", + "issue:46829", + "issue:46932", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:44442|issue:45803", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:43606|issue:43701", + "issue:42490|issue:47276", + "issue:43761|issue:44079", + "issue:43232|issue:43388", + "issue:25251|issue:28282", + "issue:43761|issue:44188", + "issue:46829|issue:46932", + "issue:43295|issue:44871", + "issue:42907|issue:45698", + "issue:16998|issue:22355", + "issue:44521|issue:47217", + "issue:44871|issue:45584", + "issue:43295|issue:43825", + "issue:43316|issue:43716", + "issue:46234|issue:46291", + "issue:43646|issue:44913", + "issue:43316|issue:46821", + "issue:44077|issue:44534", + "issue:43452|issue:44496", + "issue:44871|issue:46050", + "issue:44464|issue:46421", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:43404|issue:43441" + ], + "prepared_review_unit_hash": "136ca352eebf0148ddc3c155834467ff2cf59dda3ed21f585b99d69f9dc2f40d", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35712, + "estimated_input_tokens": 8928, + "estimated_eval_tokens": 18112 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are all false positives: they span unrelated bugs in tokenizer/model loading, generation, multimodal templating, config serialization, import paths, and runtime behavior. No single canonical issue or PR emerges from this set.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Unrelated failures: tokenizer loading vs. bare-except error handling in Fuyu tensor conversion." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Different problems: tensor-parallel OOM on a large Qwen model vs. key error while loading MobileLLM." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta is unrelated to the Trainer broadcast NoneType error." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is not the same bug as resume_from_checkpoint key mismatch." + }, + { + "left": "issue:42490", + "right": "issue:47276", + "accept": false, + "reason": "Import warning on trailing-slash local paths is unrelated to the synced_gpus warning text in continuous batching." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Hidden-states regression in CLIPVisionModel is distinct from generic ModelOutput key assignment behavior." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync issue and gather_for_metrics label truncation affect different code paths." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output shaping is unrelated to missing PyTorch import errors." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is not the same as torch.compile attention-kernel divergence." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "Video classification output wiring and Gemma4 quantized dtype casting are different issues." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer API regression is unrelated to inconsistent eos_token_id configuration." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are separate serialization bugs." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length questions for DeBERTa-V3 do not match a missing transformers.onnx import." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both are multimodal, but one is an all-zero assistant mask issue and the other is failure when the image placeholder appears in user text." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id mismatch is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom model processor regression is unrelated to the pipeline translation-support error message." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and Mistral-3 dtype mismatch are different model-family bugs." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils helper and kernels v0.15 version/revision requirement are separate import-time issues." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Generic custom model initialization breakage is not the same as GPTNeoX rotary_pct reload loss." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "PatchTSMixer post_init policy and non-persistent buffer junk in v5 are unrelated behaviors." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading breakage is not the same as missing model_type in config.json." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "eos_token_id inconsistency is unrelated to quantized model save/load breakage." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Chunked generation output inconsistency and chunked-prefill recompilation are different compiler/runtime symptoms." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Fuyu tensor conversion exception handling is unrelated to the Trainer import failure caused by datasets." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a janus image-generation test failure are unrelated model-specific issues." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 lm_head tying and Ministral FlashAttention failures do not describe the same concrete code-path bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 38, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45381", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46640", + "issue:46693", + "issue:46894", + "issue:47217" + ], + "soft_pairs": [ + "issue:43065|issue:44617", + "issue:44242|issue:46894", + "issue:43540|issue:44514", + "issue:43572|issue:46178", + "issue:45381|issue:47217", + "issue:45542|issue:46234", + "issue:44610|issue:46369", + "issue:45632|issue:46424", + "issue:43504|issue:45698", + "issue:44792|issue:44977", + "issue:44792|issue:45600", + "issue:45803|issue:46170", + "issue:43650|issue:46202", + "issue:44479|issue:47217", + "issue:43352|issue:46640", + "issue:43525|issue:43531", + "issue:44534|issue:44913", + "issue:45127|issue:45200", + "issue:35141|issue:42490", + "issue:41950|issue:43475", + "issue:46693|issue:47217", + "issue:43673|issue:44743", + "issue:44190|issue:44964", + "issue:43388|issue:43688", + "issue:44855|issue:45588", + "issue:44792|issue:45405" + ], + "prepared_review_unit_hash": "6fc37255d09a99cc3847b4bf8f9bf33ee8908f1c6b518dc515d2dd975c13f0b3", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35415, + "estimated_input_tokens": 8854, + "estimated_eval_tokens": 17964 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad subsystem vocabulary (VL, cache, FA2, loading) but point to different concrete bugs, models, or code paths. I would reject all soft edges and not treat any item as a duplicate canonical for the whole set.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Both involve SAM3, but one is a dummy Conv2d architecture concern and the other is a CUDA OOM report; different failure modes and code paths." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Both concern training loss behavior, but they affect different models and bugs: router-logit load balancing vs CohereASR double-shift loss handling." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal input bugs, but one is Qwen3OmniMoe video processing and the other is Qwen2_5_VL batched chat template padding; not the same underlying issue." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated: StableLm config pad token field vs a TensorFlow backend mapping/import error." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL input-format problems, but one is wrong video vision_position_ids and the other is image-placeholder placement in user text." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Different subsystems: TensorBoard/TF backend detection versus a missing import_utils availability helper." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different models and symptoms: OmDet processor image size mismatch versus SAM3-LiteText memory overflow." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache path collision for local models is unrelated to max_cache_length being honored only for Quantized Cache." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both involve loading/saving models, but one is a legacy config field for Beit segmentation presets and the other is wrong custom module resolution after save_pretrained." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation issue are different model-specific bugs." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A Janus test failure is not the same as auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing errors in tensor conversion is unrelated to Windows/ROCm import failures caused by torch.distributed dependency handling." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "The titles give no shared bug: generic data request versus Gemma pipeline roundtrip failure on a specific token character." + }, + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "Both mention VL inputs, but one is a broad video regression across several models while the other is specifically image-placeholder placement in user text." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "A model-specific unsupported Flash Attention 2 warning is not the same as a generic Flash Attention 2 issue." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different model/config bugs: missing pad_token_id in Llama4Config versus sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization junk and GPTNeoX rotary_pct reload defaulting are unrelated configuration/state bugs." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA vocabulary-merging collapse with tied embeddings is a different problem from Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after resize and import warnings from trailing-slash local paths are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor selection and a missing fpn_position_embeddings attribute in Sam3VisionEncoderOutput are different bugs." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "FA2 long-context performance regression is unrelated to VL placeholder handling." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both are cache/state related, but one is missing GenerationMixin cache in v5 chunked_prefill and the other is recurrent state reset with seq_len>1." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different areas entirely: local dataset loading in a training script versus loading a specific multimodal model." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "A dataloader label-gathering bug is unrelated to auxiliary-loss normalization in MoE models." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing failure in DebertaV2Model is unrelated to an AttributeError in flash_attention.py when s_aux is None." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 39, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43550", + "issue:43644", + "issue:43827", + "issue:43854", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44933", + "issue:45072", + "issue:45245", + "issue:45276", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932", + "issue:47013" + ], + "soft_pairs": [ + "issue:29870|issue:35141", + "issue:45072|issue:46932", + "issue:45245|issue:46858", + "issue:43644|issue:44913", + "issue:43827|issue:43994", + "issue:44734|issue:45406", + "issue:44869|issue:46832", + "issue:45632|issue:46617", + "issue:43335|issue:44855", + "issue:25251|issue:27957", + "issue:44617|issue:45584", + "issue:46082|issue:46697", + "issue:43931|issue:44060", + "issue:44242|issue:46897", + "issue:45563|issue:45584", + "issue:41720|issue:45245", + "issue:45381|issue:46369", + "issue:43550|issue:44190", + "issue:44933|issue:45362", + "issue:43335|issue:44190", + "issue:43854|issue:44792", + "issue:43065|issue:44610", + "issue:45381|issue:46655", + "issue:44617|issue:46369", + "issue:44479|issue:44734", + "issue:43295|issue:45276", + "issue:45588|issue:47013", + "issue:39692|issue:44190" + ], + "prepared_review_unit_hash": "40b2463c74be282d0ba9a31c5d428cfe975d37d37724c7af4b47dcc3b7c0f1c3", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35773, + "estimated_input_tokens": 8944, + "estimated_eval_tokens": 18144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the soft pairs mostly share only broad subsystem vocabulary (pipeline, cache, video, model loading, etc.) but not the same underlying bug. I rejected every soft edge and found no single canonical issue/PR for the whole set.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Different bugs: one is an UnboundLocalError in generate() for Bart, the other is token-embedding resize reinitialization when tie_word_embedding is False." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both mention dtype/casting, but they affect different models and code paths (SwitchTransformers/TimmWrapperModel vs Gemma4 quantized embedders)." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Unrelated failures: category-count limit overflow vs static-cache prefill arithmetic on a device tensor." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Different problems: junk-filled non-persistent buffers after init vs GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "One is docs still referencing removed pipeline() APIs; the other is an inference correctness bug for SigLIP2. Same keyword, different issue." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve crashes, but one is KV-cache tensor indexing and the other is a missing _tokenizer attribute on Gemma4Processor." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper timestamp decoding crash and RT-DETR feature-level mismatch are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve trust_remote_code cache handling, but one is leaf-directory collision and the other is a FileNotFoundError when loading from cache; not clearly the same bug." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer config creation bug vs Python 3.13 IndentationError from @torch.jit.script parsing; unrelated." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3 video OOM and Whisper empty-transcription generation failure are different models and failure modes." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Head_dim validation in LlamaConfig is unrelated to Swin2SR image over-padding." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different Qwen issues: one is a loading shape mismatch for Qwen3-VL, the other is a tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Load-balancing loss omission in MoE routing is not the same as Florence2's training-loss double-shift bug." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning about num_return_sequences is not the same as Whisper crashing on empty transcription." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Auto device mapping CUDA assert and the 2^24 category limit are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug and Sam3-LiteText memory overflow are different subsystems and failures." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA model failure is unrelated to a local dataset-loading script issue." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A nonexistent import from image_utils and a Qwen3.5 chat crash are not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse-layer configuration bug vs dataset loading failure; no overlap in underlying defect." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "GLM-4.7-Flash loading problems and janus generate_images test failures are different issues." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-model implementation/preprocessing issues, but one is a dummy Conv2d in Sam3PixelDecoder and the other is processor output-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processing bugs, but one is wrong vision_position_ids and the other is incorrect padding calculation; not the same code-path problem." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but they are different Sam3 variants and different failure modes (OOM vs overflow); too broad to merge." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "A video-input regression across Qwen models is unrelated to serve KV-cache continuation tensor indexing." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor.tokenizer regression and resize_token_embeddings not updating Gemma4 embeddings are distinct bugs." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Flash-attention sink-less model crash and xLSTM return-value unpacking failure are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Broken SigLIP2 docs example and local dataset loading failure are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 40, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46421", + "issue:46489", + "issue:46697", + "issue:46752", + "issue:46858", + "issue:47217" + ], + "soft_pairs": [ + "issue:43673|issue:46421", + "issue:45127|issue:45357", + "issue:45276|issue:45584", + "issue:44779|issue:46489", + "issue:43540|issue:44734", + "issue:44462|issue:45907", + "issue:45290|issue:46752", + "issue:25251|issue:29870", + "issue:44112|issue:45600", + "issue:44521|issue:45381", + "issue:43643|issue:44496", + "issue:43854|issue:44964", + "issue:27957|issue:35141", + "issue:44938|issue:45542", + "issue:44246|issue:45003", + "issue:43526|issue:46697", + "issue:44964|issue:45600", + "issue:44737|issue:45803", + "issue:43673|issue:46858", + "issue:44112|issue:44964", + "issue:42175|issue:44279", + "issue:44496|issue:47217", + "issue:32090|issue:35141", + "issue:42796|issue:44521", + "issue:45632|issue:46234", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:36246|issue:38617", + "issue:43531|issue:45600" + ], + "prepared_review_unit_hash": "89176adbe17e52c8ef0a11ef42f55b16b093227f2c0681ba5418a59296be06d5", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36771, + "estimated_input_tokens": 9193, + "estimated_eval_tokens": 18642 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad themes like import errors, generation, tokenizers, caching, or multimodal handling, but they describe different concrete bugs and fixes.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated subsystems and failure modes, so they do not form one duplicate bug cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because the cluster is not cohesive enough to treat any one report as the canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill cache behavior, but one is missing cache state and the other is lazy init causing recompilation." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Different problems: LoRA merge with tied embeddings vs Qwen3.5 save_pretrained writing wrong visual encoder keys." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Same general family of model bugs, but one is gemma4 resize embeddings and the other is Whisper empty transcription handling." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both concern DeepSeek tokenizers, but one is v5 regression and the other is a DeepSeek-Coder v1 gap in a prior fix." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Unrelated failures: Qwen3OmniMoe video input validation vs serve KV-cache continuation indexing." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Repository utility bugs, but one is tokenizer.json selection and the other is list_repo_files not forwarding revision." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both hit apply_chat_template, but the inputs differ: tool-call assistant messages vs an empty list." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Completely different code paths: pipeline top_k nesting vs Bart generate decoder_attention_mask initialization." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI/test instability in GraniteSpeech is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but assistant mask generation and vision_position_ids are distinct bugs." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config-loading issues, but one drops fields with trust_remote_code and the other lacks model_type." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading failures for different models; no shared concrete fix path." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support for XLMRoberta is unrelated to embedding resize/post_init reinitialization." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure is a different root cause from TensorFlow backend detection with tensorboard-only installs." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowdowns are not the same bug as unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different image processor bugs: label reduction vs Swin2SR over-padding." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading and stale auto_mappings references are unrelated issues." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU tensor allocation is unrelated to Fuyu's bare except swallowing interrupts." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache/prefill, but one is missing cache initialization and the other is device-tensor seq_length arithmetic." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A GraniteSpeech CI test failure is not the same underlying issue as loading Phi-4 multimodal." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "One is a packaging/dependency omission, the other is an unspecified transformers dependency problem." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Config/model-type import failure is unrelated to VL image-placeholder handling in user text." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast NoneType error and embedding reinitialization are different failures." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling is a different bug from multimodal assistant mask generation." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to a missing import_utils availability helper." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and different root causes." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight tying in Mistral3 conditional generation is not the same as Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports in different modules; no shared code-path bug." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to removed Sam3LiteText auto mappings." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 41, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43582", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44683", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:46082", + "issue:46121", + "issue:46123", + "issue:46369", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46614", + "issue:46752", + "issue:46932", + "issue:47085", + "issue:47217" + ], + "soft_pairs": [ + "issue:44295|issue:46506", + "issue:43295|issue:45335", + "issue:41950|issue:44016", + "issue:44496|issue:45042", + "issue:45083|issue:46506", + "issue:46082|issue:46121", + "issue:43673|issue:46424", + "issue:43673|issue:44336", + "issue:43976|issue:44987", + "issue:43526|issue:43901", + "issue:43582|issue:46932", + "issue:43901|issue:44496", + "issue:44683|issue:45446", + "issue:44016|issue:44220", + "issue:43381|issue:45593", + "issue:42907|issue:43441", + "issue:43650|issue:44220", + "issue:44016|issue:44062", + "issue:44792|issue:46424", + "issue:43976|issue:44279", + "issue:43441|issue:45588", + "issue:44279|issue:46515", + "issue:43824|issue:44933", + "issue:45335|issue:45584", + "issue:43479|issue:45375", + "issue:43299|issue:45216", + "issue:43901|issue:47217", + "issue:46614|issue:47085", + "issue:46123|issue:46369", + "issue:44327|issue:46752", + "issue:43295|issue:44779" + ], + "prepared_review_unit_hash": "1e3fb717a50ab81fcfdac1c32ffd57060368da5cbdd818884fb0a21d3cabaf55", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36833, + "estimated_input_tokens": 9209, + "estimated_eval_tokens": 18674 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and heterogeneous: the issues span unrelated regressions in multimodal processing, tokenizers, configs, attention, caching, docs, and model loading. None of the soft edges look like true duplicates or the same fixable code-path bug.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items are mostly distinct bugs across different models and subsystems, and the soft links reflect broad textual similarity rather than shared root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduplication purposes; every item is a separate concrete bug or regression, so picking one as representative would be misleading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Different problems: buffer/position_ids access error vs CPU/CUDA output mismatch in PPDocLayoutV3." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "One is a processor/tokenizer API regression; the other is resize_token_embeddings not updating decoder embeddings in t5gemma." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Unrelated bugs: video-classification processor lookup vs a notebook syntax error." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: unrecognized model loading vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Distinct code paths: qwen3_omni_moe feature-length helper behavior vs model CPU/CUDA numerical differences." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Separate config-validation bugs: LlamaConfig head_dim rejection vs rope-params JSON list type handling." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked_prefill while the other is cache length handling for quantized cache only." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Unrelated: missing GenerationMixin cache during chunked prefill vs ANSI codes emitted by loading_report." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Different version-compatibility problems affecting different model-loading scenarios; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug vs TextClassificationPipeline docs mentioning return_all_scores." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Different issues: AppleSilicon TypeError in caching_allocator_warmup vs Gemma4 quantized embedders dtype casting." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for text classification vs model loading failure for an unrecognized model." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both are torch-version related, but one is compiled flex_attention on torch>=2.9 and the other is an incorrect version check for AuxRequest import." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs _torch_extract_fbank_features() bug; no shared root cause." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to D-FINE missing auxiliary losses when denoising is off." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Different model-specific failures: saving dequantized Ministral/Devstral vs FlashAttention failure for Ministral-3." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "ADD THE DATA is unrelated to audio feature extraction failure." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken keyword-argument conflict." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Failed janus image-generation test vs cache max length behavior; different subsystems and symptoms." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Version/platform incompatibility claim vs generic dependency issue; not the same concrete bug." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but one is a model failure in Ministral-3 and the other is an AttributeError on s_aux=None in integrations/flash_attention.py." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issue vs incompatibility with torch 2.4.1; no shared code-path evidence." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing Qwen2_5_VL export vs nonexistent import from image_utils; different import paths and models." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Tokenizer embedding resize bug vs Whisper generation failing after align_special_tokens." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Phi4MultimodalConfig default-init issue vs Qwen3_5MoeVisionConfig missing deepstack_visual_indexes / @strict dropping field." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions in Qwen3VL/Qwen3.5 save/load behavior; not the same underlying change." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "Documentation mismatch vs VL placeholder-in-user-text failure; unrelated issues." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Wav2Vec2 phonemizer backend state bug vs fast tokenizer thread-safety regression." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "MaskGenerationPipeline partial-batch dropping bug vs memory overflow in sam3-litetext; different failure modes." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans top_k bounds error vs empty-list apply_chat_template crash." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer regression for multimodal image handling vs Deepseek tokenizer output regression; different components." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 42, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43299", + "issue:43381", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46399", + "issue:46512", + "issue:46851", + "issue:47000", + "issue:47145" + ], + "soft_pairs": [ + "issue:44279|issue:45405", + "issue:39692|issue:43901", + "issue:42796|issue:43650", + "issue:43577|issue:45216", + "issue:44075|issue:44368", + "issue:41950|issue:45020", + "issue:44779|issue:45812", + "issue:43976|issue:45405", + "issue:44351|issue:45278", + "issue:43381|issue:47000", + "issue:44466|issue:45276", + "issue:43653|issue:45593", + "issue:46082|issue:46399", + "issue:43299|issue:45357", + "issue:46082|issue:46512", + "issue:41950|issue:45823", + "issue:43650|issue:46209", + "issue:43644|issue:47145", + "issue:44462|issue:45081", + "issue:44242|issue:45200", + "issue:43931|issue:47145", + "issue:43299|issue:43854", + "issue:44016|issue:44291", + "issue:45588|issue:47000", + "issue:44683|issue:45542", + "issue:45081|issue:45907", + "issue:43479|issue:43525", + "issue:44336|issue:46851" + ], + "prepared_review_unit_hash": "6eedc49661ba00e6eccfd7821da2ec1a9e4fcfc064ab2bf99c9625e428d7a949", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36247, + "estimated_input_tokens": 9062, + "estimated_eval_tokens": 18380 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge pair looks like the same underlying bug/change; the set is a mix of unrelated model, tokenizer, config, docs, and runtime issues. I would keep them separate and, if one issue must anchor the cluster, use the Granite tokenizer regression report as the clearest standalone bug.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45812 is the strongest standalone report: it describes a specific, reproducible v4\u2192v5 regression with clear impact across all Granite models and a concrete tokenizer code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best representative issue because it is precise, high-signal, and clearly scoped to one regression rather than a vague or broad compatibility complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A broad dependency complaint is not the same bug as a specific unreleased PEFT version bump." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they cover different pipelines and different errors." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to the vague data request." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different models, different failure modes, and different code paths." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "An optimizer argument bug is unrelated to a Qwen3.5 config warning." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "A specific pipeline processor lookup bug is not the same as a broad remote_code regression." + }, + { + "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:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility and PEFT release versioning are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A missing HybridCache import may be one symptom of broader import breakage, but the reports are not concrete duplicates." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to RTDetr loss infeasibility." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied weights is not the same as resize_token_embeddings not propagating to Gemma4 embeddings." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token decoding and D-FINE auxiliary-loss behavior are different subsystems." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "A LlamaConfig validation issue is unrelated to a Qwen3.5 kernel registration crash." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen multimodal models, but one is a loading failure and the other is save_pretrained key corruption." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Explicit head_dim validation and stale config.dtype after from_config are different config bugs." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor selection and Gemma4 PLE device placement are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A vague placeholder issue is not the same as FP8 inference failure on B200." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Non-persistent buffer junk and missing FP8 weight_scale application are different corruption mechanisms." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is different from a Mistral regex patch crash." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load balancing loss and Gemma4 mm_token_type_ids defaults are different training-time bugs." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "A Qwen3-VL shape mismatch is not the same as FP8 frozen checkpoint scaling corruption." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "These are different model-loading failures for different models and likely different causes." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax and init_empty_weights argument handling are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "Flash-attention s_aux handling and RTDetr loss infeasibility are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "A torch flex_attention failure and a TensorFlow backend packaging issue are not the same change." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "A tokenizer regex patch crash is unrelated to forwarding a revision argument in list_repo_files." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Default multimodal config initialization and missing pad_token_id are different config bugs." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI code output in loading_report is unrelated to Qwen3.5 variable-length position_ids handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 43, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43525", + "issue:43575", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44373", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:44987", + "issue:45103", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47176", + "issue:47177", + "issue:47217" + ], + "soft_pairs": [ + "issue:42994|issue:43317", + "issue:44623|issue:44749", + "issue:43873|issue:47145", + "issue:33290|issue:45656", + "issue:43441|issue:45834", + "issue:45103|issue:45372", + "issue:44246|issue:47217", + "issue:44261|issue:44263", + "issue:45859|issue:46851", + "issue:44623|issue:45397", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:43525|issue:43881", + "issue:43901|issue:44246", + "issue:45600|issue:45712", + "issue:43673|issue:43761", + "issue:44186|issue:47000", + "issue:47176|issue:47177", + "issue:44188|issue:44336", + "issue:43575|issue:47145", + "issue:44016|issue:45823", + "issue:43525|issue:43643", + "issue:44336|issue:44373", + "issue:44987|issue:45542", + "issue:43723|issue:44162", + "issue:43824|issue:43976", + "issue:42796|issue:43441" + ], + "prepared_review_unit_hash": "9fc444993a32e31b8e1bf7980838e4c680e417458e0539a920d54e5acc6484f9", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34949, + "estimated_input_tokens": 8738, + "estimated_eval_tokens": 17732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated, model-specific or subsystem-specific bugs rather than duplicates. The proposed soft edges mostly share a broad theme (quantization/offload, deepspeed, same model family, or v5 regressions) but not the same concrete failure path.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43873 is the broadest and most central item among the set, with strong activity and external references, but the overall cluster is too mixed for a true single canonical bug.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the best anchor if one must pick a representative issue: it is broad, active, and widely referenced. Even so, it only covers one narrow theme within an otherwise unrelated set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantization/loading, but one is about saving quantized models and the other about loading a dequantized model with gpu/cpu offload; different code paths and failures." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save file handling and a training/performance slowdown after upgrade are unrelated bugs." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Shared offloading/quantization theme, but 43873 is a general load/offload problem while 47145 is a specific FP8 frozen-checkpoint weight_scale omission; not the same defect." + }, + { + "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 stepping; different symptoms and likely different causes." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different model families and failures: FlashAttention regression for Ministral-3 versus OCR index error in Kosmos2.5." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling and a missing mistral_common import for Gemma 4 processor loading are unrelated issues." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Import latency for transformers and VL image-placeholder handling are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different model internals: MLA q_a_layernorm precision/config issue versus GlmMoeDsaIndexer torch.split return values." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is CPU-offload incompatibility in rotary embedding and the other is variable-length position_ids behavior; not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor file persistence and Gemma-4 zero3 from_pretrained loading are separate failures." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "One is a packaging/backend dependency issue, the other is a Python-version compatibility regression." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 model regressions, but they affect different models and different tokenizer/MLM behavior; too broad to treat as the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and a generic glm-4v-9b loading failure are not the same underlying problem." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation mismatch and intermittent import slowness are unrelated." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both touch repo-maintenance surfaces, but one is stale auto-mappings config references and the other is leftover dummy classes; different files and issues." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Chunked-prefill GenerationMixin cache regression and CLIPVisionModel hidden_states regression are separate model/path failures." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "Tokenizer crashes on NER/padding versus RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Both are security issues, but one is a shell-operator allowlist bypass and the other is tar/zip-slip file write; different vulnerabilities." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile and ANSI-code leakage in loading_report are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "Qwen2.5/Qwen3.5 loading OOM under tensor parallelism is unrelated to FP8 compressed-tensors frozen-checkpoint scaling corruption." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing config attribute in one model and missing fields from trust_remote_code AutoConfig in another are not the same bug." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI color leakage and wrong position_ids docstring are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model loading failure and missing TensorFlow backend dependency are different issues." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and ESM2 model breakage are not the same concrete failure." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Qwen2.5-VL import failure and Python version incompatibility are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but tokenizer BPE-marker handling and FlashAttention failure are different code paths and bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 44, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:41628", + "issue:42491", + "issue:42886", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43784", + "issue:43976", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45292", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46132", + "issue:46291", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:44589|issue:45362", + "issue:45325|issue:46851", + "issue:44246|issue:44496", + "issue:44297|issue:45397", + "issue:44871|issue:47145", + "issue:46291|issue:46399", + "issue:45083|issue:46851", + "issue:43784|issue:45542", + "issue:46655|issue:46726", + "issue:41628|issue:43976", + "issue:45003|issue:47217", + "issue:46399|issue:46851", + "issue:43526|issue:45003", + "issue:45072|issue:46829", + "issue:43540|issue:46752", + "issue:45103|issue:46399", + "issue:44295|issue:45397", + "issue:44246|issue:44871", + "issue:45561|issue:45563", + "issue:43531|issue:45362", + "issue:44336|issue:44485", + "issue:45588|issue:46851", + "issue:42491|issue:43299", + "issue:46614|issue:46665", + "issue:45003|issue:46821", + "issue:44242|issue:45593", + "issue:43550|issue:46506", + "issue:42886|issue:46132", + "issue:44779|issue:45292" + ], + "prepared_review_unit_hash": "8692330e5f295b95d8d5b70e691f7d75fea1fc68182b3e85bb9319045750e56b", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35857, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are broadly about Transformers regressions, but the soft-edge pairs mostly point to different code paths, model families, or failure modes rather than true duplicates. I would not merge any of the suggested pairs.", + "confidence": 0.19, + "canonical_issue_reason": "issue:46399 is the most concrete, well-scoped bug report here: a specific Qwen3.5 crash with use_kernels and a clear failure point (apply_rotary_pos_emb registration).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46399 is the strongest representative issue for triage because it is actionable, specific, and has a clear runtime failure path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Different failures: a Float8 storage import/type error vs a Qwen3.5 chat crash. No shared underlying bug." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both involve position_ids, but one is a Qwen2.5-VL RoPE scaling bug and the other is a Qwen3.5 variable-length input issue. Different models and paths." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness is not the same as an unrecognized model/config error. Different symptoms and root causes." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save-pretrained metadata mismatch is unrelated to Gemma-4 zero3 from_pretrained behavior." + }, + { + "left": "issue:44871", + "right": "issue:47145", + "accept": false, + "reason": "EOS token config inconsistency is unrelated to FP8 compressed-tensors loading without weight_scale." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both mention kernels, but one is a pipelines import dependency/version issue and the other is a Qwen3.5 registration crash. Different concrete bugs." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Both touch Qwen models and positions, but one is a helper length-calculation bug in qwen3_omni_moe; the other is a chat/position_ids failure in Qwen3.5." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "One is a missing nn import in sentence-transformers integration; the other is a TensorFlow backend detection issue. Different code paths." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding calculation in SmolVLM is unrelated to AutoProcessor/backend-missing image processor errors." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing AutoImageProcessor import and Python version compatibility are unrelated bugs." + }, + { + "left": "issue:45003", + "right": "issue:47217", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to VL models failing on image placeholders in user text." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Different failures: one is a use_kernels registration crash, the other is variable-length position_ids handling. Not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to modeling_utils sys.modules access." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "These are distinct issues in different model heads and execution paths: dtype mismatch under torch.compile vs hidden_states/output formatting." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and empty-list chat template IndexError are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring future-annotations crash is unrelated to Qwen3.5 kernel registration failures." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Reading position_ids after buffer registration is a different bug from Gemma-4 zero3 from_pretrained issues." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance and EOS token configuration mismatch are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race and stale num_return_sequences warning are completely different test/runtime issues." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE and Qwen3.5 chat crashes do not look like the same underlying defect." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output formatting in loading_report is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention s_aux=None crash and variable-length position_ids handling are different failures." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is LoRA compatibility across hf4.x/hf5.x and the other is base-model loading in 5.0.0.dev0. Not clearly the same bug." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "A stale phonemizer language backend bug is unrelated to inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unsafe sys.modules access and a TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Loss-term gating bugs in different models are not the same code path or change." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to PPDocLayoutV3 CPU/CUDA result divergence." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior changes are distinct issues." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer regression and resize_token_embeddings not updating output embeddings are different subsystems and symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 45, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:41950", + "issue:42757", + "issue:43257", + "issue:43295", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43901", + "issue:44038", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44295", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46752", + "issue:46894", + "issue:46897", + "issue:47000", + "issue:47217" + ], + "soft_pairs": [ + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:46726|issue:47217", + "issue:43540|issue:46655", + "issue:43257|issue:45137", + "issue:41950|issue:44220", + "issue:45375|issue:45759", + "issue:44451|issue:46752", + "issue:44479|issue:46655", + "issue:44295|issue:44749", + "issue:45292|issue:47000", + "issue:43295|issue:45292", + "issue:45859|issue:46399", + "issue:45137|issue:45600", + "issue:44162|issue:45200", + "issue:36246|issue:43596", + "issue:45003|issue:45561", + "issue:44466|issue:45335", + "issue:43475|issue:46369", + "issue:44038|issue:46506", + "issue:44623|issue:46726", + "issue:43526|issue:46897", + "issue:44877|issue:45375", + "issue:44242|issue:44857", + "issue:44987|issue:45459", + "issue:29870|issue:30333", + "issue:43526|issue:46894" + ], + "prepared_review_unit_hash": "8853dc8692f6285ed27aaf4e8f71592b2e82773ab578414699fa9c1fd2080b78", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35587, + "estimated_input_tokens": 8897, + "estimated_eval_tokens": 18050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers bug reports. The soft pairs only show superficial similarity (same subsystem, same model family, or same error class) and none look like the same underlying bug/change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44479 is the strongest representative issue here: it describes a clear, user-facing regression, names multiple affected models, and frames the failure around a specific release, making it a good anchor for the small subset of video/VL-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best standalone issue because it is specific, reproducible in scope, and broad enough to be useful for triage among the similarly themed multimodal/video reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and modules; the evidence points to separate packaging/version problems rather than one shared bug." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing names from different parts of the library; same error class, but not the same underlying defect." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "One is a docs/behavior mismatch and the other is an internal sys.modules access bug; unrelated fixes." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "Both involve processor/model input handling, but one is about missing vision backend detection and the other about image placeholders in user text; different code paths." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processing failures, but they affect different models and describe different failure modes (Qwen3OmniMoe value error vs SmolVLM padding bug)." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both mention DeepSpeed/accelerate, but the concrete failures are distinct: MOE weight conversion versus ZeRO3 deque/index errors." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "These touch different pipelines and different bugs; no clear shared underlying change." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen 3.5 multimodal config issues, but one is a missing config field and the other is wrong unwrapping in from_config; related area, not the same bug." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Completely different failures: model loading for one repo versus empty-list chat templating for the other." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Same broad video-input area, but different model families and different root causes; too far apart to merge." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A buffer-access error and a performance regression are not the same bug." + }, + { + "left": "issue:45292", + "right": "issue:47000", + "accept": false, + "reason": "One is about embedding resize propagation; the other is a loss assignment infeasibility error. No shared code-path." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Both involve model/processor API behavior, but they are distinct regressions with different symptoms and fixes." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Same model family, but one is CPU offload compatibility and the other is kernel registration/decorator handling; not the same bug." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 runtime failure versus auto_mappings CI breakage are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "Different models and different problems: ESM2 breakage versus Gemma 4 token-type defaults." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Both are runtime errors during model loading/init, but they involve different models and distinct failure mechanisms." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "A library internals bug versus a testing-utils race condition; different subsystems and fixes." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization of tied weights and resize_token_embeddings propagation are separate issues." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Both are SAM-related, but one is a missing attribute in video encoder output and the other is a memory overflow in a different model variant." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Different model families and different problems; only weak thematic similarity." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Saving processor files and reporting unrecognized image processors are separate concerns." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "Different tasks and model classes: label reduction in Beit versus training-loss double-shift in Florence2." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both mention strict config handling, but the affected configs and failure modes are different." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss gating and AMP/CUDA loss crashes are not the same underlying problem." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "A model-loading regression and a protobuf-related tokenizer error are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "UnboundLocalError during generation and MLflow job-reporting behavior are separate bugs." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "The titles both mention label/loss bugs, but the model, training path, and failure are different." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 46, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:42199", + "issue:42886", + "issue:43065", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45200", + "issue:45229", + "issue:45250", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46832", + "issue:46851", + "issue:47068", + "issue:47145" + ], + "soft_pairs": [ + "issue:43352|issue:45250", + "issue:44479|issue:46170", + "issue:45397|issue:45656", + "issue:44060|issue:44077", + "issue:42199|issue:46851", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:43475|issue:43540", + "issue:44877|issue:46170", + "issue:45412|issue:46123", + "issue:43723|issue:46710", + "issue:42886|issue:45229", + "issue:43065|issue:43408", + "issue:46170|issue:46832", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:44995|issue:45200", + "issue:46132|issue:47145", + "issue:44368|issue:45563", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:44188|issue:46421", + "issue:45593|issue:47068", + "issue:44995|issue:45588", + "issue:45987|issue:46082", + "issue:44361|issue:44749", + "issue:45685|issue:46431", + "issue:44297|issue:44623" + ], + "prepared_review_unit_hash": "63b48a1e401b2994cce5123bb147620427a980efe2d080716a075ff66011a2ef", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36142, + "estimated_input_tokens": 9036, + "estimated_eval_tokens": 18328 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set: it mixes unrelated tokenizer, vision, model-loading, deepspeed, cache, and attention bugs across many model families. All soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical duplicate exists here; the items are too heterogeneous to collapse onto one issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the broadest representative report in the set (a regression spanning multiple Qwen video variants), but it still does not meaningfully cover the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Different problems: Nemotron Flash Attention 2 support vs a generic Flash Attention 2.0 topic." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Unrelated: Qwen video-input regression vs Windows/ROCm import errors from a torch.distributed dependency." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Different code paths: Gemma-4 ZeRO-3 loading vs deepspeed optimizer stepping twice." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Both are Qwen/architecture-related, but one is tied-weights warning behavior and the other is a patchtsmixer post_init policy issue." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DET R cardinality/background-class bug vs Qwen3.5 variable-length position_ids bug." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token decode bug vs an ESM2 model breakage; not the same underlying defect." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Same model family, but one is a warning about tied embeddings and the other is a flash-attention generation failure." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different models and failures: SAM 3 video missing attribute vs Qwen3OmniMoe video-processing ValueError." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to a Windows/ROCm torch.distributed import failure." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory leak vs MaskGenerationPipeline dropping final partial-batch results." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading bug in v5 vs model accuracy regression after an upgrade; different failure modes." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading vs Gemma4 multi-GPU CUDA OOM; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "SAM3 pixel-decoder implementation detail vs a model-type mismatch warning during instantiation." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Windows/ROCm import issue vs RTDetrModel forward shape/type mismatch; not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs a Qwen3.5 tied-embeddings warning." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip token handling; unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache crash vs Gemma 4 mm_token_type_ids defaulting; different subsystems." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "AttentionInterface.register behavior change vs FP8 compressed-tensors missing weight_scale on load." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both are warnings, but one is tied embeddings and the other is stale num_return_sequences handling in paged generate." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "API request validation issue vs Gemma pipeline roundtrip failure; not the same underlying bug." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue is not evidence of the same bug as a Gemma pipeline roundtrip failure." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Different performance/compilation issues: attention kernel branching vs cache lazy initialization recompilation." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior vs host synchronization in deepspeed_sp_compute_loss; unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache crash vs flash_attention s_aux=None AttributeError; different code paths." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract bug vs LlamaConfig head_dim validation; not the same defect." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError on tasks vs a transformers upgrade performance regression; unrelated." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram/int limitation in MOE vs missing chat template in processor.save/load; different problems." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but one is tokenizer_class metadata mismatch and the other is missing processor files; too different to merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 47, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43994", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44373", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44964", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46858", + "issue:46877", + "issue:47000", + "issue:47020", + "issue:47217" + ], + "soft_pairs": [ + "issue:45103|issue:46858", + "issue:43701|issue:44749", + "issue:43065|issue:46123", + "issue:44749|issue:45656", + "issue:43994|issue:46726", + "issue:44623|issue:45656", + "issue:43646|issue:44162", + "issue:44964|issue:45137", + "issue:44871|issue:46132", + "issue:45375|issue:45478", + "issue:43475|issue:46821", + "issue:46752|issue:47020", + "issue:43475|issue:43643", + "issue:44373|issue:46851", + "issue:45230|issue:45397", + "issue:45561|issue:47217", + "issue:42994|issue:43482", + "issue:44188|issue:46851", + "issue:45310|issue:45375", + "issue:44038|issue:44623", + "issue:43232|issue:43673", + "issue:28282|issue:30990", + "issue:42994|issue:43525", + "issue:39692|issue:46726", + "issue:41628|issue:44933", + "issue:46877|issue:47000", + "issue:46463|issue:46877", + "issue:44869|issue:45356" + ], + "prepared_review_unit_hash": "bba1ff4148ecbb805d7de6b471eb762c5217c05fb55ec7e8ee64dd61911071e7", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35255, + "estimated_input_tokens": 8814, + "estimated_eval_tokens": 17884 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated model-specific regressions, docs/import issues, generation bugs, and test/infrastructure problems. None of the soft pairs look like true duplicates or the same concrete fix path, so I would reject all soft edges.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43646 is the broadest and most central item in the set: a transformer v5.0 custom model initialization regression. The other issues are narrower model/config/runtime failures or unrelated tooling/docs bugs, so this is the best representative issue despite the cluster being mixed.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the strongest global representative because it captures a high-level v5 regression affecting model initialization, while the rest are mostly specific downstream manifestations or separate bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Auto-docstring annotation handling and cache seq-length arithmetic are unrelated code paths and symptoms." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch during resume and tokenizer/filtering slowdown are different problems." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to MaskGenerationPipeline dropping a final partial batch." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Data processing slowdown and DeepSpeed optimizer double-step are separate runtime behaviors." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Wrong SigLIP2 outputs and AutoProcessor backend-missing error are different vision-model issues." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file handling has no overlap with optimizer stepping twice under deepspeed." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are v5 regressions, but custom model initialization and ESM2 breakage are different model-specific failures." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque underflow are unrelated failures." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id mismatch and AttentionInterface.register behavior change are different configuration/runtime issues." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Missing deepstack_visual_indexes in a config is not the same bug as the Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "SAM 3 Video missing fpn_position_embeddings and TimesFM window_size AttributeError are unrelated model bugs." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty chat template list IndexError and Unigram receiving a dict are different failure modes in different APIs." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 Video attribute loss and AutoConfig trust_remote_code field dropping are not the same underlying bug." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "A docstring mismatch for position_ids is unrelated to a real variable-length input bug in Qwen3.5." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A placeholder bug report and gemma-4 zero3 from_pretrained failure are not the same issue." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "pytest-xdist captured_info.txt races and VL image placeholder handling are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure with v5 are different code paths." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Attention kernel divergence under torch.compile and Qwen3.5 variable-length position_ids are separate bugs." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "The Qwen3.5 Moe from_pretrained error and missing deepstack_visual_indexes field are distinct config/model issues." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe loading and processor.save_pretrained missing files are unrelated subsystems." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and missing generation cache during chunked_prefill are different generation regressions." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch missing import error and Sentence Transformers hanging on load are not the same failure." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving and Llama4Config missing pad_token_id are unrelated bugs." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 documentation example errors and missing-vision-backend AutoProcessor messaging are different issues." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Top-level AutoImageProcessor import failure and image_utils export/import mismatch are similar in theme but not clearly the same bug." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Import-time doc-lint stdout noise and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "T5 decoder input validation messaging and auto_docstring import-time diagnostics are different subsystems." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi tokenizer codec regression are unrelated tokenizer/decoder bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 48, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:30333", + "issue:33290", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44661", + "issue:44743", + "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:45712", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46701", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47068" + ], + "soft_pairs": [ + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43784|issue:46399", + "issue:43873|issue:44945", + "issue:45137|issue:47000", + "issue:41628|issue:44351", + "issue:36010|issue:41628", + "issue:42994|issue:43824", + "issue:44038|issue:45310", + "issue:44222|issue:45310", + "issue:44857|issue:46877", + "issue:44661|issue:47059", + "issue:45081|issue:45103", + "issue:44945|issue:45753", + "issue:45593|issue:46877", + "issue:46202|issue:46701", + "issue:45406|issue:46202", + "issue:45561|issue:47059", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:42673|issue:43704", + "issue:42175|issue:44933", + "issue:45405|issue:46877", + "issue:44743|issue:47068", + "issue:30333|issue:33290", + "issue:43976|issue:44933", + "issue:44496|issue:45561", + "issue:42898|issue:44568", + "issue:42175|issue:45712" + ], + "prepared_review_unit_hash": "8ed4624dff77642022cf28ce45777c1420d9ff5046e970982e1c9ae923c59274", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35699, + "estimated_input_tokens": 8925, + "estimated_eval_tokens": 18106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and should not be merged broadly. The only clear duplicate pair is the Qwen3ForCausalLM VRAM leak report (issue:42673 / issue:43704); the rest are different bugs, regressions, or feature issues in unrelated code paths.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the better canonical issue for the one true duplicate pair: it is the older, fuller report of the same Qwen3ForCausalLM VRAM leak symptom later repeated in issue:43704.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best issue to anchor this set because it is the only clear duplicate target and has the strongest discussion trail among the matching pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but one is an AutoTokenizer v5 loading issue and the other is a mistral_common continue_final_message bug; different failure modes." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance and InternVL2 meta-initialization incompatibility are unrelated problems." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Different imports and code paths: sentence-transformers nn import failure vs Qwen3.5 kernel registration crash." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading and pipeline-parallelism incorrect output are different classes of bugs." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different release regressions; not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin import failure and AutoImageProcessor import failure are separate missing-export issues." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving and Qwen2.5-VL import failure do not share the same underlying code path." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5/Moe, but one is a transformers 5.0 Qwen3-VL-Moe issue and the other is a newer from_pretrained regression; too different to merge." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained failure and from_pretrained loading failure are distinct operations and bugs." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "AMP/CUDA loss crash and auto_docstring stdout diagnostics are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Tokenizer mapping/model-add logic is unrelated to a huggingface_hub CLI completion API break." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral regex patch crash and auto_docstring annotation handling are different subsystems." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Incorrect pipeline-parallel output and a Qwen3_5 infinite loop on one image are not the same defect." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior and auto_docstring import-time logging are unrelated." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both involve Gemma pipelines, but one is tokenizer roundtrip behavior and the other is an image-text-to-text pipeline output class issue." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip failure are different bugs." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "A pytest-xdist file race and a CLI completion attribute error are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and janus image-generation test failure do not point to the same code path." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy issue and the other is a save_pretrained bug." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same Qwen3ForCausalLM VRAM leak symptom with multiple dataloader threads; clear duplicate." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "TensorFlow backend packaging and a missing import from image_utils are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT minimum version bump and auto_docstring stdout diagnostics are unrelated maintenance issues." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset and DeepSpeed host synchronization are different problems." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed training jobs and AdaFactor OOM in DeepSpeed are not the same issue." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and a missing image_utils import are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model config and a pytest-xdist file race are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior changes, but one is a generic v5 cleanup behavior change and the other is a specific BOS/EOS regression for mdeberta-v3-base." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Torch-only install backend packaging and leftover dummy_pt_objects cleanup are different repository hygiene issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly matching pair is issue:42673/issue:43704, which share the same title and symptom, with 42673 being the older and more detailed report. The soft-edge verdicts are conservative overall and do not overstate duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 49, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:39692", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43295", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44075", + "issue:44079", + "issue:44186", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44843", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45310", + "issue:45600", + "issue:45656", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46909", + "issue:47059", + "issue:47085" + ], + "soft_pairs": [ + "issue:30990|issue:35141", + "issue:44568|issue:47085", + "issue:43479|issue:46829", + "issue:44623|issue:45310", + "issue:44186|issue:47085", + "issue:42673|issue:46693", + "issue:42898|issue:45812", + "issue:46077|issue:46123", + "issue:45600|issue:47059", + "issue:43723|issue:44568", + "issue:44016|issue:46231", + "issue:43479|issue:44869", + "issue:39692|issue:46909", + "issue:43784|issue:43824", + "issue:27957|issue:30333", + "issue:42898|issue:44779", + "issue:42673|issue:47085", + "issue:44843|issue:47085", + "issue:30333|issue:34689", + "issue:43479|issue:44079", + "issue:42898|issue:43295", + "issue:43874|issue:45092", + "issue:44295|issue:45656", + "issue:42222|issue:45200", + "issue:30333|issue:36331", + "issue:42898|issue:44448", + "issue:22355|issue:28282", + "issue:44222|issue:44297", + "issue:44734|issue:45103", + "issue:44075|issue:46231" + ], + "prepared_review_unit_hash": "6bb70f30a6158cdb50d205fb0a0725868e0c923f4200db64a0e7c7294d39b167", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36320, + "estimated_input_tokens": 9080, + "estimated_eval_tokens": 18416 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft pairs mostly look like broad semantic matches rather than the same underlying defect. They span unrelated tokenizer, model-loading, training, multimodal, and documentation problems, so none should be merged as duplicates.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 45812 is the best representative issue: it is a concrete, high-impact tokenizer regression with a clear v4\u2192v5 boundary and a precise user-visible symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the strongest standalone issue to anchor this set because it is specific, actionable, and clearly describes a reproducible regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Different bugs: a loading hang vs. embedding reinitialization after resize; no shared code-path evidence." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Both involve tokenizers, but one is a special-tokens regression and the other is a thread-safety issue; different failure modes." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Unrelated model components: multimodal config default initialization vs. incorrect hidden_states wiring in a classifier output." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Different load/save failures: missing processor artifacts vs. a from_pretrained error for Qwen3.5 MoE." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLM tokenizer NER/padding crash and fast-tokenizer thread safety are separate code paths." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Distinct performance bugs: VRAM leak across dataloader threads vs. FA2 long-context regression." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about cleanup-space behavior while the other is wrong token IDs for Granite models; not the same bug." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Different logic: bidirectional attention mask construction vs. final partial-batch handling in a pipeline." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "Auto-mapping config references and CLI completion breakage from huggingface_hub are unrelated issues." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer v5 problems, but one is AutoTokenizer loading and the other is add_special_tokens/BOS-EOS behavior on a specific model." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and doc parameter-name mismatch are separate documentation problems." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different model paths: Phi4 multimodal config initialization vs. Whisper timestamp decode crash." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are broken docs examples, but they concern different examples and different failure causes." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Separate import failures: sentence-transformers NameError vs. missing Qwen2_5_VL export." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Different subsystems entirely: Flash Attention model support vs. MLFlow reporting after failed training jobs." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Related only at a high level to v5 tokenizer changes; the concrete symptom and likely root cause differ." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloading is not the same as tokenizer thread-safety regressions." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline-model_info behavior in AutoTokenizer is a load-time network bug, not a tokenizer thread-safety bug." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLFlow job state reporting and Llama 3.2 Vision model loading are unrelated regressions." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config defaulting bug vs. ModelOutput key assignment bug; different objects and code paths." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup semantics and processor.tokenizer/image-passing regression are different API breakages." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch helper and old InternVL2 meta-init incompatibility are different multimodal issues." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access and duplicated optimizer.step under deepspeed are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken VitPose models and Gemma4 mm_token_type_ids defaults are separate multimodal bugs." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLFlow failure reporting and CustomTrainer compute_loss signature mismatch are distinct training issues." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both are v5 behavior regressions, but one is cleanup-space semantics and the other is Pegasus output differences; not the same defect." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import/dependency errors." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save_pretrained behavior and tokenizer_class mismatch on save_pretrained are different serialization bugs." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache indexing in /v1/responses and auto_docstring future-annotations handling are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer step argument handling and a docs parameter-name mismatch are not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 50, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43504", + "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:45405", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46762", + "issue:46932", + "issue:47059", + "issue:47276" + ], + "soft_pairs": [ + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:44933|issue:45712", + "issue:44222|issue:44623", + "issue:42796|issue:43723", + "issue:44060|issue:45125", + "issue:43479|issue:43644", + "issue:44448|issue:46132", + "issue:45245|issue:46132", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:41628|issue:42757", + "issue:44360|issue:46762", + "issue:45071|issue:46082", + "issue:43232|issue:47276", + "issue:43122|issue:46209", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:46614|issue:46932", + "issue:43504|issue:47059", + "issue:44263|issue:45092", + "issue:44263|issue:44373", + "issue:44295|issue:44623", + "issue:46209|issue:46431", + "issue:30990|issue:38175", + "issue:44190|issue:46082", + "issue:43232|issue:46424", + "issue:43232|issue:45834", + "issue:43475|issue:46305" + ], + "prepared_review_unit_hash": "dbd6ea125f607e7695832bec094077e595b5d9a76fab021dff859fb26cf8b03d", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36692, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of unrelated Transformers issues (tokenizers, configs, FP8, generation, CLI/tests, multimodal models, etc.). No single duplicate-canonical issue or PR emerges from the titles alone.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated code paths and model families, so they do not appear to be one underlying bug cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative because the set is not a true duplicate cluster; forcing a canonical issue would conflate unrelated regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Both are example-script failures, but one is multi-label empty output and the other is local dataset loading; different bugs and code paths." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "One is a version pin/release concern, the other is leftover dummy classes failing repo checks; unrelated maintenance issues." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to deepspeed causing duplicate optimizer steps." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression and processor save_pretrained missing files are different subsystems and failure modes." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both mention import-ish repo hygiene, but one is a missing image_utils import and the other is dummy class cleanup; not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but one is FP8 MoE serialization and the other is processor file export; distinct problems." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE marker handling and AutoTokenizer.from_pretrained loading failure are different tokenizer issues." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning and missing _tp_plan for tensor parallelism are separate Qwen/MoE defects." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config default initialization with None and non-persistent buffer junk filling are unrelated initialization bugs." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output regression and AttentionInterface.register behavior change are different code paths." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category limit runtime error is unrelated to registered attention behavior." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Wrong docstring for position_ids is documentation only; GLM-5 RoPE implementation is a functional model change." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and dependencies; not the same underlying breakage." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer missing ReLU and Minimax attention numerical differences are different algorithmic issues." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Both concern config validation, but they are different checks on different config classes and parameters." + }, + { + "left": "issue:43232", + "right": "issue:47276", + "accept": false, + "reason": "One is a generation state update bug, the other is a misleading warning message; not the same change." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization differences across versions and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading failure and Qwen3.5 flash-attention generation issue are different problems." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained bug and max_shard_size default question are unrelated save_pretrained concerns." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state and Gemma4 quantized embedder dtype casting are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Beit legacy-field loading bug and huggingface_hub CLI completion breakage are separate regressions." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split behavior in a MoE indexer and remote-code checkpoint meta-init incompatibility are different issues." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Runtime tensor-splitting bug and docstring issue are not the same underlying problem." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer registration/read error and missing processor files are different serialization/load paths." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template in a processor are unrelated failures." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and zero probabilities in siglip2 are unrelated model issues." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Dataset loading in an example script and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs sync issue and cache max length handling are different cache-related behaviors." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "sync_gpus/generation issue and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Missing SAM vision encoder attribute and Moonshine sliding-window off-by-one are different model bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 51, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43408", + "issue:43824", + "issue:43986", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44327", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44964", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46172", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46655", + "issue:46664", + "issue:46726", + "issue:46909", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:46305|issue:46655", + "issue:46369|issue:46909", + "issue:42831|issue:45310", + "issue:44263|issue:44360", + "issue:22355|issue:27957", + "issue:42907|issue:46050", + "issue:43986|issue:46726", + "issue:44279|issue:46328", + "issue:45092|issue:45357", + "issue:42831|issue:44038", + "issue:44261|issue:45092", + "issue:41628|issue:43824", + "issue:44829|issue:46002", + "issue:44964|issue:47059", + "issue:45381|issue:46305", + "issue:43408|issue:46402", + "issue:44483|issue:45406", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:44188|issue:44373", + "issue:46305|issue:46664", + "issue:43986|issue:47217", + "issue:44327|issue:47059", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:39379|issue:46172" + ], + "prepared_review_unit_hash": "285e3dbe1eebc84c336fa37789662bfafff629c8ce73107e17a11c1d6cc29ae2", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35162, + "estimated_input_tokens": 8791, + "estimated_eval_tokens": 17838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: it mixes tokenizer/import regressions, multimodal model loading issues, quantization/saving bugs, and unrelated attention/processor problems. None of the soft pairs look like true duplicates; they mostly share only a broad subsystem or symptom class.", + "confidence": 0.44, + "canonical_issue_reason": "issue:45278 is the broadest compatibility-regression report and the best umbrella for the import-error subset, but it is still only a loose representative because the cluster spans many unrelated bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the strongest global representative among the issues because it captures a wide post-upgrade breakage pattern; however, the overall cluster is too diverse to have a single clearly canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video processing masks, but they are different models and different bugs (MoonshineStreaming sliding-window masking vs SmolVLM padding calculation)." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "One is a runtime memory overflow in sam3-litetext; the other is a broken documentation example for DIA. No shared underlying bug." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy drift and Qwen3.5 MoE from_pretrained failure are unrelated failure modes." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA/indexer code, but one is about torch.split outputs and the other about a missing ReLU; not the same concrete bug." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Transformers.onnx import failure and XLMRoberta Flash Attention 2 are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both concern quantized model persistence, but they target different quantization paths and symptoms; not enough to merge as one bug." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both are processor/backend import failures, but one is missing torchvision for a video model and the other is an unrecognized image processor path." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A generic dependency issue is not the same as a SequenceFeatureExtractor.pad performance bug." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both are multimodal model persistence/loading issues, but they affect different models and different code paths (meta init vs visual encoder keys)." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy regression and Qwen3-VL-Moe load bug are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA rms_norm_eps precision bug and InternVL2 meta-init incompatibility are different defects." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different components; too broad to call duplicates." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-attention training degeneration and NaNs at checkpoint/init are different training/initialization bugs." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Phi-4 multimodal loading and huggingface_hub CLI breakage are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both touch video/positioning logic, but they are different models and different off-by-one-style bugs." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Sam3 model-type warning and missing text-encoder weights are related to the same family, but they are distinct issues and code paths." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat-completions request rejection and Gemma4Processor missing _tokenizer are unrelated serving bugs." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy and Qwen3_5 infinite-loop behavior are not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "ONNX import failure and tokenizer spacing after added tokens are unrelated tokenizer issues." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention kernel divergence and a wrong docstring for position_ids are not the same underlying problem." + }, + { + "left": "issue:46305", + "right": "issue:46664", + "accept": false, + "reason": "Both are video-related, but one is a mask off-by-one bug and the other is a semantic inconsistency in num_frames." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "Missing torchvision for AutoProcessor and image-placeholder handling in VL models are different crash causes." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "decode_spans top_k bounds error and CLI completion breakage are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer bugs, but on different tokenizers and different behaviors (offset mapping vs special-token insertion)." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both relate to upgrade/import breakage, but 45278 is a broad umbrella while 42757 is a specific dependency import failure; not enough evidence of one exact duplicate bug." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading and quantized model saving failures are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer cache loading and wrong tokenizer decoder type are different regression reports." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "mllama mask handling and deepseek-v4 comb transpose logic are unrelated code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 52, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42796", + "issue:42907", + "issue:43122", + "issue:43329", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45278", + "issue:45290", + "issue:45381", + "issue:45600", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:46369", + "issue:46762", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:42796|issue:43122", + "issue:27957|issue:30990", + "issue:43408|issue:46369", + "issue:45381|issue:46909", + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:44295|issue:44297", + "issue:43576|issue:43784", + "issue:42907|issue:44945", + "issue:42907|issue:44964", + "issue:30990|issue:33357", + "issue:41628|issue:45278", + "issue:43976|issue:44945", + "issue:43784|issue:45600", + "issue:42371|issue:44263", + "issue:42907|issue:43937", + "issue:43756|issue:44060", + "issue:44117|issue:44704", + "issue:39401|issue:44488", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:43329|issue:47059", + "issue:44360|issue:44485", + "issue:43122|issue:46326", + "issue:44704|issue:45290", + "issue:44038|issue:44297", + "issue:43122|issue:44521", + "issue:46172|issue:46762", + "issue:43408|issue:43475", + "issue:44038|issue:44295", + "issue:22355|issue:29159", + "issue:44038|issue:44222" + ], + "prepared_review_unit_hash": "b3e38b2662c6f90e2e303f620ef7c6f8374411b08d90d5fbfff7bb98bc913d1a", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36822, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly distinct bug reports rather than duplicates. The soft links are driven by broad topical overlap (tokenizers, multimodal models, v5 regressions, loaders), but the concrete failing code paths and symptoms differ enough that none should be merged.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 44038 is the most concrete and cluster-central report: it names a specific model family, version, and failure mode, and it appears in multiple soft-similarity candidates. Even so, the surrounding items are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44038 is the best representative issue to anchor the cluster because it is specific, reproducible, and clearly describes a code-path regression rather than a vague symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer-related, but one is a model-specific BPE marker bug and the other is a version-to-version tokenization drift report. Different symptoms, different likely causes." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Unrelated bugs: Flash Attention 2 support for XLM-Roberta vs Sentence Transformers hanging while loading." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Both mention SAM3, but one is a model-type warning/misconfiguration and the other is a memory overflow in sam3-litetext. Not the same code-path problem." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "A video-position-id bug in Qwen2.5-VL is unrelated to a broken documentation example for DIA." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Different areas and failures: Qwen3OmniMoe video processing ValueError vs documentation example breakage." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Both concern model initialization, but one is a Transformers 5.0 custom-model init break and the other is NaNs in classification heads after checkout/init. Similar theme, different concrete bug." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "One is about reading a bufferized position_ids tensor; the other is about save_pretrained writing the wrong tokenizer_class. Different persistence/loading issues." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Both are import/runtime regressions after newer Transformers, but one is the CLI env command and the other is sentence-transformers importing with a NameError. Not the same failure." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized Ministral models and incorrect output under pipeline parallelism are unrelated problems." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Different bugs: dequantized save_pretrained failure vs inability to load a multimodal Phi-4 model." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang in Sentence Transformers vs a MacOS bus error with a CLIP model are distinct runtime failures." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import regressions after upgrading, but they affect different symbols and likely different package surface areas; too broad to call duplicates." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility mismatch is unrelated to incorrect output under pipeline parallelism." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "A NameError when importing sentence-transformers is not the same as auto_mappings.py referencing removed Sam3LiteText configs in CI." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance is unrelated to the GlmMoeDsaIndexer torch.split behavior bug." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized models and invalid GenerationConfig are different model-handling bugs." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "One is a Smollm3 RoPE layer-count mismatch; the other is an incorrect tied-weights warning in Qwen3-Next. Different model internals." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Both are loader-path issues, but one is TOKENIZER_MAPPING_NAMES returning None and the other is AutoProcessor not forwarding kwargs to cached_file. Not the same underlying defect." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset mappings for Qwen3 tokenizer and failure to load a specific BERT model are unrelated tokenizer/model-loading issues." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset_mapping corruption is a different bug from assistant_masks becoming all-zero for multimodal chat templates." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to flash_attention_3 causing degenerate training." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "A multimodal-token-count video branch NameError is unrelated to a CLI completion-attribute failure." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA-indexer activation design and GLM-5 RoPE implementation are different model-internal topics, not one bug." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenizer behavior, but one is cross-version tokenization drift and the other is continue_final_message logic for mistral_common-based tokenizers." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwarg forwarding and chat-template crashes on tool-call assistant messages are separate code paths." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe upgrade breakage and tokenizer_class mismatch on save_pretrained do not describe the same bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization changes across versions are not the same as multimodal assistant_mask generation failures." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "DeepSeek-v4 tensor transpose bug and Minimax MSA numerical mismatch are different attention/kernel issues." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM3 Video related, but one is a model-type warning and the other is a missing fpn_position_embeddings attribute. Different concrete failures." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe regression and position_ids buffer-reading error are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "No module named transformers.onnx is unrelated to slow/fast tokenizer inconsistency." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe regression and FP8 save_pretrained moe bug are different model behaviors and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 53, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:39379", + "issue:39401", + "issue:42175", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43452", + "issue:43493", + "issue:43611", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44351", + "issue:44355", + "issue:44483", + "issue:44485", + "issue:44625", + "issue:44779", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46877", + "issue:47217" + ], + "soft_pairs": [ + "issue:42907|issue:43452", + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:43122|issue:44779", + "issue:43116|issue:45200", + "issue:39401|issue:46614", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:22355|issue:29127", + "issue:43278|issue:44945", + "issue:39379|issue:43232", + "issue:42175|issue:44938", + "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:44483|issue:47217", + "issue:43976|issue:45446", + "issue:44038|issue:45478", + "issue:43611|issue:46002", + "issue:43066|issue:44779", + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:44625|issue:46002", + "issue:44355|issue:46231", + "issue:45083|issue:45446", + "issue:43116|issue:43493" + ], + "prepared_review_unit_hash": "305d93dc22295e259a059a7a31a7372cdb49525693f1ed5096f1df97c78110f5", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35419, + "estimated_input_tokens": 8855, + "estimated_eval_tokens": 17966 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: several unrelated import, tokenizer, model, and version-regression reports. I found no pair that is clearly the same underlying bug with enough specificity to merge with confidence.", + "confidence": 0.3, + "canonical_issue_reason": "issue:43824 is the strongest standalone bug report here: specific, reproducible, high discussion/inbound activity, and a clear import regression description.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the best overall triage anchor because it is concrete, self-contained, and well-documented compared with the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Both concern save/load behavior, but one is dequantized model saving and the other is gguf/AutoTokenizer loading; different failure modes." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is incorrect save_pretrained output and the other is a from_pretrained import/load error; not the same concrete bug." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they miss different symbols from different modules, so they are unrelated dependency/API failures." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer differences in v5, but they affect different models and likely different code paths." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script classification output issue versus Gemma 4 multimodal input requirements; not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer offset mapping bug versus stale phonemizer language backend; different components and symptoms." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but one is huggingface_hub and the other is transformers internals; separate breakages." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug versus multi-label classification script behavior; no concrete overlap." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Module import failure versus LayoutLMv3 error-message clarity; unrelated issues." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift in train/eval versus wrong output under pipeline parallelism; different execution paths." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "mllama masking logic versus generation kwargs update after sync_gpus; unrelated model subsystems." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend install dependency issue versus Python 3.14 load failure; different root causes." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen3.5, but one is implementation discrepancy and the other is an infinite loop on a specific image; not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile versus feature-extractor padding inefficiency; unrelated." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Documentation parameter mismatch versus docstring lint printing at import time; different problems." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation error versus RoPE implementation discussion; not the same failure." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior change versus phonemizer backend staleness; unrelated subsystems." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import breakages after upgrade, but one is a single missing symbol and the other is broad import failures; too general to merge." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "Chat/completions API rejection versus VL image-placeholder handling; different endpoints and code paths." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version support bug versus a specific PyTorch version check in flex_attention; unrelated compatibility issues." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3/Qwen3.5 MoE, but one is a broad bug report and the other is a specific from_pretrained error; not clearly the same bug." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading with base_model_prefix versus NaNs in classification heads on init; different code paths." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer/version complaints, but they target different models and likely different tokenizer implementations." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak under multi-threaded dataloading versus dtype mismatch in CI inference; unrelated issues." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is wrong visual encoder keys on save and the other is from_pretrained failure; not the same concrete bug." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Configuration propagation bug versus NaNs in heads after checkout/init; unrelated symptoms and layers." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors versus documentation parameter naming; no shared underlying bug." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extract length helper behavior versus a PyTorch version check bug; different implementation areas." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label example script output versus SigLIP2 implementation discrepancy; different models and problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 54, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43618", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44075", + "issue:44117", + "issue:44263", + "issue:44380", + "issue:44610", + "issue:44704", + "issue:44936", + "issue:44995", + "issue:45092", + "issue:45405", + "issue:45446", + "issue:45563", + "issue:45588", + "issue:46077", + "issue:46328", + "issue:46640", + "issue:46697", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46762", + "issue:46829", + "issue:46909", + "issue:46981", + "issue:47000", + "issue:47116" + ], + "soft_pairs": [ + "issue:44610|issue:46909", + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:43618|issue:46829", + "issue:46726|issue:46981", + "issue:43066|issue:46710", + "issue:46328|issue:47116", + "issue:43116|issue:43825", + "issue:28348|issue:46640", + "issue:43992|issue:44704", + "issue:43827|issue:45446", + "issue:42673|issue:42796", + "issue:33453|issue:39401", + "issue:44995|issue:46697", + "issue:45092|issue:46762", + "issue:43673|issue:46328", + "issue:43824|issue:46981", + "issue:43064|issue:43673", + "issue:44263|issue:46762", + "issue:39379|issue:43688", + "issue:45405|issue:45446", + "issue:43937|issue:45563", + "issue:44380|issue:46077", + "issue:42222|issue:47000", + "issue:44117|issue:45588", + "issue:42222|issue:43441", + "issue:42222|issue:46752" + ], + "prepared_review_unit_hash": "de6908cc163b5a28c823f2a1dda6a932df34d422b1670843d049b9939d067f13", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34962, + "estimated_input_tokens": 8741, + "estimated_eval_tokens": 17738 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: the issues span unrelated model, tokenizer, training, processor, and docs bugs. None of the soft similarity pairs look like the same underlying defect, so all should be rejected as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical issue stands out because the items cover many unrelated subsystems and failure modes, so there is no clear duplicate hub for the cluster.", + "canonical_pr_reason": "No pull requests were provided in the cluster.", + "best_issue_reason": "No global best issue: none of the issues is representative of the others, since the group is not a coherent duplicate set.", + "best_pr_reason": "No pull requests were provided in the cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Different products and failure modes: OmDet-Turbo processor sizing vs a broken DIA docs example." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 configuration API behavior is unrelated to a missing GLM46V image-processor method." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "One is SGD arguments being ignored; the other is trainer.evaluate() failing after train(). Different code paths." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field issues, but in different models and different fields; not the same bug." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "AutoProcessor failures, but one is missing backend handling and the other is repeated 429 retries." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression vs model accuracy regression; unrelated root causes." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "Feature-extractor padding performance vs streaming pipeline regression; different subsystems and symptoms." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script returns empty labels vs a v5 pipeline translation-support error message; not the same defect." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "GPT2 FlashAttention-2 support request vs a generic Flash Attention 2 issue; too broad and not one concrete bug." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing checkpoint weights in UMT5Encoder vs AutoProcessor kwargs not forwarded; unrelated loading paths." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still mentioning pipeline() vs a PyTorch version check bug in flex_attention; different layers entirely." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in Qwen3 multi-thread use vs BPE marker handling in Ministral tokenizer; different models and bugs." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression vs wrong offset_mapping for Qwen3; related area but not the same underlying issue." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "GlmMoeDsa stale cache on second forward vs Swin2SR over-padding images; unrelated." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-init incompatibility for old InternVL2 checkpoints vs numerical differences in Minimax attention; not a duplicate." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing in chunked prefill vs feature-extractor padding performance; different code paths." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "Missing import symbol for Qwen2.5-VL vs repeated 429 retries in AutoProcessor; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Wrong optimizer state placement in Trainer/FSDP2/PEFT vs missing GenerationMixin cache; not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer vs Minimax attention numerical drift; different components." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "Incorrect multimodal mask handling vs auxiliary-loss normalization; separate model-training bugs." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Dependency version bump not yet released vs an import-version check mistake; unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig vs stale num_return_sequences warning; different generation issues." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention vs Gemma4 bidirectional mask construction; same broad area, different concrete defects." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "VitPose model breakage vs RTDetrLoss infeasible cost matrix; unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling vs flash_attention s_aux=None crash; different failure sites." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose breakage vs Ministral FlashAttention failure in v5 RC; unrelated models and code paths." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model breakage vs apply_chat_template empty-list IndexError; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 55, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:38617", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44496", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45478", + "issue:45561", + "issue:45632", + "issue:46002", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46617", + "issue:46762", + "issue:46897", + "issue:46981", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:44291|issue:45071", + "issue:39379|issue:46897", + "issue:44466|issue:46002", + "issue:44410|issue:45310", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:44704|issue:47110", + "issue:45071|issue:46512", + "issue:44829|issue:45216", + "issue:45071|issue:47059", + "issue:44117|issue:45081", + "issue:43450|issue:43986", + "issue:45341|issue:46328", + "issue:42617|issue:45341", + "issue:43408|issue:43742", + "issue:45341|issue:45561", + "issue:45632|issue:46981", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:42222|issue:46178", + "issue:44877|issue:46231", + "issue:39401|issue:46209", + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:44261|issue:46762", + "issue:44484|issue:45310", + "issue:44933|issue:45278", + "issue:42371|issue:46617", + "issue:44410|issue:45478" + ], + "prepared_review_unit_hash": "748498d68dd980760acb373027bb91a9a15490640d9455eae04b7e2dc71f9063", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36319, + "estimated_input_tokens": 9080, + "estimated_eval_tokens": 18416 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is largely heterogeneous, and the soft edges look like broad topical similarities rather than true duplicates. I reject every proposed merge; the only obvious exact duplicate in the item list is 45310/45478, but it is not one of the soft-edge candidates.", + "confidence": 0.82, + "canonical_issue_reason": "No single canonical issue stands out for the whole cluster because the items cover unrelated regressions, import errors, tokenizer bugs, config issues, and testing problems. If forced to anchor a subcluster, 45310 is the clearest representative because it is a specific from_pretrained failure and has an exact twin at 45478.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the best single issue to represent the only clear duplicate-like subcluster in the list (it is duplicated exactly by 45478). For the provided soft-edge set, though, the matches are too loose to justify merging.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both involve loading/config validation regressions, but they are different failure modes and different code paths." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "Different models and different bugs; both are numerical/labeling issues only at a very high level." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights and NaNs in classification heads are not the same underlying bug." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen-family symptoms: missing projections versus a from_pretrained error." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but on different models and different broken behavior." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "One is invalid GenerationConfig handling, the other is flash-attention generation failure." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "AutoProcessor kwarg forwarding and special_tokens list handling are not the same concrete bug." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type-checking breakage and stale config dtype after from_config are separate issues." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration and save_pretrained checkpoint corruption are different code paths." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "A config type-checking regression is unrelated to the CLI completion breakage from huggingface_hub." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping fallback and Mistral regex patch crashes are different tokenizer-loading bugs." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video processor shapes are unrelated to the torchvision-missing AutoProcessor crash." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing_utils bug and a SequenceFeatureExtractor performance issue are not the same defect." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Unable to run 3d_parallel.py and a testing_utils bug do not share the same underlying failure." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning for sam3 and a MobileLLM load key error are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Cache-path collisions and repeated HTTP 429 retries are different failure modes." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different removals/fixes." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior changes and noisy logging are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model breakage and a BACKENDS_MAPPING tensorflow_text error are separate integration issues." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading and a documentation parameter-name mismatch are not duplicates." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 tokenizer offset mapping and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and MLA rms_norm_eps precision issues are different problems." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid generation config and unrecognized model config are separate load-time failures." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both mention numerical discrepancies, but they concern different attention implementations and different root causes." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A save_pretrained shard-size question is unrelated to a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A specific nonexistent image_utils import is not the same as a broad report of many import errors." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 API settings and a trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Layer-0 missing projections in qwen3next is unrelated to the Qwen3.5 MoE from_pretrained error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 56, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42886", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45375", + "issue:45464", + "issue:45478", + "issue:45588", + "issue:45656", + "issue:45753", + "issue:46172", + "issue:46369", + "issue:46752", + "issue:46894", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:44075|issue:45656", + "issue:38617|issue:44220", + "issue:44263|issue:44485", + "issue:43066|issue:43122", + "issue:43208|issue:46894", + "issue:43097|issue:44493", + "issue:44077|issue:46981", + "issue:43673|issue:45341", + "issue:43931|issue:44410", + "issue:46752|issue:47116", + "issue:41628|issue:45071", + "issue:43874|issue:44261", + "issue:44483|issue:45464", + "issue:44484|issue:45478", + "issue:27957|issue:43352", + "issue:44263|issue:46172", + "issue:43931|issue:44038", + "issue:44360|issue:46172", + "issue:43441|issue:44829", + "issue:43012|issue:43577", + "issue:43097|issue:43452", + "issue:44261|issue:44485", + "issue:43986|issue:45341", + "issue:45003|issue:45341", + "issue:42886|issue:46981", + "issue:43531|issue:45341", + "issue:44117|issue:44987", + "issue:43097|issue:45588", + "issue:43874|issue:44263", + "issue:45753|issue:46369", + "issue:44410|issue:45375" + ], + "prepared_review_unit_hash": "d768f9e35cd2100dd219a69549bc1dc9e3428544e04e55e1cdf9c45cfea4ed35", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36564, + "estimated_input_tokens": 9141, + "estimated_eval_tokens": 18538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose Transformers regressions cluster, not a duplicate set: the items span tokenizer/loading, vision, FlashAttention, config/type issues, optimizer behavior, and server/API regressions. I do not see any soft pair that clearly shares the same underlying bug or change, so all candidate edges are rejected.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43097 is the broadest user-facing v5 breaking-change report and has downstream references, so it is the best single representative for the cluster; it still does not subsume the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both concern optimizers, but one is about SGD args being ignored and the other about double stepping under deepspeed; different bugs and fixes." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "An import error for `layer_type_validation` is unrelated to `_torch_extract_fbank_features()`; different code paths." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "`torch.split()` return handling in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer-related, but one is a wrong decoder type and the other is tokenization changing across versions; not the same bug." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "Different models and symptoms: xLSTM training blockers vs CohereASR double-shift training loss bug." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed `tie_embeddings_and_encoder_decoder` is a config/API regression; unexpected position-id keys is a state-dict/loading issue." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "`patchtsmixer` post_init restriction and AutoProcessor 429 retry behavior are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Chunked-prefill cache regression is unrelated to a testing utility bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Model weight-shape mismatch in Qwen3-VL is a different failure from missing attn projections in qwen3next." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "Empty-list `apply_chat_template` IndexError is unrelated to the streaming pipeline regression." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "An `AutoImageProcessor` import failure is unrelated to `PretrainedConfig` type-checking breakage." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing `get_number_of_image_patches` and missing `rms_norm_eps` are different multimodal/model bugs." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both hit chat/completions, but one is a general request-acceptance regression and the other is a Qwen3.5 streaming inference failure." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "`max_shard_size` default behavior and Qwen3.5-Moe `from_pretrained` loading errors are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "FlashAttention 2 support requests for different models are separate model-specific issues, not one bug." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "GlmMoeDsaIndexer split handling and deepseek-v4 `comb.to(dtype).transpose()` are different code paths." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-VL-Moe breakage are related by family only, not the same concrete defect." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to the deepseek-v4 dtype/transpose issue." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention FlashAttention, but they affect different models and failure modes; too broad to merge." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch warning during bfloat16 compilation is not the same as BLIP2 dtype fields staying float32." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A removed config method is unrelated to `gguf_file` breaking `from_pretrained` for tokenizer/model loading." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Missing `rms_norm_eps` in MLA q_a_layernorm and GLM-5 RoPE implementation are distinct model-internals issues." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor crash without torchvision is unrelated to a testing utility bug." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe `sys.modules` access in modeling_utils is unrelated to testing_utils." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Offline cache lookup failure and repeated 429 retries are different hub/network behaviors." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the testing utility issue." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "A `TOKENIZER_MAPPING_NAMES` None-handling bug is not the same as loading `physical-intelligence/fast` failing in v5.1.0." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Config-method removal and a flash_attention integration crash on `s_aux=None` are unrelated." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "A Qwen3_5 image infinite loop and a SAM3-LiteText memory overflow are different bugs." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing qwen3next projections and a missing deepstack visual-index config field are different Qwen model issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 57, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43550", + "issue:43673", + "issue:43827", + "issue:43873", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44315", + "issue:44351", + "issue:44380", + "issue:44410", + "issue:44451", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45372", + "issue:45440", + "issue:45712", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46897", + "issue:47116" + ], + "soft_pairs": [ + "issue:45440|issue:46172", + "issue:43673|issue:46123", + "issue:44038|issue:44410", + "issue:38617|issue:42757", + "issue:43097|issue:46050", + "issue:43064|issue:44315", + "issue:43986|issue:45372", + "issue:43208|issue:46897", + "issue:46655|issue:46664", + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:38617|issue:44351", + "issue:46298|issue:46752", + "issue:42890|issue:46298", + "issue:43012|issue:46821", + "issue:43986|issue:44484", + "issue:44117|issue:46701", + "issue:43502|issue:43992", + "issue:46172|issue:46710", + "issue:44704|issue:45103", + "issue:44936|issue:46365", + "issue:44451|issue:47116", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43064|issue:47116", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:45712|issue:46298", + "issue:43012|issue:43550", + "issue:43992|issue:44484", + "issue:43827|issue:47116" + ], + "prepared_review_unit_hash": "3245e5d14025562cd75a60a0abd1d2685085013d0b64f8a36e20ef104b3e7ab3", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36733, + "estimated_input_tokens": 9184, + "estimated_eval_tokens": 18624 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated bug reports. The soft pairs share broad keywords like import/loading/regression/training, but the concrete failure modes and code paths differ, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single true duplicate stands out; if one issue must anchor the cluster, issue 47116 is the broadest clear regression report, but the set is heterogeneous overall.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47116 is the most broadly framed and actionable standalone regression report in the set, making it the best representative if a single issue must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different models and failures: DeepseekV3MoE divergence vs a deepseek-v4 dtype/transpose bug." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both involve generation/prefill behavior, but one is missing cache in chunked prefill and the other drops final mask pipeline results." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Same Qwen family, but one is a v5 bug on Qwen3-VL-Moe and the other is missing projections in qwen3next layer 0." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different modules with different causes." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "One is a v5 API removal notice issue; the other is a quantization save/load corruption bug." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different training stack issues: optimizer state mismatch under FSDP2/PEFT vs Liger kernel not applied with model_init." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are loading-time failures, but one is missing torchvision for video processing and the other is a mistral_common import break for Gemma 4." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Different models and bugs; xLSTM training blockers are not the same as Florence2's double-shift training-loss bug." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same video processor area, but one is padding calculation and the other is num_frames semantics." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Both are tokenizer/loading bugs, but one is AddedToken construction and the other is TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Shared v5/quantization theme only; one is API removal and the other is offloading failure with quantization." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures on different symbols; not the same missing-export bug." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "A noisy log message is unrelated to an apply_chat_template IndexError on empty input." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test flakiness from missing set_seed is unrelated to logging noise." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "Different symptoms and code paths: a PyTorch precision warning vs an AttributeError on window_size." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Unrelated issues: missing torchvision for processors vs a save_pretrained shard-size question." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping None and diffusion gemma pipeline failure are distinct bugs." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "One is unintended network access with local_files_only, the other is a missing embed_tokens weight during UMT5 loading." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Both mention DeepSeek, but one is a concrete dtype/transpose bug while the other is an accuracy regression after upgrading Transformers." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Different layers entirely: cached_file kwargs forwarding vs auto_docstring crashing on future annotations." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate() failing after train() is unrelated to importing Trainer breaking until datasets is uninstalled." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "ScandiBERT loading failure and streaming pipeline regression are different problems." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to cache lazy initialization causing recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure is not the same as an invalid tensorflow_text backend mapping." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "Optimizer-state mismatch in distributed training is unrelated to a streaming pipeline regression." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and Qwen3_5 infinite-loop behavior are different bugs." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized save failure is unrelated to saving Pipeline objects with save_pretrained()." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy placeholder classes leaking into dir(transformers) is not the same as a noisy log message." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 warning on compile is not the same as a Bamba SDPA compile failure." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens weight during load is unrelated to max_shard_size default behavior." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to a streaming pipeline regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 58, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42757", + "issue:42890", + "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:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44734", + "issue:45276", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:46077", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:47059", + "issue:47116", + "issue:47276" + ], + "soft_pairs": [ + "issue:43012|issue:44368", + "issue:43066|issue:43906", + "issue:43352|issue:43976", + "issue:43208|issue:43550", + "issue:43825|issue:44655", + "issue:43352|issue:44380", + "issue:44734|issue:47116", + "issue:45584|issue:46365", + "issue:43097|issue:46298", + "issue:44380|issue:46132", + "issue:44162|issue:46172", + "issue:44222|issue:45478", + "issue:44077|issue:46365", + "issue:43012|issue:47276", + "issue:42757|issue:43824", + "issue:42890|issue:47059", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:43064|issue:44380", + "issue:42175|issue:46365", + "issue:44483|issue:44514", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:43618|issue:44380", + "issue:45276|issue:46077", + "issue:36010|issue:42757", + "issue:43618|issue:43761", + "issue:44038|issue:44230", + "issue:42994|issue:44655", + "issue:43208|issue:43526" + ], + "prepared_review_unit_hash": "9a57e7632c4329f8fed9e822b7f934e9ce61a058c5e779992ef1ca08191bc76c", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36542, + "estimated_input_tokens": 9136, + "estimated_eval_tokens": 18528 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated import, warning, model-specific, backend, or training issues. I don\u2019t see any soft pair that looks like the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43064 is the strongest standalone report in the set: it describes a concrete, high-impact distributed training regression with a clear failure mode and broad user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43064 is also the best representative issue overall because it is well-scoped, actionable, and more substantive than the narrower import/warning/model-specific reports around it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Different warning classes and code paths: bfloat16 compilation precision warning vs a tie_word_embeddings warning during ms-swift LoRA fine-tuning." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "One is a tokenizer decoder-type regression; the other is only an isolated reproduction of a different issue, with no evidence it is the same bug." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Unsupported Flash Attention in a model class is unrelated to Python 3.9/3.10 compatibility." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and a Bamba torch.compile/SDPA failure are different models and different failure mechanisms." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task support messaging and Pipeline serialization are different bugs in different flows." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Nemotron Flash Attention support and GPT2 attention scaling under SDPA/FlashAttention are separate backend/model issues." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "Serving KV-cache indexing crash is not the same as a streaming pipeline regression." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation failure is unrelated to Trainer import breakage from datasets." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A missing tie_embeddings_and_encoder_decoder warning/behavior change is not the same as a noisy logging message." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 backend-specific attention scaling and AttentionInterface.register behavior changes are different code paths and different defects." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a deepseek-v4 dtype/transpose bug are unrelated model-specific failures." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained failure and Qwen3.5 MoE from_pretrained error are both MoE-related but not shown to be the same concrete bug." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init policy and a Trainer import conflict with datasets are unrelated issues." + }, + { + "left": "issue:43012", + "right": "issue:47276", + "accept": false, + "reason": "Compilation precision warning and a misleading synced_gpus warning in continuous batching are different warnings in different paths." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but for different symbols from different packages/modules, so not the same underlying breakage." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "A flaky test due to missing set_seed and a CLI completion API mismatch from huggingface_hub are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Missing Gemma3Config.vocab_size and an Apple Silicon TypeError in caching_allocator_warmup have no shared code path." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Ignored GPT2 attention scaling and a degenerate zero-loss classification bug are different model behaviors." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption under FSDP2/PEFT is not the same as GPT2 attention scaling being ignored." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Backend selection for pip extras and a Trainer import conflict from datasets are different installation/import problems." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "A chat/completions request rejection and a batched Qwen2_5_VLProcessor.apply_chat_template crash are separate request-processing issues." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Importing layer_type_validation and ignoring local_files_only are unrelated issues." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and GLM-5 RoPE implementation discussion are model-specific and not the same defect." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attentions no longer assigned is unrelated to GPT2 attention scaling under alternative backends." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 embedding resize propagation and Gemma4 bidirectional-attention mask construction are different bugs." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Missing GenerationMixin and missing is_offline_mode are separate ImportErrors from different modules." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "A Transformers 5.0/Qwen3-VL-Moe incompatibility and FP8 inference support for Qwen3-VL/Qwen3.5 MoE are not the same change or bug." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model save failure and Pipeline.save_pretrained failure are different serialization paths." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast reduce_labels returning only one label are unrelated bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 59, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43575", + "issue:43611", + "issue:43618", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44246", + "issue:44355", + "issue:44393", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46050", + "issue:46077", + "issue:46202", + "issue:46365", + "issue:46512", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:43299|issue:43867", + "issue:44625|issue:46365", + "issue:43352|issue:43937", + "issue:44625|issue:46077", + "issue:43611|issue:44655", + "issue:36683|issue:43475", + "issue:44355|issue:46877", + "issue:44655|issue:46050", + "issue:43976|issue:44938", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:44938|issue:47059", + "issue:36683|issue:47110", + "issue:46077|issue:46512", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "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:43867|issue:46202", + "issue:44393|issue:47000", + "issue:44355|issue:44855", + "issue:36296|issue:43575", + "issue:43010|issue:45850", + "issue:43867|issue:45375", + "issue:41669|issue:44246", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:42890|issue:45561", + "issue:43867|issue:45357", + "issue:43992|issue:45478" + ], + "prepared_review_unit_hash": "9a0376ee575204090318a26bb48c0f598c648952c06ee784c6c708f2505d03a2", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37784, + "estimated_input_tokens": 9446, + "estimated_eval_tokens": 19148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster; only the import-time slowdown pair looks like a true duplicate, while the rest are false-positive similarities across unrelated model/config regressions.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 44246 is the best surviving issue for the only clear duplicate pair: it captures the user-facing import slowdown, while 41669 reads more like a root-cause/fix note.", + "canonical_pr_reason": null, + "best_issue_reason": "44246 is the best overall representative because it describes the observable problem broadly enough to anchor the import-performance subcluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different bugs: Qwen3VL MoE loading vs. a generic state_dict-sorting load error." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Unrelated failures: Qwen3.5 label propagation vs. Trainer import breaking with datasets installed." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Different model-specific errors: Flash Attention support vs. invalid GenerationConfig." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different Qwen/Gemma issues: label propagation vs. causal-vs-bidirectional attention masking." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Different serialization problems: base_model_prefix loading regression vs. saving Pipeline objects." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different missing-attribute bugs on different model families." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Different import-time problems: compiled-file errors vs. doc-lint output at import." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Different save/load bugs: Pipeline save_pretrained vs. quantized model roundtrip after save/load." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Different Python-version compatibility issues with different failure modes." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different config/model bugs: missing vocab_size vs. optional post_init handling." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Related serialization theme, but not the same concrete bug: sorted state_dict load error vs. incorrect saved checkpoint." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Unrelated: Python 3.14 import failure vs. cli test breakage from huggingface_hub API drift." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Different attribute/type error on special_tokens vs. Gemma3Config vocab_size." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Different config-state issues: attention-mask construction vs. stale dtype on model.config." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: CLIP attentions assignment vs. Qwen3.5 checkpoint serialization." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Same broad symptom class, but different model attributes and different root causes." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Different training/inference failures with no shared code path." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Completely unrelated: optimizer/FSDP state bug vs. cache-strategy typo." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Different issues: no_grad decoration vs. broad import errors after upgrading." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different models and failures: UMT5Encoder missing weights vs. Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Different problems: SGD args ignored vs. Trainer import blocked by datasets." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Unrelated scheduler bug vs. Qwen3.5 variable-length position_ids failure." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Different symptoms and subsystems: generation mask error vs. tokenizer loading regression." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Both are roundtrip/load-save themed, but the concrete failures differ." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Different model/task failures: Qwen3-VL bbox output vs. RTDetr loss infeasibility." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both import-related, but one is a compiled-file import error and the other is a Python 3.13 JIT parsing issue." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM on model load." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Too broad to merge: a specific cache/layer API change vs. a generic 'breaks too many models' complaint." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different save/config issues: state_dict ordering vs. missing deepstack_visual_indexes field." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both describe the same import-time slowdown of transformers; 41669 points to a likely root cause, 44246 reports the user-visible symptom." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different issues: CLIPOutput attentions assignment vs. patchtsmixer post_init validation." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Different bugs with no shared underlying code path." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Different test flakiness sources: missing set_seed vs. xdist worker race on captured_info.txt." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Same broad serialization area, but not the same concrete bug: sorted-state_dict load error vs. incorrect visual encoder keys on save." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different model bug than the Qwen3.5 MoE load error; no shared concrete failure mode." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative overall. The only accepted duplicate pair, 41669 \u2194 44246, is well supported by both titles describing import-time slowdown. The remaining soft-edge rejects are appropriately cautious and do not overclaim shared root causes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 60, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:42548", + "issue:42757", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:44062", + "issue:44112", + "issue:44222", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44961", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45850", + "issue:46132", + "issue:46285", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47110" + ], + "soft_pairs": [ + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42898|issue:46664", + "issue:44222|issue:45125", + "issue:43723|issue:44556", + "issue:44734|issue:46617", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:43010|issue:43065", + "issue:45850|issue:47110", + "issue:43576|issue:46132", + "issue:43824|issue:46617", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:44387|issue:44556", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43827|issue:44961", + "issue:30990|issue:31795", + "issue:44355|issue:44749", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:46664|issue:46726", + "issue:43010|issue:43232", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:29870|issue:31795", + "issue:27957|issue:33453", + "issue:44355|issue:45071", + "issue:42757|issue:43576", + "issue:43576|issue:45071" + ], + "prepared_review_unit_hash": "2f1ba554d1002eeda34a69cd96c9202bbad932b12acd5124c4cee5ea5411d160", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37823, + "estimated_input_tokens": 9456, + "estimated_eval_tokens": 19168 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of distinct Transformers v5 regression reports, with a few small thematic pockets around loading/import issues and Qwen3.5 MoE. None of the soft pairs look like true duplicates of the same concrete bug/change.", + "confidence": 0.52, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella in the set: it frames the overall \u2018v5 breaks too many models\u2019 regression theme that loosely covers several of the other reports.", + "canonical_pr_reason": null, + "best_issue_reason": "45850 is the best global representative only because it is the most general v5-regression complaint; it is still too vague to serve as a precise duplicate target for most of the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Both are loading/import failures, but one is a missing PyTorch dependency and the other is a tokenizer-loading regression; different bugs." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both mention CLIP, but one is a missing attentions assignment and the other is a structural model-class inconsistency." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to DeepSeekV3MoE divergence; different code paths and failures." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network leakage is unrelated to AddedToken argument duplication." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky CI test due to missing set_seed is not the same as a Phi-4 multimodal model-loading failure." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "These are both test-related, but one is seed flakiness and the other is a stale device override failure; not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenizer cleanup behavior in v5 and SmolVLM num_frames semantics are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both involve MoE/tensor-parallel themes, but one is FP8 save_pretrained and the other is a missing _tp_plan on loading; not one concrete fix." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-upgrade loading regressions, but one is AutoTokenizer loading and the other is checkpoint reload compatibility; too broad to merge." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation crash in serve is unrelated to trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only API leakage and GLM-5 RoPE implementation are different issues." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-patch counting and cache FileNotFoundError are different multimodal loading problems." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "A no_grad decoration request for cache update is unrelated to the Sam3PixelDecoder dummy Conv2d issue." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "A broad complaint about v5 breakage is not the same as a special_tokens list/object-shape error." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env command and AttentionInterface.register behavior changes are distinct features/failures." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Qwen2.5-VL import failure is different from trust_remote_code cache loading FileNotFoundError." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Two separate import errors for different symbols; same symptom class, different bug." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 MoE loading-related, but one is specifically missing _tp_plan and the other is a broader from_pretrained failure; not enough evidence for the same bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization OOM and model reload failure after version upgrade are unrelated regressions." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow run-finalization on failure and tokenizer loading regression are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing tensor-parallel plan and missing vision-config field are different Qwen3.5 MoE issues." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and a standalone 'racoon' issue are not the same underlying problem." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang and forward-doc confusion are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and Chinese report about data-filter slowdown are different problems." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only leakage and FP8 save_pretrained moe are separate bugs." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only API leakage has nothing to do with the unrelated 'racoon' issue." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video num_frames semantics and missing vision backend handling are different processor issues." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache/layer no_grad decoration and generation kwargs sync after sync_gpus are distinct generation-path bugs." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting on failure and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading breakage and checkpoint reload after upgrade are both version-related, but not the same concrete failure." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "BART generate() decoder_attention_mask error and forward signature documentation confusion are different kinds of issues." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file errors and PretrainedConfig type-checking regression are different failures." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing is_offline_mode import and broken transformers env command are separate v5 issues." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command and PretrainedConfig type-checking are unrelated regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 61, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:31795", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:43576|issue:47059", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43576|issue:43824", + "issue:44485|issue:44961", + "issue:44315|issue:44360", + "issue:43352|issue:44961", + "issue:44351|issue:46617", + "issue:36296|issue:43901", + "issue:43475|issue:46617", + "issue:41628|issue:42548", + "issue:46143|issue:46144", + "issue:44222|issue:44230", + "issue:45375|issue:47110", + "issue:43525|issue:47110", + "issue:43867|issue:47110", + "issue:45362|issue:45850", + "issue:44315|issue:46209", + "issue:43673|issue:44492", + "issue:44485|issue:46664", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44360|issue:46664", + "issue:41669|issue:43673", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:44393|issue:45753", + "issue:43525|issue:45850", + "issue:44230|issue:46095", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:45850|issue:47059", + "issue:42371|issue:44492" + ], + "prepared_review_unit_hash": "2648bc35ca43a089e6644b014d27dc9cdb460dd964b5bdad8b5f2e111bcbc827", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 37643, + "estimated_input_tokens": 9411, + "estimated_eval_tokens": 19078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: mostly unrelated v5 regression/import/model-specific issues that only share loose lexical similarity, not the same underlying bug. I did not find any soft pair that is safe to merge as duplicates.", + "confidence": 0.37, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella for the shared v5-breakage theme, but it is still too vague to be a true duplicate anchor; the cluster does not cleanly cohere around one concrete bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the closest thing to a representative issue because it captures the general \u201cv5 breaks models\u201d symptom seen across the cluster, even though the individual reports are materially different.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "Different failures: v5 env command vs CLI completion breakage in huggingface_hub." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion about forward args vs an import error for layer_type_validation." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated: a placeholder issue title versus a Gemma-4 audio positional-encoding bug." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Both are breakages, but one is CLI/env and the other is a Qwen2.5-VL import error." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion does not match the placeholder racoon issue." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application bug and DSA/ReLU discussion are different subsystems and bugs." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Nemotron Flash Attention support error is unrelated to the placeholder issue." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Importing HybridCache vs loading a cached trust_remote_code model are different failure modes." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug is not the same as a docs/behavior mismatch for TextClassificationPipeline." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM3 missing attribute and cache loading FileNotFoundError are different model/code paths." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export breakages." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Related RoFormer area, but one is kwargs plumbing and the other is attention-interface usage." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained bug vs FP8 inference support request are not the same bug." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Config field dropping issue versus a special_tokens type error; different data structures and symptoms." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to special_tokens being a list." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "State-dict loading order bug does not match the special_tokens keys error." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 chat crash is not the same as the generic v5 breakage report." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Different problems: model_init/Liger-Kernel application vs FP8 inference on B200." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "GenerationMixin cache missing is not a typo in cache strategy docs or naming." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "A concrete processor.save_pretrained file omission is not the same as a generic bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading malfunction and TensorFlow backend fallback error are different bugs." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen3/5, but one is broad version compatibility while the other is tensor-parallel plan metadata." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading behavior is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA/ReLU discussion and SmolVLM frame-count semantics are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup/performance issue is not the same as a missing GenerationMixin cache." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox hallucination is unrelated to PretrainedConfig type checking regressions." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related regressions, but one is an env command and the other is checkpoint reload compatibility." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are multimodal Qwen reports, but different symptoms and likely different root causes." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the broad v5 breakage umbrella." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support and a weight-conversion script request are different tasks." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both mention v5 loading incompatibilities, but for different models and mechanisms; not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLm pad_token_idx regression is a specific config issue, not the generic v5 complaint." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategies is unrelated to broad model breakage after v5." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Generic v5 model breakage is not the same as a huggingface_hub CLI completion regression." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API settings guidance and a cache-strategy typo are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 62, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43298", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43704", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45071", + "issue:45230", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46894", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:44908", + "issue:43576|issue:47176", + "issue:43352|issue:44393", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:43976|issue:44393", + "issue:44492|issue:46328", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:44704|issue:44908", + "issue:41669|issue:45341", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43976|issue:47176", + "issue:44485|issue:47176", + "issue:44360|issue:45468", + "issue:43519|issue:46655", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:44485|issue:47177", + "issue:43519|issue:44485", + "issue:44655|issue:44861", + "issue:43976|issue:47177", + "issue:45468|issue:46894", + "issue:43519|issue:44908", + "issue:43576|issue:46218", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:46218|issue:47177", + "issue:46018|issue:46172", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:43352|issue:46218", + "issue:44351|issue:46218" + ], + "prepared_review_unit_hash": "be27beca4bede397dbf42c24aededfb52f258c03a43bb7bc682c0b0bfa2dc97b", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 51, + "serialized_chars": 42303, + "estimated_input_tokens": 10576, + "estimated_eval_tokens": 21408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate; the set is a broad mix of unrelated bug reports, import/load regressions, model-specific issues, and security bugs. I\u2019d keep them separate.", + "confidence": 0.34, + "canonical_issue_reason": "If one issue must represent the cluster, issue 44246 is the best broad, user-facing import/performance report; the rest are mostly narrower or unrelated regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44246 is the most generally useful and well-scoped representative here, even though the cluster does not actually form a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-performance cleanup vs a top-level import failure for a model class; different code paths and symptoms." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning during instantiation vs Liger Kernel not being applied with model_init; unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both are import/loading-related, but one is slow import and the other is lazy loading malfunction; not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing set_seed vs scheduler kwargs being ignored; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env CLI command vs inverse_sqrt scheduler kwargs; different subsystems." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "CLI env command regression vs shell-operator allowlist bypass security bug; not the same issue." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support gating for Nemotron vs Qwen3-VL 2D bbox output issues; different model-specific bugs." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access error vs a generic bug report placeholder; no duplicate evidence." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class mismatch on save_pretrained vs generic bug report; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version incompatibility vs Qwen3-VL bounding-box behavior; different problem." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Typo in cache strategy text vs numpy-to-list padding performance issue; not the same bug." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling vs PretrainedConfig type checking; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup/performance issue vs missing HybridCache import; different root causes." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Processor.from_pretrained kwargs passthrough vs scheduler kwargs; different APIs." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance regression vs a testing_utils bug; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python 3.9/3.10 compatibility problem vs model class import failure; different failure modes." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init validation in patchtsmixer vs list-handling crash in tied-weight key extraction; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Forward-doc confusion vs tokenizer loading regression; no shared concrete bug." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Version compatibility issue vs command-substitution allowlist bypass; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion vs shell injection bypass; different code paths." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer activation issue vs Gemma-4 audio positional encoding bug; not duplicates." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Timestamp calculation bug vs video padding calculation bug; both processor bugs but different models and logic." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command vs lazy loading malfunction; not the same issue." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied in model_init vs flash_attention_3 training degeneration; distinct problems." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic placeholder bug report vs Qwen3.5 MoE from_pretrained error; no duplicate evidence." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading issue vs scheduler kwargs bug; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE vs Gemma-4 audio relative positional encoding; different models and implementations." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in multithreaded dataloader use vs GLM-5 RoPE implementation; unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching unsupported for audio models vs DeepSeek-V4 weight conversion script question; different issues." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp bug vs GLM-5 RoPE implementation; unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure vs tied-weight key AttributeError; different save/model internals." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python-version compatibility bug vs tar/zip slip arbitrary file write security issue; unrelated." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 audio positional encoding bug vs CohereASR training-loss double-shift bug; different models and failure modes." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp calculation vs inverse_sqrt scheduler kwargs handling; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "env CLI regression vs Qwen3_5 import failure; different code paths." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star performance cleanup vs Qwen3 VRAM leak under multithreaded dataloaders; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion vs model-loading breakage for Llama 3.2; different issue classes." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "General complaint that v5 breaks many models vs arbitrary file-write RCE; not the same bug." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "General v5 regression complaint vs command allowlist bypass; different security/problem domain." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Same broad area of RoPE/positional encoding, but different models and concrete code paths; too weak for duplicate triage." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in threaded dataloader usage vs GLM-5 RoPE implementation; unrelated." + }, + { + "left": "issue:46218", + "right": "issue:47177", + "accept": false, + "reason": "Model import failure vs tar/zip slip arbitrary file write; completely different bugs." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 shared-expert gating issue vs tensor transpose/dtype bug; different concrete failures." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only still making network requests vs timestamp calculation bug; unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration API change vs VRAM leak in multithreaded use; different areas." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad claim that v5 breaks many models vs Qwen3_5 import error; not the same underlying bug." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation vs missing files on processor.save_pretrained; different processor bugs." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-values issue in GLM-MoE DSA indexer vs Gemma-4 audio positional encoding; unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm epsilon/config bug vs Gemma-4 audio positional encoding; different models and fixes." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio-model continuous batching support vs DeepSeek-V4 conversion-script question; not duplicates." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp bug vs Qwen3 VRAM leak in dataloader threads; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2 unsupported for Nemotron vs Qwen3_5 import failure; different issues." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import export problem vs Qwen3_5 model-class import failure; both import-related but not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 63, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43618", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:46018", + "issue:46144", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:44861|issue:47110", + "issue:42913|issue:43066", + "issue:44861|issue:47059", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:31515|issue:36296", + "issue:30333|issue:31515", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "4a72ba42e6078bfa6bff3b2cf4d61f2e60d99c4ef64b878b9f2a04d66fe9b9f5", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995079, + "estimated_input_tokens": 248770, + "estimated_eval_tokens": 497796 + }, + "budget": { + "node_count": 34, + "item_count": 34, + "soft_pair_count": 31, + "serialized_chars": 28321, + "estimated_input_tokens": 7081, + "estimated_eval_tokens": 14418 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share broad words like tokenizer, from_pretrained, or Flash Attention, but they point to different code paths, models, or even unrelated topics. I would not collapse any of these into duplicates, and there is no clear canonical issue/PR for the whole set.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Different crashes in different areas: tied-weights handling vs special_tokens/list behavior." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer changes in v5, but one is a v4-to-v5 behavior difference and the other is a wrong decoder type; not the same bug." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Unrelated failures: _get_tied_weight_keys AttributeError vs CLI completion breakage with huggingface_hub." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Both reference Flash Attention 2.0, but one is GPT2LMHeadModel-specific support and the other is a generic request; not one concrete fix." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "lr_scheduler_kwargs handling bug vs an unrelated non-technical issue title." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "Completely unrelated: a placeholder/non-technical issue vs a command-substitution security bypass." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "Completely unrelated: a placeholder/non-technical issue vs a shell-operator allowlist bypass." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Typo in cache strategy docs/code vs unrelated placeholder issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression vs unrelated placeholder issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different bug classes: tied-weights crash vs apply_chat_template crash with tool calls." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "from_pretrained loading slowness vs ImportError for layer_type_validation; different problems." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "fp8 inference support request vs processor.save_pretrained missing files; not the same underlying issue." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both are Flash Attention 2.0 related, but they target different models and separate support gaps." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug vs slow checkpoint loading; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow from_pretrained loading vs tensor-parallel training bug; different subsystems and symptoms." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow status reporting on failure vs slow checkpoint loading; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading performance issue vs confusing forward-API documentation; not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both touch Qwen3/Qwen3.5, but one is fp8 support and the other is a from_pretrained loading error; different fixes." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support vs Qwen fp8 inference support; different feature requests." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior vs RoFormer attention-interface implementation; unrelated models and code paths." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value usage vs DeepSeek shared expert gating; unrelated model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT type-hint issue vs tokenizer regex warning regression; different problems." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2former ignore_value bug vs loss kwargs not forwarded; unrelated code paths." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs forwarding vs RoFormer attention interface; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former ignore_value bug vs tokenizer regex warning regression; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2former ignore_value bug vs RoFormer attention-interface issue; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2former ignore_value usage vs a typo in quantization_operation text; unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT norm_eps typing vs a typo correction; unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding vs ModernBERT type-hint bug; unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Question about Llama4TextL2Norm semantics vs ModernBERT type-hint bug; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value bug vs ModernBERT type-hint bug; 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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "bdaa89661ed7868f79147bc6bd977ef6214e9844bff1ece8528c32798324aaaa", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three closed issues are unrelated feature requests: token truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets. They do not form a duplicate cluster.", + "confidence": 0.97, + "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 problems: truncation direction in tokenization vs word boundary timestamps in Wav2Vec2." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated feature requests: tokenizer truncation option vs learning-rate scheduler behavior." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No common underlying bug or change; one is scheduler functionality, the other is audio model timing offsets." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "181e743295f3f2cb20f4a0815970c82696fbcab8cd654899b1a4d6fe3d12c5a2", + "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 issues do not look like duplicates. #16618 is a broad model-loading failure, #15980 is specifically about an authentication/error-message problem for private model downloads, and #13244 is about Tapas tokenization mismatch. The only plausible overlap is between #15980 and #16618, but the titles suggest different failure modes and different root causes.", + "confidence": 0.68, + "canonical_issue_reason": "#16618 is the broadest issue in the set and best represents the general model-loading failure theme, but it should not be treated as a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the most general and user-facing model-loading report here, so if one issue had to anchor the cluster, it would be this one.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different topics: Tapas tokenization parity vs. model loading failure. No evidence of the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "#15980 is about private-model auth/error messaging, while #16618 is a generic 'can't load model' report for bert-base-uncased; the failure modes are not the same." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "bed6a5e8f4f123da610203e690ea924cb732044a0fcae96e6010ba36fed95e09", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community contribution feature requests: one for Flash Attention 2 support and one for GGUF support. They are not duplicates and should not be merged.", + "confidence": 0.98, + "canonical_issue_reason": "issue #26350 is the better canonical representative only because it has much higher discussion activity and is the more established thread, but it is still a distinct feature request from #33260.", + "canonical_pr_reason": null, + "best_issue_reason": "#26350 is the stronger issue to keep as the cluster representative due to higher activity and clearer momentum; however, it does not subsume #33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different underlying requests and code paths: Flash Attention 2 support vs GGUF support. They target different architectures/features and are 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": 5, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-9", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:43834|issue:46222", + "issue:44365|issue:44370", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44365|issue:46222", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:44370|issue:46222", + "issue:46222|issue:46226", + "issue:46222|issue:46931", + "issue:46226|issue:46931" + ], + "prepared_review_unit_hash": "46d96631f11057b7bb3053aae41fccac78d088f122724f55405819b6f6bd18c3", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 28, + "serialized_chars": 15543, + "estimated_input_tokens": 3886, + "estimated_eval_tokens": 8028 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 28, + "serialized_chars": 15543, + "estimated_input_tokens": 3886, + "estimated_eval_tokens": 8028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a mix of distinct docs-translation requests by language, plus one small duplicate-like subgroup of generic placeholder issues; only the identical placeholder-title issues look safely mergeable.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43834 is the earliest and clearest representative of the only near-identical subgroup (the generic placeholder i18n translation issue).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the best available issue representative, but only for the placeholder-template subset; the surrounding language-specific issues are not the same request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language-specific translation requests; similarity is just from shared i18n template text." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Same template, but Turkish vs generic placeholder issue are not clearly the same underlying request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish translation request is distinct from the generic placeholder translation issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages, so not a duplicate." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are separate issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request does not match the generic placeholder issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different concrete request; overlap is only the docs-translation template." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs Romanian translation request; not the same issue." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Generic placeholder issue is not clearly the same as the Spanish request." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request is distinct from the generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation request is distinct from the generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation request is distinct from the generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian and Thai-labeled issues are not the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder title/body pattern; they appear to be near-identical duplicates." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic placeholder title/body pattern; they appear to be near-identical duplicates." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Despite text similarity, the titles differ and the evidence looks like shared template noise rather than the same request." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Thai-title issue is a different request from the generic placeholder translation issue." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Thai-title issue is a different request from the generic placeholder translation issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder title/body pattern; they appear to be near-identical duplicates." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and likely different requests; similarity alone is not enough." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Thai-title issue is a different request from the generic placeholder translation issue." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Thai-title issue is a different request from the generic placeholder translation issue." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and likely different requests; similarity alone is not enough." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Thai-title issue is a different request from the generic placeholder translation issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Thai-title issue is a different request from the generic placeholder translation issue." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Both are Thai-labeled but the titles differ materially and do not show the same concrete request." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai titles; no clear evidence they are the same underlying issue." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai titles; no clear evidence they are the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst stays grounded in the packet and is appropriately conservative. The only clearly duplicate-like subgroup is the three identical placeholder-template issues (43834/44365/44370), and the rejections for the language-specific requests are cautious rather than overstated. No soft-edge verdict appears to claim stronger evidence than the titles/body patterns support." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36718-21", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42954", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:42954|issue:43671", + "issue:42954|issue:45177", + "issue:42954|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "be8dd5c50245efe0608c377559aa81916d43bd971e242aeab7be053e07ab8c97", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28617, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28617, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are mostly a semantic cluster of model-addition requests across different models and modalities, not true duplicates. I reject all soft edges as they do not appear to describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No safe canonical issue: the items span distinct requests (keypoint models, BERT variants, audio/TTS/ASR, OCR, vision-language, and config-only model additions) rather than one duplicated task.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative for this cluster because the requests are heterogeneous; any one of them would misrepresent the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Related domain, but RoMa and LoMa are different models and different requests." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Keypoint matcher vs. MiniCPM3 architecture; unrelated model families and code paths." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config vs. DEIMv2; different models and different change scopes." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "BERT config request and Qwen3-TTS support are different model types and modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config and RF-DETR model addition are unrelated model requests." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config and MiMo are different model families with no shared underlying task." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different detection models, not the same change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR detection vs. LFM2.5 Audio support; different modalities entirely." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Detection model request and weight-sparse transformer request are not the same code path." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different models and tasks." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR detection request and Qwen3-TTS support are unrelated." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model families and implementations." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT addition and weight-sparse transformer support are distinct requests." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT vs. LFM2.5 Audio; unrelated architecture and modality." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different models with no common underlying fix." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model-addition requests." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture and Qwen3-ASR support are different tasks and code paths." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture request and weight-sparse transformer request are not duplicates." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model families." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture and Voxtral TTS support target different model stacks." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR support are different additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model families and modalities." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT models and MiMo are unrelated requests." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS support are not the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like RoPE support overlap only loosely; not a duplicate request." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like RoPE models and MiMo are distinct model-addition requests." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like RoPE models and an unrelated personal-name issue are clearly not duplicates." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "MiMo and SAM3-LiteText are different model families." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "MiMo and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "MiMo and DeepSeek-OCR2 are different tasks and architectures." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "MiMo and Mirko Privitera are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related in name but are different modalities and support paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different models; same modality alone is not enough." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 target different modalities and code paths." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and weight-sparse transformer request are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio-model requests, not the same change." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model families and tasks." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR support and sparse-transformer request are unrelated." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different modalities and implementations." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "Audio model support and Granite SWA+sink option are different changes." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated models and code paths." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and implementations." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are both vision-language-related, but they are distinct model additions." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and Mirko Privitera are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and Mirko Privitera 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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "bd2375fdd1f5d58c9397b5eef6eb87ea5752a2c03aed5f127c9c8d560aa1c44a", + "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 unrelated: one is a docs request to add Pruna as an optimization framework, and the other is a Vision RoPE refactor. No duplicate/canonical cluster should be formed from them.", + "confidence": 0.98, + "canonical_issue_reason": "If one issue must be retained as the representative, issue #46443 is the more substantive technical item; issue #38740 is a standalone docs request and not the same underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46443 is the better representative because it describes an actual code refactor in the vision stack, whereas #38740 is a documentation suggestion unrelated to it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and different artifact types: a docs/optimization-framework request versus 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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "7b3dbd349489f3c57269d080e6a5964cab09ba6a1bfb276a37768100a476f6d9", + "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 unrelated: one asks for block decoding support, the other for DeepSeek v3.2 model support.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #41084 is the more general feature request, but this pair does not form a duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different requests: decoding behavior vs model/version support; no shared code path or duplicate bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "9a67df7fd0c22f8692690f4579b953c2c921e0be0b24af9580b9bb0efaf1b510", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both feature requests around tiled modules, but they target different components and different changes: enabling a FLCE/TiledFusedLogitsLoss flag in `from_pretrained()` versus integrating TiledMLP for lower memory use. They do not look like the same underlying issue.", + "confidence": 0.92, + "canonical_issue_reason": "If one issue must represent the cluster, issue 41306 is the more concrete and self-contained request; 41826 is a separate TiledMLP feature request with a different code path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41306 is the better representative because it names a specific behavior change (`from_pretrained()` support for FLCE/TiledFusedLogitsLoss) and is easier to act on as a standalone task.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different requested features and likely different implementation paths: one is about wiring a loss flag into `from_pretrained()`, the other is about adding TiledMLP for memory reduction. Shared \"tiled\" theme is too broad to treat as a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "1653111359fb58fe930410728df55ffb325c5e84f4097ea943c196fbe4ab0e06", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a broad Trainer-customization level, but they describe different problems: one is about `remove_unused_column` behavior for custom trainers, the other is about FLOPS estimation for custom trainers. They should not be deduplicated.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical duplicate emerges; the issues target different Trainer code paths and different user-facing behaviors.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:43598` is slightly more central to Trainer customization, but it does not subsume the FLOPS-estimation issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Both mention custom trainers, but they address different concrete behaviors: unused-column removal vs FLOPS estimation. Not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "9c28c0066a0a5da58f9809619356ad1c6e2e807dd3bbaf0e82f8df8a5dffe823", + "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 asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Different model families and different task heads.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical duplicate; issue 43684 is broader registration work for Qwen3-Omni, but issue 44405 is a separate sequence-classification support request for Qwen3.5.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the better representative of the cluster only because it is the broader infrastructure-style request, but it should not be treated as a duplicate of 44405.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: model registration for Qwen3-Omni versus sequence-classification support for Qwen3.5. They target different configs and different AutoModel heads, so they should not be merged." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "35e831a421d3a685545be3695d441b21c72cdc5a7e81f3b90fc9157e78a3817e", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues titled \"huggingface \" appear to be duplicates of the same report; issue #43835 ('Fett') looks unrelated. I\u2019d use the earliest huggingface issue as the canonical issue.", + "confidence": 0.78, + "canonical_issue_reason": "#43845 is the earliest of the near-identical 'huggingface ' issues and is the best representative of that duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "#43845 is the strongest issue to keep because it is earliest among the matching titles and there is no evidence it is different from the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles ('Fett' vs 'huggingface ') and no body/context evidence of the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no shared details beyond generic similarity." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no concrete evidence they describe the same problem." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Identical title, very close creation times, and no distinguishing details suggest duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Identical title and no differing content provided; likely the same underlying report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Identical title and no differing content provided; likely duplicate issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: #43845, #43846, and #43859 share the exact same title, while #43835 has a different title and no other evidence tying it to the group. The canonical choice of the earliest huggingface issue is conservative and supported. The soft-edge verdicts also stay appropriately cautious given the limited evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "af9b1e7a617545a710f40652f05f9ee2fb6924fe44bb73227ba3ca38f55f1d9a", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7352, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7352, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are low-signal and appear unrelated (spam, generic documentation suggestion, generic tip). There is no evidence they describe the same underlying bug or change, so no duplicate cluster is supported.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the set does not share a concrete problem statement, and the titles/body snippets are too generic or spam-like to represent one underlying issue.", + "canonical_pr_reason": null, + "best_issue_reason": "None of these is a good representative issue; they are unrelated low-content posts rather than duplicates of a single actionable report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic spam-like posts with no shared concrete bug or actionable topic." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "No shared underlying issue is visible; both look like unrelated spam placeholders." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam-like, the other is a generic documentation suggestion; not the same issue." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "No concrete overlap beyond low-quality wording; the posts are about different topics." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "\"Check out 'Google LLC'\" is unrelated to the spam placeholder title." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request is not the same as a spam-like placeholder issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Different subject matter with no shared bug or change description." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like, but there is no evidence they refer to the same underlying report." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "The titles are unrelated and do not indicate the same problem." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "No concrete shared issue is present; one is spam-like, the other is a different generic post." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "Unrelated titles with no shared bug, feature, or code path." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "These are clearly different low-signal issues, not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "b6d8c871b4c5cca26702362c099b4c2e5c4a0fd4bd7ebefc85e2893fe90af19f", + "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": "Both items are closed issues with the exact same title and very similar body length, with no distinguishing targets or filenames, so they appear to be duplicates of the same energy-reduction proposal/report.", + "confidence": 0.99, + "canonical_issue_reason": "issue #45145 is a fine canonical because it is one of two near-identical closed issues, and it appears slightly earlier and has at least one inbound reference.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45145 best represents the cluster since it is the earliest of the duplicate pair and already has inbound linkage, making it the most useful anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same exact title, similar body size, no differing metadata or scoped targets; these look like the same underlying issue rather than separate reports." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: same exact title, close body lengths, both closed, and issue 45145 is earlier with one inbound reference. The duplicate soft-edge acceptance is conservative enough given the available similarity evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "82633d63750ac1783bff545da56b05f410bb50654d74517f6f9442ad8c5bf2ed", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues appear unrelated: each is just a person\u2019s name with a different birth date, and there\u2019s no shared subject, target, or discussion evidence suggesting a duplicate.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different named subjects and different dates; no evidence they describe the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "1ef653822c7e9f8ea0f0ceb09b06edad68184e8c9777596db438c4c2ee7d32ed", + "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": "Two closed issues with different personal-name-and-date titles and no body/context; they do not appear to describe the same underlying bug or request.", + "confidence": 0.92, + "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": "The titles reference different people and different dates, with no shared technical context, filenames, targets, or discussion linking them to the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "6f008210f6be585dd2ffcc565fb939d4b8c033ec0f4daa0e3be9cd9fcbb76d69", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated open feature requests: one asks for a new Qwen3_5 token-classification/value-model class, the other asks for FP8 training support. No PRs are present.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #45810 is a concrete model-class addition request with a specific target (Qwen3_5ForTokenClassification), making it the more specific and actionable issue.", + "canonical_pr_reason": null, + "best_issue_reason": "#45810 is the best standalone issue because it has a clear, narrowly scoped implementation request; #46295 is broader and more infrastructure-focused.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying changes: one is a model-head feature request, the other is training precision support. They do not describe the same bug or change and would not be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "e7aec422868afc1a4aa5145259b74498beb009dc0063ec45752e5e170d55d9d0", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This set is not one duplicate cluster: it contains two separate exact-duplicate issue pairs (45870/45871 and 45872/45873) plus one unrelated dataset-sample issue (45869). The cross-pairs only share broad finance/DataForge wording and should not be merged.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue for the whole set; the items split into two distinct duplicate groups, with 45870/45871 and 45872/45873 representing different requests.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best single issue anchor if one is needed: it is part of an exact duplicate pair, was created earlier than its twin, and has the cleanest representative title.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different requests: a dataset bundle advertisement vs a financial time-series example." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different requests: a dataset bundle advertisement vs a financial time-series example." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact title duplicate; same underlying example request." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Only broadly related by finance/DataForge wording; one is an example request, the other is a scraping-service/feature request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Only broadly related by finance/DataForge wording; one is an example request, the other is a scraping-service/feature request." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Only broadly related by finance/DataForge wording; not the same concrete request." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Only broadly related by finance/DataForge wording; not the same concrete request." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact title duplicate; same underlying DataForge scraping-service request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the two exact title-duplicate pairs are correctly identified, and the cross-pair rejections stay conservative. I don\u2019t see evidence overstated beyond what the titles support." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "dbf4cf87ef65fb570343599fa0c2d138c80a70f8357b7d03969fbfeaf2a9c855", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues concern static-cache behavior around linear-attention models, but they describe different concrete failures: one is a shape corruption leading to a RuntimeError, the other is a Qwen3.5-specific KeyError for `linear_attention`. They look related, but not clearly the same duplicate bug from the available evidence.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states the broader root-cause class (`early_initialization` + linear-attention corruption) rather than a model-specific crash symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the strongest anchor for the cluster because it describes the underlying static-cache/linear-attention bug in a generic way and is more likely to subsume related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Related static-cache/linear-attention failures, but the titles indicate different failure modes and one is model-specific; not enough evidence they are 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": 21, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "a707f71fdd2f3e4997db8834086cf466c831ee5696677e93b36aa968f5f61c37", + "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 near-verbatim duplicates describing the same Wav2Vec2CTCTokenizer v5 special-token leak; keep the open, referenced issue as the canonical tracker.", + "confidence": 0.99, + "canonical_issue_reason": "issue #46552 is open and already has inbound references, so it is the better canonical tracker for the duplicate report.", + "canonical_pr_reason": null, + "best_issue_reason": "#46552 is the best issue to retain because it is open, active, and clearly the same bug as #46551.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and apparent body, same tokenizer bug, and no distinguishing details; these are duplicates of the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is well grounded in the packet: the issues have identical titles, identical body lengths, the same soft-similarity signal with Jaccard 1.0, and #46552 is open with inbound references, making it a reasonable canonical tracker. The soft-edge acceptance is conservative enough given the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "04cda6c3bc16712cac3b909a2d15e4b621ca960a13cecb0309c8172d4d8d4a90", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one reports a tensor shape mismatch during object detection training, while the other reports GPU out-of-memory after several epochs in RT-DETR v2 training. They describe different failure modes and likely different root causes.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 46657 is the broader, more representative bug report; its title describes a concrete training-time tensor mismatch and is more suitable as the cluster anchor than the separate OOM report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46657 is the better global representative because it is a direct bug report with a clear runtime error, but it should not subsume 46692 since that is a distinct memory issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Tensor-size mismatch during training and out-of-memory after epochs are different concrete problems; they do not look like the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "73ca4ddcb8d4423121727617d7b46d6473a21120be0ef083c6a8cd3687e3c01e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated load/placement bugs: one about ZeRO-3 zero.Init failing to partition a composite multimodal language submodule and causing OOM, the other about 4-bit device_map='auto' + max_memory wrongly dispatching to CPU and raising ValueError.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #46822 is the more specific and technically distinct report, with a clear model/component target (ZeRO-3 zero.Init and composite minimax_m3_vl submodule partitioning).", + "canonical_pr_reason": null, + "best_issue_reason": "#46822 is the best representative because it describes a concrete, reproducible code-path bug with a narrowly defined failure mode and subsystem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "They affect different mechanisms and failure modes: ZeRO-3 partitioning/OOM versus 4-bit auto device mapping incorrectly sending modules to CPU and throwing ValueError. They are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46906-17", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053", + "issue:47091", + "issue:47102", + "issue:47120", + "issue:47182", + "issue:47227", + "issue:47256", + "issue:47265", + "issue:47279" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:46998", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:47091", + "issue:46985|issue:47037", + "issue:46985|issue:47049", + "issue:46998|issue:47053", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47049", + "issue:47037|issue:47091", + "issue:47037|issue:47053", + "issue:47049|issue:47053", + "issue:47049|issue:47091", + "issue:47053|issue:47091", + "issue:47053|issue:47102", + "issue:47091|issue:47102", + "issue:46985|issue:47091", + "issue:47037|issue:47102", + "issue:46985|issue:47102", + "issue:47049|issue:47102", + "issue:47120|issue:47182", + "issue:47120|issue:47256", + "issue:47120|issue:47279", + "issue:47120|issue:47265", + "issue:47102|issue:47120", + "issue:47182|issue:47256", + "issue:47182|issue:47265", + "issue:47182|issue:47279", + "issue:47182|issue:47227", + "issue:47227|issue:47256", + "issue:47227|issue:47279", + "issue:47227|issue:47265", + "issue:47120|issue:47227", + "issue:47256|issue:47265", + "issue:47256|issue:47279", + "issue:47102|issue:47256", + "issue:47265|issue:47279", + "issue:47102|issue:47279" + ], + "prepared_review_unit_hash": "83f6aecd81a72feecfcaa99c81583b8b494bcf75b34282e5c56ce57e0057953c", + "component_budget": { + "node_count": 17, + "item_count": 17, + "soft_pair_count": 52, + "serialized_chars": 28229, + "estimated_input_tokens": 7058, + "estimated_eval_tokens": 14372 + }, + "budget": { + "node_count": 17, + "item_count": 17, + "soft_pair_count": 52, + "serialized_chars": 28229, + "estimated_input_tokens": 7058, + "estimated_eval_tokens": 14372 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are recurring date-stamped integration triage issues, not the same underlying bug report. The cluster looks like a series of daily reports with templated language rather than duplicates of one failure.", + "confidence": 0.94, + "canonical_issue_reason": "If one issue must represent the cluster, issue 47279 is the best anchor because it is the latest and still open, but it is still just a daily triage report rather than a unique bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47279 is the most suitable representative by recency and open state, but it does not appear to subsume the earlier reports as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage-series template, but different dated reports; no evidence of the same underlying failure instance." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Both are daily triage posts, not the same bug report." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Date-specific integration triage entries; likely separate occurrences." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Same recurring report pattern, but not a duplicate incident." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Templated daily triage issues with different dates; no shared concrete bug evidence." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "These appear to be consecutive daily triage reports, not one underlying issue." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Same series, but each issue is date-stamped and stands on its own." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Recurring triage reports; no indication of a single duplicate bug." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "Similar template only; the dated triage entries do not look like the same incident." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Daily integration triage reports, not a shared underlying defect." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Same broad topic, but different day-specific triage items." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "No concrete overlap beyond the triage template." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "These are separate dated triage reports, not duplicates." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Recurring integration-failure triage entries with no shared bug details." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "Same series of reports, but not the same underlying failure." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Template similarity only; the reports are date-specific." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "No evidence these describe one concrete bug instance." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Both are daily triage issues; similarity is due to the template." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Same recurring report pattern, but distinct dates and likely distinct failures." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "No shared concrete code-path problem is described." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Consecutive triage reports, not duplicates." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Different daily reports; no evidence of one bug." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Same title family, but these look like separate daily triage entries." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "No concrete duplicate signal beyond the shared template." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Date-stamped triage posts, not the same underlying issue." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Recurring report series; nothing indicates one fix would cover both." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Same integration triage pattern, but different report dates." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "These are separate triage reports, not one bug." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "No evidence of identical root cause; just a shared template." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Daily triage reports with similar wording, but not duplicates." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Different dated entries in the same triage series." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "No sign these are the same failure instance." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Shared subsystem mention only; the reports are separate by date." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Recurring triage entries, not a single bug report." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Similar wording only; no concrete duplicate defect." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "Same family of daily triage posts, but not the same underlying issue." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Both are dated triage reports; similarity does not establish a duplicate." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "These look like separate daily integration triage entries." + }, + { + "left": "issue:47120", + "right": "issue:47279", + "accept": false, + "reason": "Same recurring triage template, but different report dates." + }, + { + "left": "issue:47120", + "right": "issue:47265", + "accept": false, + "reason": "No concrete shared bug beyond the report family." + }, + { + "left": "issue:47102", + "right": "issue:47120", + "accept": false, + "reason": "Consecutive daily reports, not one issue." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "Templated daily triage posts; not enough to call them duplicates." + }, + { + "left": "issue:47182", + "right": "issue:47265", + "accept": false, + "reason": "Different dated triage issues, likely separate incidents." + }, + { + "left": "issue:47182", + "right": "issue:47279", + "accept": false, + "reason": "Recurring report series rather than one underlying bug." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "Same triage pattern, but no shared concrete failure evidence." + }, + { + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "Daily integration triage entries with the same template, not the same bug." + }, + { + "left": "issue:47227", + "right": "issue:47279", + "accept": false, + "reason": "No evidence these are duplicates beyond the generic title." + }, + { + "left": "issue:47227", + "right": "issue:47265", + "accept": false, + "reason": "Separate date-stamped triage reports." + }, + { + "left": "issue:47120", + "right": "issue:47227", + "accept": false, + "reason": "Similar recurring reports, but not the same underlying incident." + }, + { + "left": "issue:47256", + "right": "issue:47265", + "accept": false, + "reason": "Same report series, but these are distinct dated entries." + }, + { + "left": "issue:47256", + "right": "issue:47279", + "accept": false, + "reason": "No concrete duplicate signal; just the same triage template." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "Different daily triage reports, not a single fixable bug." + }, + { + "left": "issue:47265", + "right": "issue:47279", + "accept": false, + "reason": "Separate daily reports in the same triage sequence." + }, + { + "left": "issue:47102", + "right": "issue:47279", + "accept": false, + "reason": "Shared title pattern only; not the same underlying failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "a04673f6f6d6f4055cec43f3757f4495c1189429650f585493fa35c7c8f049ec", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are near-duplicates of the same feature request for RWKV7 support, with identical titles and very similar bodies; either could serve as the canonical issue, but the earlier one is the cleaner pick.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46983 is the earlier-created duplicate with the same title and likely the same request, so it is the best canonical issue to keep.", + "canonical_pr_reason": null, + "best_issue_reason": "#46983 is the strongest representative because it is earliest and indistinguishable in title/topic from #46984.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title and highly similar body content indicate the same underlying feature request for RWKV7 model support." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: both issues have the same title, are closed, and the pair shows strong soft similarity (Jaccard ~0.84). Picking the earlier issue as canonical is a conservative choice. The wording stays appropriately cautious overall." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "a0b82889406d48f0a6c559e9be141b3a54216d33163719b8ca58e02ae1cf48a1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1625, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1625, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are closed issue-style posts about AI/LLM-based vulnerability discovery, but they describe different writeups/themes rather than the same concrete bug or change. They are related in topic, not duplicates in the strict triage sense.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #47015 is the more direct and general representative of the shared topic: an AI-automated cybersecurity vulnerability discovery system.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #47015 best represents the cluster because its title is the clearest high-level description of the common subject matter.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "They overlap on broad AI vulnerability-discovery themes, but the titles indicate different articles/angles and there is no shared concrete bug, code path, or target to treat them as the same underlying item." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 27, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47138-2", + "nodes": [ + "issue:47138", + "issue:47139" + ], + "soft_pairs": [ + "issue:47138|issue:47139" + ], + "prepared_review_unit_hash": "843d4aac7f1e315aedf01aa7be33039ebb506425cac0d4f88ed4e6791321172e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1591, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1591, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two open issues look near-identical: they share the same title and body length, and the soft similarity score is maximal, but the evidence stops short of proving an exact duplicate. Issue 47138 is the best canonical choice because it is the earlier report.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 47138 is the earliest near-identical report and is a reasonable canonical tracker for this bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47138 is the best issue candidate because it appears to describe the same underlying bug as 47139 and was opened first.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Accept as a near-duplicate: the titles match exactly, body length matches, and the similarity signal is maximal. The evidence does not justify calling it an exact duplicate, especially since the body text is not visible and 47139 has different inbound references." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports a strong similarity match, but not an exact-duplicate claim. We only know the titles match, the body lengths match, and the pair has soft similarity/Jaccard 1.0; the actual body text is not shown, and 47139 has differing inbound references. Please soften the verdicts to reflect 'near-identical' rather than 'exact duplicate' and avoid stating more certainty than the evidence provides." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-88", + "nodes": [ + "pull_request:46174", + "pull_request:46266", + "pull_request:46376", + "pull_request:46780", + "pull_request:46834", + "pull_request:46903", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46974", + "pull_request:47072", + "pull_request:47077", + "pull_request:47078", + "pull_request:47089", + "pull_request:47090", + "pull_request:47105", + "pull_request:47108", + "pull_request:47113", + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47129", + "pull_request:47150", + "pull_request:47166", + "pull_request:47173", + "pull_request:47184", + "pull_request:47202", + "pull_request:47204", + "pull_request:47212", + "pull_request:47218", + "pull_request:47223", + "pull_request:47224", + "pull_request:47229", + "pull_request:47232", + "pull_request:47234", + "pull_request:47241", + "pull_request:47243", + "pull_request:47260", + "pull_request:47263", + "pull_request:47266", + "pull_request:47280", + "pull_request:47281", + "pull_request:47282", + "pull_request:47284", + "pull_request:47285", + "pull_request:47286", + "pull_request:47287", + "pull_request:47288" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780", + "pull_request:46780|pull_request:47234", + "pull_request:46174|pull_request:47234", + "pull_request:46834|pull_request:47223", + "pull_request:46903|pull_request:47090", + "pull_request:46903|pull_request:46958", + "pull_request:47124|pull_request:47150", + "pull_request:47150|pull_request:47282", + "pull_request:47124|pull_request:47282", + "pull_request:47280|pull_request:47282", + "pull_request:47281|pull_request:47282", + "pull_request:47123|pull_request:47281", + "pull_request:47266|pull_request:47282", + "pull_request:47122|pull_request:47280", + "pull_request:47150|pull_request:47281", + "pull_request:47122|pull_request:47150", + "pull_request:47122|pull_request:47224", + "pull_request:47123|pull_request:47124", + "pull_request:47124|pull_request:47281", + "pull_request:47124|pull_request:47266", + "pull_request:47150|pull_request:47224", + "pull_request:47218|pull_request:47260", + "pull_request:46958|pull_request:46974", + "pull_request:46954|pull_request:46958", + "pull_request:47286|pull_request:47287", + "pull_request:47285|pull_request:47286", + "pull_request:47286|pull_request:47288", + "pull_request:47285|pull_request:47287", + "pull_request:47287|pull_request:47288", + "pull_request:47285|pull_request:47288", + "pull_request:47202|pull_request:47204", + "pull_request:47072|pull_request:47089", + "pull_request:47108|pull_request:47202", + "pull_request:47072|pull_request:47263", + "pull_request:47077|pull_request:47078", + "pull_request:47204|pull_request:47243", + "pull_request:47224|pull_request:47284", + "pull_request:47072|pull_request:47229", + "pull_request:47234|pull_request:47241", + "pull_request:47105|pull_request:47129", + "pull_request:46266|pull_request:46957", + "pull_request:47077|pull_request:47212", + "pull_request:47173|pull_request:47184", + "pull_request:47113|pull_request:47232", + "pull_request:47173|pull_request:47284", + "pull_request:47166|pull_request:47173", + "pull_request:47204|pull_request:47284", + "pull_request:46376|pull_request:47202", + "pull_request:47260|pull_request:47284", + "pull_request:47202|pull_request:47241" + ], + "prepared_review_unit_hash": "51b33029d0243dabedefc34b766fa0cd657b4302a6e8e20c4bba705cfe658e03", + "component_budget": { + "node_count": 88, + "item_count": 88, + "soft_pair_count": 237, + "serialized_chars": 298534, + "estimated_input_tokens": 74634, + "estimated_eval_tokens": 149524 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 50, + "serialized_chars": 120582, + "estimated_input_tokens": 30146, + "estimated_eval_tokens": 60548 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not one cohesive duplicate cluster; it breaks into several small, mostly unrelated chains: MPS sinusoidal-embedding fixes, CohereASR loss-shift fixes, Whisper/Edgetam integration fixes, TimesFM2.5 window-size fixes, image-loading test refactors, and a few unrelated one-off PRs. A single canonical issue/PR does not cleanly fit the whole set.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": true, + "reason": "Same MPS float64 sinusoidal-embedding crash fix in the same helper; only the cast strategy differs." + }, + { + "left": "pull_request:46780", + "right": "pull_request:47234", + "accept": true, + "reason": "Same underlying MPS crash in build_2d_sinusoidal_position_embedding across the same code path." + }, + { + "left": "pull_request:46174", + "right": "pull_request:47234", + "accept": true, + "reason": "Same underlying MPS sinusoidal-embedding bug; these are alternate implementations of the same fix." + }, + { + "left": "pull_request:46834", + "right": "pull_request:47223", + "accept": false, + "reason": "Both mention TimesFM2.5 window_size, but they fix different code paths: wrong method call vs config placeholder attrs." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": true, + "reason": "Both adjust the same CohereASR/ForCausalLMLoss double-shift loss path; implementation details differ, but the bug is the same." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": false, + "reason": "Same symptom, but 46958 replaces the shared loss helper with a direct CrossEntropyLoss path; not the same concrete fix." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47150", + "accept": false, + "reason": "Unrelated models and failures: Falcon-Mamba output mismatch vs Whisper generation bug." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47282", + "accept": false, + "reason": "Whisper generation-length bug and Mamba2 OOM test adjustment are unrelated." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models, different failure modes, no shared code path." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47282", + "accept": false, + "reason": "MiniMax-M3-VL load_error and Mamba2 OOM are distinct integration-test fixes." + }, + { + "left": "pull_request:47281", + "right": "pull_request:47282", + "accept": false, + "reason": "GLM4V dtype cast fix and Mamba2 OOM test tweak are unrelated." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47281", + "accept": false, + "reason": "MiniMax-M3-VL offload-folder fix and GLM4V input dtype fix are unrelated." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47280", + "accept": false, + "reason": "Edgetam original_sizes handling and MiniMax-M3-VL load_error are unrelated." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47281", + "accept": false, + "reason": "Whisper max_length fix and GLM4V input dtype fix are unrelated." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47150", + "accept": false, + "reason": "Different models and code paths: Edgetam kwargs cleanup vs Whisper generation length update." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": true, + "reason": "47224 includes the same Edgetam original_sizes removal from kwargs; same crash fix." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "MiniMax-M3-VL load_error and Falcon-Mamba output mismatch are unrelated." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47281", + "accept": false, + "reason": "Falcon-Mamba output mismatch and GLM4V input dtype fix are unrelated." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47266", + "accept": false, + "reason": "Falcon-Mamba output mismatch and DeepSeek-V3.2 load_error are unrelated." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47224", + "accept": true, + "reason": "47224 contains the same Whisper max_length assignment fix; same generation bug." + }, + { + "left": "pull_request:47218", + "right": "pull_request:47260", + "accept": true, + "reason": "Both standardize image loading to load_test_image for the same COCO fixture-based tests." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "CohereASR loss-shift bug and Musicgen generate typo are unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "Pytest-v9 fp32-module change and CohereASR double-shift are unrelated." + }, + { + "left": "pull_request:47286", + "right": "pull_request:47287", + "accept": false, + "reason": "Beam-search fill-value bug and trainer empty-loss metrics bug are unrelated." + }, + { + "left": "pull_request:47285", + "right": "pull_request:47286", + "accept": false, + "reason": "Polynomial-decay zero-division and beam-search pad/eos precedence are unrelated." + }, + { + "left": "pull_request:47286", + "right": "pull_request:47288", + "accept": false, + "reason": "Beam-search fill-value bug and config token propagation bug are unrelated." + }, + { + "left": "pull_request:47285", + "right": "pull_request:47287", + "accept": false, + "reason": "Polynomial-decay scheduler fix and trainer loss aggregation fix are unrelated." + }, + { + "left": "pull_request:47287", + "right": "pull_request:47288", + "accept": false, + "reason": "Trainer empty-loss handling and config token propagation are unrelated." + }, + { + "left": "pull_request:47285", + "right": "pull_request:47288", + "accept": false, + "reason": "Scheduler zero-division fix and config token propagation are unrelated." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47204", + "accept": false, + "reason": "Both touch torch-light docker, but one deletes the builder and the other adds exporter deps; different changes." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47089", + "accept": false, + "reason": "Chat-template schema enum parsing and AqlmConfig type-error messages are unrelated." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47202", + "accept": false, + "reason": "Doc-builder comment cleanup and docker-image builder deletion are unrelated." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47263", + "accept": false, + "reason": "Non-string enum parsing crash and register() string-key regression test are unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47078", + "accept": true, + "reason": "Both are Japanese docs updates with the same DistilBERT TOC/doc additions and wording edits." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47243", + "accept": false, + "reason": "Exporter dependencies in torch-light and ExecuTorch exporter code fixes are different problems." + }, + { + "left": "pull_request:47224", + "right": "pull_request:47284", + "accept": false, + "reason": "Whisper/Edgetam integration fixes and Mimo V2 Flash test fixes are unrelated." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47229", + "accept": false, + "reason": "Chat-template enum parsing and TimesFM2.5 method-name fix are unrelated." + }, + { + "left": "pull_request:47234", + "right": "pull_request:47241", + "accept": false, + "reason": "Both involve sine embeddings, but one is MPS float64 casting and the other is torch.compile cumsum dtype handling; different bugs." + }, + { + "left": "pull_request:47105", + "right": "pull_request:47129", + "accept": false, + "reason": "VITS forward-test re-enable and RT-DETRv2 converter cleanup are unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "DINOv2 conversion mappings and finegrained FP8 decode optimization are unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47212", + "accept": false, + "reason": "Japanese docs translation and kv-cache documentation update are unrelated." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47184", + "accept": false, + "reason": "XPU expectation updates and multi-accelerator test rename are related only at a superficial testing level, not the same bug/change." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47232", + "accept": false, + "reason": "Audio feature/proc requirement fixes and SwitchTransformers error-message cleanup are unrelated." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47284", + "accept": false, + "reason": "XPU expectation changes and Mimo V2 Flash test fixes are unrelated." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47173", + "accept": false, + "reason": "Quantization test extensions and XPU expectation fixes are unrelated." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47284", + "accept": false, + "reason": "Exporter-test dependency changes and Mimo V2 Flash test fixes are unrelated." + }, + { + "left": "pull_request:47260", + "right": "pull_request:47284", + "accept": false, + "reason": "Image-loading refactor and Mimo V2 Flash test fixes are unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47202", + "accept": false, + "reason": "Continuous batching multimodal support and docker-image builder deletion are unrelated." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47241", + "accept": false, + "reason": "Docker builder deletion and DETR-family sine-embedding compile fix are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 30, + "review_unit_index": 2, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, 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Most other soft edges are unrelated and should remain separate.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46895 is the strongest representative of the main duplicate family here: it targets the CohereASR double-shift loss bug, has the explicit issue link, and later CohereASR PRs are just alternate implementations of the same fix.", + "best_issue_reason": null, + "best_pr_reason": "46895 is the best overall PR to anchor deduping because it is the most central and well-grounded instance of the repeated CohereASR fix; the MoonshineStreaming fixes form a separate duplicate chain.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46836", + "right": "pull_request:47178", + "accept": false, + "reason": "Different changes: Unlimited OCR model support vs SigLIP path cleanup." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47078", + "accept": false, + "reason": "Unrelated scope: RoPE testing changes vs Japanese doc wording 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"pull_request:47207", + "accept": false, + "reason": "CohereASR loss fix vs Swin2SR over-padding; unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47034", + "accept": false, + "reason": "Unrelated model/conversion work vs Neuron SFT experiment scripts." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47275", + "accept": false, + "reason": "Documentation workflow tweak vs adding EfficientViTSAM support." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46376", + "accept": false, + "reason": "Different model families and bugs; only a broad attention/theme overlap." + }, + { + "left": "pull_request:47198", + "right": "pull_request:47253", + "accept": false, + "reason": "Different problems: GPTNeoX/GPTBigCode backend support vs tensor-parallel head planning." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47223", + "accept": false, + "reason": "Unrelated: wav2vec2 SDPA dispatch vs TimesFM window_size fix." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47253", + "accept": false, + "reason": "Neuron training experiment vs tensor-parallel API change; not a duplicate." + }, + { + "left": "pull_request:47181", + "right": "pull_request:47263", + "accept": false, + "reason": "Model addition vs auto-registration regression test; not the same change." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47264", + "accept": false, + "reason": "Qwen3-TTS model support vs dtype mismatch fixes in detection models." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47198", + "accept": false, + "reason": "Continuous batching multimodal support vs GPT backend/vLLM fixes; different code paths." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47181", + "accept": false, + "reason": "Different model additions: Qwen3-TTS vs Cosmos3 Edge." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47243", + "accept": false, + "reason": "Japanese doc wording cleanup vs ExecuTorch exporter fixes." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47082", + "accept": false, + "reason": "Num_labels property typing vs RoMa model support; unrelated." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47113", + "accept": false, + "reason": "Configuration property fix vs audio requirements decorators; unrelated." + }, + { + "left": "pull_request:47207", + "right": "pull_request:47255", + "accept": false, + "reason": "Swin2SR padding bug vs Gemma4 docstring example; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:44517", + "accept": false, + "reason": "Different model-addition PRs with different architectures and files." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46266", + "accept": false, + "reason": "Molmo2 addition vs DINO conversion/model modernization; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47263", + "accept": false, + "reason": "Molmo2 model addition vs auto registration test; unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47207", + "accept": false, + "reason": "Continuous batching support vs image padding fix; unrelated." + }, + { + "left": "pull_request:47105", + "right": "pull_request:47255", + "accept": false, + "reason": "VITS test re-enable vs Gemma4 docstring example; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47178", + "accept": false, + "reason": "OpenVINO exporter addition vs SigLIP path fixes; different features." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47263", + "accept": false, + "reason": "NeuCodec model support vs auto register test regression; unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47235", + "accept": true, + "reason": "Same CohereASR double-shift loss bug; both patch the same training-loss code path with alternative implementations." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR double-shift loss bug in the same forward/loss path; 47090 is just a refined variant." + }, + { + "left": "pull_request:46958", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR training-loss double-shift fix; both address the same loss computation bug." + }, + { + "left": "pull_request:46958", + "right": "pull_request:47235", + "accept": true, + "reason": "Same underlying CohereASR loss-shift bug; different implementation, same fix target." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR double-shift issue in the same model and loss path." + }, + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Same MoonshineStreaming sliding-window right-edge off-by-one bug." + }, + { + "left": "pull_request:46310", + "right": "pull_request:47231", + "accept": true, + "reason": "Same MoonshineStreaming right-context off-by-one bug in the sliding-window mask." + }, + { + "left": "pull_request:47162", + "right": "pull_request:47231", + "accept": true, + "reason": "Same MoonshineStreaming sliding-window right-window correction; both touch the same mask logic." + } + ] + }, + "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": 30, + "review_unit_index": 4, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-88", + "nodes": [ + "pull_request:40546", + "pull_request:43451", + "pull_request:46376", + "pull_request:46509", + "pull_request:46658", + "pull_request:46834", + "pull_request:46836", + 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not the same concrete issue." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47264", + "accept": false, + "reason": "OpenVINO exporter work is unrelated to detection-family dtype fixes." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "Kimi exportability and NeuCodec support are different changes." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47143", + "accept": false, + "reason": "Exporter backend work and model support additions are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47163", + "accept": false, + "reason": "Kimi exportability and paged-attention test support are unrelated." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47264", + "accept": false, + "reason": "NeuCodec support and DAB-DETR/Grounding DINO fixes are unrelated." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47096", + "accept": false, + "reason": "Nemotron Omni support and kimi_k25 exportability 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": 2, + "component_count": 30, + "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": "8fa77e793ec2a736f43fc2dc3ca8076bda1ae0f1bca9989c096fe1fc2de13a9c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one adds covariate-based forecasting support to TimesFM, while the other adds DINOv3 image classification support. They do not describe the same underlying bug or change and should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different domains, and different code paths: TimesFM forecasting with covariates vs DINOv3 image classification. They are not the same underlying change and could 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": 3, + "component_count": 30, + "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": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-12", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "ee0005152d26019a0047bf55ba0a8ad707a55fa0e7876d30f5ab2ead9ff44965", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31600, + "estimated_input_tokens": 7900, + "estimated_eval_tokens": 16056 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31600, + "estimated_input_tokens": 7900, + "estimated_eval_tokens": 16056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only one soft duplicate pair is a true match: the two `fixed_cross_entropy` PRs for issue #43240. The rest are broad subsystem similarities but clearly different bugs/features.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is the clearest representative of the cross-entropy kwargs fix: it is explicitly tied to issue #43240, changes the exact same function, and has fuller discussion/review context. PR #43254 is the same underlying change but appears as a thinner variant.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the best single PR for the cluster because it directly addresses the tracked issue, patches the exact code path in `src/transformers/loss/loss_utils.py`, and includes the most context for the fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Different features: Mistral tokenizer API additions vs ExecuTorch dynamic-shape export tests. No shared bug or mergeable code-path overlap." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer methods for Mistral are unrelated to adding a new MobileLLM model package." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Both touch auto/processor-related code, but one is a processor-loading robustness refactor and the other is a new model implementation. Not the same change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs forwarding is unrelated to MobileLLM model addition." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss-function kwargs fix vs Mistral4 test/model cleanup are different code paths and different bugs." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Both involve tests, but one is ExecuTorch dynamic-shape export coverage and the other is Mistral4 model/test fixes. Not the same underlying issue." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "ExecuTorch export tests and MobileLLM model scaffolding are unrelated changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model support and config-resolution order fix are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM addition vs Falcon output-interface refactor are different model-specific changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model implementation is unrelated to a model-creation skill/draft automation PR." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor and the model-creation skill draft do not fix the same bug or code path." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Different model families and different objectives: Falcon interface refactor vs Mistral4 test fix." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model work is unrelated to the CLIP-family `layrnorm` typo rename." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 fixes and TDT loss kernel integration are unrelated PRs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes and config-resolution ordering are unrelated code changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "A model-specific test fix is not the same as a model-creation skill PR." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same underlying fix in `src/transformers/loss/loss_utils.py`: add supported kwargs to `fixed_cross_entropy` and forward them to `nn.functional.cross_entropy` for issue #43240. These could be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The only true duplicate pair is PR #43251 and PR #43254, which both target issue #43240 and modify the same `fixed_cross_entropy` path. The other pairwise rejections stay conservative and do not overclaim overlap beyond broad subsystem 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": 30, + "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": "d6e55e8c52611720303bc6920dc3e102ffc5b10067fc83edf5b7468efdb3e80d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both update GitHub Actions workflow dependencies, but they target different action families and different upgrade rationales. They overlap in workflow files, yet do not appear to fix the same concrete code-path problem.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42975 is the more specific and representative workflow-maintenance change: it explicitly targets Node 24 compatibility and updates several common core actions used across many workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR #42975 is the better canonical PR for the cluster because its title and scope clearly describe the underlying maintenance goal, while #42976 is a separate latest-version bump focused mainly on Docker-related actions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow dependency upgrades, but they change different action versions in different parts of CI. Shared files alone are not enough to treat them as the same underlying change, and they would not naturally be merged as one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 30, + "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": "5dc2b56719540558eec0dd605af7f6cb4a52f76ff25b3c987007264339317fec", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "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 items are separate model-addition PRs; the overlap is only broad Transformers integration scaffolding (docs, auto-mappings, repo checks), not the same bug or change. No duplicate PR cluster is present here.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical duplicate exists because these PRs implement different models. If one PR must represent the cluster, 46562 is the strongest anchor due to the highest soft-similarity linkage and review activity, but it is still not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "46562 is the best representative only in a loose clustering sense: it has the strongest pairwise similarity signal and substantial review activity. It is not a duplicate of the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo); shared auto/doc files are generic integration plumbing, not the same fix/change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families and code paths (ViT NEPA vs CTSM); overlap is only standard model-registration/documentation files." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model implementations; they do not fix the same concrete issue." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are distinct model ports with different architectures and files; similarity is limited to shared Transformers plumbing." + } + ] + }, + "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": 30, + "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": "f5dfae462c8c15a5dd731e8cb4bf6388b4947e363f380de4ef824202e96f7d53", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19596, + "estimated_input_tokens": 4899, + "estimated_eval_tokens": 10054 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19596, + "estimated_input_tokens": 4899, + "estimated_eval_tokens": 10054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most items are unrelated PRs across different subsystems. The only clear duplicate/mergeable pair is the two YOLOS fixes targeting issue 46869; everything else should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46922 is the best representative because it directly fixes the YOLOS device-mismatch path in `modeling_yolos.py` and targets the same issue as the overlapping YOLOS PR.", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the strongest standalone PR: it addresses the concrete YOLOS `device_map=\"auto\"` mismatch with an actual code fix, not just a partial packaging tweak.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different models and different failures: Whisper tokenizer/test cleanup vs CLIP/ViT test placeholders. No shared underlying bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode/test fix is unrelated to FP8 dequant/model-loading changes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper test fix is unrelated to generation watermarking/config validation." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tokenizer/tests and YOLOS device-mismatch are unrelated code paths." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Both are test-focused, but for different models and different CI/runtime issues; not the same underlying bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Different subsystems and different concrete failures; no plausible single merged fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "CLIP/ViT test placeholders are unrelated to generation config validation." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Test stubs for CLIP/ViT do not match the YOLOS device-mismatch bug." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequant/model-loading work is unrelated to Phimoe CI memory/runtime adjustments." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different fixes in different code paths: FP8 kernel/model loading vs generation config validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8 dequant fixes and YOLOS device placement are separate model-specific bugs." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking validation and Phimoe integration-test CI patch are unrelated." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Watermarking config handling is unrelated to YOLOS device mismatch." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI CPU-memory/device-map test infrastructure change is not the same bug as the YOLOS runtime device mismatch." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both target issue 46869 and fix the same YOLOS device-mismatch problem in `modeling_yolos.py`; they are plausibly mergeable into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The only clearly mergeable same-bug pair is the two YOLOS PRs targeting issue 46869 and the same file; the other pairwise rejections are conservative and consistent with the listed diffs and targets." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 30, + "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": "d2bcd76154de2103a0ef3232ad778329fd5fde481c056f8f459479947423057a", + "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]' validation PRs that all happen to touch CI/test infrastructure, but they do not fix the same concrete bug or change and should not be deduplicated.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a true duplicate of the others. If one has to be chosen as the cluster representative, PR 43532 is the broadest repo-bot/CI demo change, but it still addresses a different code path than the other two.", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the most representative of the overall validation/CI theme because it spans multiple workflow and test files, but it is still not substantively the same change as the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different concrete edits: 43488 changes packaging/version/dependency setup and a test, while 46747 changes a security-gate workflow trigger. Same broad maintenance area, but not the same underlying bug or mergeable fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "43488 is a setup/version/dependency check PR; 43532 rewires self-comment CI and testing utilities to show diffs. The shared test filename is incidental, not evidence of the same change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both are workflow-related, but one is about self-comment CI/show-diff plumbing and the other is a security-gate trigger change. They do not address the same code-path problem and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 30, + "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": "105927f5a03646079062c953efae8ab36e2e4219289599accf4db08dba60dd79", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related in theme but not duplicates: one PR adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share scaffolding/docs patterns, but target different tasks, model integrations, and tests.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different concrete features and code paths: concept segmentation vs visual segmentation. Shared pipeline/documentation scaffolding is not enough to treat them as the same change or mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 30, + "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": "79a126e3745ddd9b6d0164cc409ab73af6880f2971652f747fe0fd3aba1d26f2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open Trainer PRs that both touch src/transformers/trainer.py, but they address different code paths: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers/PEFT models.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43651 is the better canonical representative because it makes a concrete behavior change in training loss scaling and reads like the more direct bugfix-style change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the strongest single representative of the cluster since it targets a specific trainer behavior change; the other PR is an unrelated refactor/helper extraction.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Reject: despite both editing trainer.py, 43651 changes gradient-accumulation loss normalization while 43663 adds an overridable signature-column helper for filtering inputs. These are different underlying changes 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": 11, + "component_count": 30, + "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": "04b5aa5f02f5a832107dbfbbb85a724c9d7f8b30be4e8ed13c4144e64217316c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs touch the same file but address different TypeAdapter/type-hint problems in the CLI: one fixes runtime annotation NameError issues via future annotations, the other avoids importing pydantic at runtime when it may be absent.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43656 is the broader representative of the CLI TypeAdapter NameError work and is explicitly tied to issue 43576; PR 43842 is a separate, narrower optional-dependency fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 43656 is the best cluster representative because it addresses the main CLI type-annotation NameError path and has the clearer issue linkage; 43842 looks like a distinct follow-up rather than the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Different underlying bugs: 43656 fixes annotation NameErrors with future annotations/type-hint cleanup, while 43842 fixes runtime import failure when pydantic is not installed. They are related but not the same mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44086|pull_request:44722", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44722", + "pull_request:44068|pull_request:44116", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44086", + "pull_request:44018|pull_request:44071", + "pull_request:44059|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44017|pull_request:44722", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44161", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44066", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "acac4a2549b072d8aa3a467ae790bba0c1bba4cb8221e36db63af6b309286354", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84509, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76942, + "estimated_input_tokens": 19236, + "estimated_eval_tokens": 38728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a broad wave of model-specific output-tracing refactors tied together by issue #43979. Only the GPT-J/CodeGen line looks like true same-change duplication/revision; the rest are related by theme, not by the same concrete code path.", + "confidence": 0.92, + "canonical_issue_reason": "#43979 is the shared umbrella tracking issue explicitly targeted by many PRs, so it best captures the cluster\u2019s common purpose.", + "canonical_pr_reason": "#44722 is the strongest concrete representative because it consolidates the GPT-J/CodeGen output-tracing refactor in the relevant shared files and reads like the most complete revision of that change.", + "best_issue_reason": "#43979 is still the best single issue representative for the whole cluster because the PRs are organized around that exact tracking ticket.", + "best_pr_reason": "#44722 is the best single PR representative because it is the most consolidated version of the shared GPT-J/CodeGen output-tracing implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Both are output-tracing refactors, but they are for different model families and code paths; the shared umbrella issue is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "CVT/FNet versus DeBERTa are separate implementations; only the standardization theme overlaps." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": false, + "reason": "Same broad GPT-J/CodeGen refactor theme, but the packet does not support treating these as the same concrete change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet and EfficientNet are different model code paths; similar refactor pattern only." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet output tracing and GPT-J/CodeGen output tracing are unrelated concrete changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families and files; same standardized-output theme only." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen and MGP-STR are separate model-specific refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are different code paths; same refactor pattern only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": false, + "reason": "The packet explicitly treats this as non-duplicate; both are GPT-Neo-related but not the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen versus GPT-Neo are different model refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different model-specific changes, even though both sit under the same umbrella issue." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are unrelated concrete fixes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different model implementations." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR output tracing and GPT-J/CodeGen output tracing are separate refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different model-specific changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are unrelated code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model-specific refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are separate model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are distinct model refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are separate changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are different model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are unrelated model-specific refactors." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and XLM/Flaubert are different model refactors; only the generic output-handling theme overlaps." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model-specific changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are separate concrete refactors." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are different vision models; same tracing theme only." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are separate model-specific changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated concrete fixes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are separate model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different model code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are separate changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are different model-specific refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are distinct code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are unrelated model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are unrelated changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are separate model-specific changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44129", + "accept": false, + "reason": "MPNet and SpeechT5 are different concrete refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different model families." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are separate changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are different model-specific refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are separate model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are unrelated concrete fixes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing change in the same code paths; 44722 looks like the consolidated later revision." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors touching the same file and code path, so this looks like the same change in revised form." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet are different model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are separate model-specific refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are different code paths." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model implementations; same tracing theme only." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is mostly grounded, but the soft-edge verdicts are not conservative enough. You marked some pairs as duplicates/revised versions that the packet does not support: notably `pull_request:44018` vs `pull_request:44068` is explicitly listed in the packet as a non-accept pair, yet your output accepts it. You also accept `pull_request:44066` vs `pull_request:44085`, which is not supported by the packet\u2019s deterministic matches. Because the verdicts overstate evidence and include at least one direct contradiction, this should be rejected." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 30, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "83ca4f35ed2fe687664c942a5742aaaa78e8059f591275dae3946382aad20a88", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84509, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13067, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are all independent pull requests implementing standardized output-capture/refactor work in different model implementations; they share a theme, but not the same concrete bug or code change.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the strongest representative: it is anchored to an explicit issue target and makes a concrete, self-contained SpeechT5 output-tracing refactor rather than a broad theme-only change.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the best standalone representative because it has the clearest problem statement via issue 43979 and a concrete code-path update in a single model file.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor family, but different models/files (VisualBert vs TextNet) and no evidence they fix the same underlying bug or could be merged into one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both migrate to output-capture helpers, but they affect different model code paths (MPNet vs VisualBert) and appear to be separate per-model refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different model implementations and different concrete edits; shared helper migration alone is not enough to treat these as duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations; these look like parallel standardized-output refactors, not the same fix." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert vs SpeechT5, with only a broad output-tracing theme in common; the PRs do not appear to address the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "644271262b239848949f6a1879e83f28c29ada2ac60b136f28e2736cd2359b15", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40188, + "estimated_input_tokens": 10047, + "estimated_eval_tokens": 20350 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40188, + "estimated_input_tokens": 10047, + "estimated_eval_tokens": 20350 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a batch of model-specific output-tracing refactors. The PRs share a common pattern and helper usage, but they target different model implementations and code paths, so they are not duplicates of one another.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44025 is the best representative of the cluster because it applies the same refactor pattern across a closely related model pair, but it is still distinct from the other model-specific changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the strongest single representative of the recurring output-tracing refactor theme, with a slightly broader scope than most of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and code paths; same refactor style only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different architectures; no shared underlying bug or change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Unrelated model implementation; only the output-refactor theme matches." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model stack and files; not one concrete fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architecture/code path; too broad to merge as one PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models and outputs; not the same bug/change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Separate model implementations; shared refactor pattern is insufficient." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and code paths; not a duplicate fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Unrelated encoder-decoder vs CNN model refactors; not the same change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different subsystem and model type; only the helper migration matches." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model architectures; no common concrete bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different code paths in different models; same theme only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and implementations; not one PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate models with distinct forward paths; not a duplicate." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths; no same underlying fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and target files; not mergeable as one fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model stacks; shared output-tracing refactor is too broad." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and code paths; same refactor pattern only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate model families; not the same concrete bug/change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model implementations; no duplicate fix here." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different targets and forward paths; only broad refactor similarity." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Distinct model code paths; not the same underlying change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Unrelated model implementations; shared helper usage is not enough." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different architectures and APIs; not a duplicate PR." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families; same output-tracing refactor pattern only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different code paths and model types; not one concrete fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Separate implementations; too broad to treat as duplicates." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and forward logic; not the same bug." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Distinct model code paths; only the refactor pattern matches." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and outputs; not mergeable as one PR." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder variants; not the same underlying change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model implementations; shared tracing refactor only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different code paths and model APIs; not a duplicate." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models and target files; same theme only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Separate model stacks; no shared concrete bug." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different implementations; not the same fix." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and forward paths; only broad similarity." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model code paths; not a duplicate change." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models and APIs; same refactor theme is insufficient." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "036995e56ef72a390a4d70bf534c6739b02e91d3847270cb022ecc52e3f63902", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-integration PRs: one adds PenguinVL and the other adds Voxtral TTS. They share only generic Transformers scaffolding files, not the same underlying code change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:44662 is the better cluster representative because it is a mature, non-draft model-addition PR with substantial review activity.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:44662 is the strongest standalone PR in the cluster: it is non-draft, more reviewed, and presents a complete implementation rather than a draft tied to a specific issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions for different architectures and target issues; shared auto/docs files are incidental scaffolding, not the same concrete bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 30, + "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": "f2a508a1aae0d2d591564030eea5bf617040e94eee54f29ab97ad6efe25d6e68", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related at a high level (both around fusion), but they are not duplicates: one adds a standalone module-fusion API, while the other adds KernelConfig-based n-to-1 kernel fusion integration and an example. They target different layers and code paths.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44979 is the clearest core change: it introduces the new module-fusion API and tests in a focused, self-contained way. PR 45363 is broader integration work and an example, but it is a different feature path rather than the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 44979 is the best representative of the cluster because it is the foundational, reusable API addition. PR 45363 depends on a separate kernel-fusion integration story and is not the same underlying patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different changes: 44979 adds a generic Module Fusion API in a new module, while 45363 wires KernelConfig-based n-to-1 kernel fusion through model loading/integrations and adds an example. They do not look mergeable into one single PR for the same bug or 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": 17, + "component_count": 30, + "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": "c25724e9324d3070083c3bfa4f75b88bd4bc3ffba6c6d09b8ebf786af35c234d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second PR adds test coverage but does not change the underlying fix.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same core fix as 45086 plus test coverage, making it the more complete and review-ready change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall representative of this cluster because it most fully addresses the bug and includes validation via tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same concrete bug and same code path in `_patch_mistral_regex`; the second PR is essentially the first fix plus tests, so they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 30, + "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": "eeac546f6b741ff0bb461b41b53491a4d4f1b3ca8ff8e2af2c82d628b918a494", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Related NemotronH model-family PRs, but they address different changes: one is a conversion/inheritance refactor, the other is a broader dense/sparse model split with docs and auto-mapping updates. Not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the more substantial end-state change for NemotronH, covering the dense/sparse model split and associated docs/auto-mapping updates. PR #45115 is a narrower refactor focused on inheritance and conversion-key renaming.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Both touch NemotronH internals, but they are not the same underlying fix: #45115 only refactors inheritance and checkpoint conversion mappings, while #45569 introduces separate NemotronHDense/NemotronHSparse model variants plus docs and registration 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": 19, + "component_count": 30, + "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": "6f10ee03fa96d0e7739c9df8c511f4f440758f4b7ceba4c9d940047ef69adea1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are typing-related cleanup efforts in the Transformers codebase, but they address different scopes: one is a broad type-checking pass across many files, while the other adds typing protocol/alias support and associated modeling_utils changes. They are related thematically, but not the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the better canonical PR because it is the more concrete, self-contained typing change centered on shared type definitions and their consumers, rather than a broad repository-wide type-checking sweep.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best representative of the cluster since it has a focused technical goal and clearer change boundary; PR 45415 is a much broader type-checking cleanup that spans many unrelated files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are about typing, but they do not appear to fix the same concrete problem or be mergeable as one PR: 45415 is a broad type-checking pass across many modules, while 45425 adds specific typing aliases/protocols and related modeling_utils adjustments." + } + ] + }, + "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": 30, + "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": "997ff75dabdec124a003d1b934cfd8f01f05f2d4201e55039e950ff8f79d732c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are in the same EP/distributed-loading area but fix different concrete bugs: one preserves distributed_config/has_ep during load, while the other prevents expert parameters from being overwritten by rank-0 broadcast in EP+FSDP2. They are related, but not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the better canonical representative of the cluster because it targets a specific, concrete EP loading/correctness failure and has the broader multi-file fix footprint.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the strongest standalone change: it addresses a clear runtime corruption bug in expert parameter loading and is the most complete fix among the two.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both involve expert parallelism and distributed loading, but the failure modes differ: 45548 fixes config/state preservation for accelerate/ZeRO-3 loading, while 45662 fixes experts being overwritten by rank-0 broadcast under FSDP2. Different code paths and not mergeable as one 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": 21, + "component_count": 30, + "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": "a355ea22ed9384ba5023f446f0c4f10949622a2366bceb22782fea5b4abf25b2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist collision problem around captured_info test debug logs. PR 45645 is the broader, more complete change because it includes the xdist-safe output handling plus the CI workflow update needed to consume multiple per-worker artifacts.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the core xdist-safe logging fix and the associated CI artifact aggregation changes, making it the more complete version of the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest representative of the cluster: it addresses the same underlying captured_info xdist collision bug and also preserves CI debug log collection after the filename change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same underlying xdist collision bug for captured_info artifacts; 45645 is a superset that adds the workflow-side handling needed for the new per-worker files, so they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 30, + "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": 23, + "component_count": 30, + "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": "73515709c1e623b9bd4eb8be7c81329ff7f9f5a324c6c0283952a6aa3c7215ab", + "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": "Related distributed-training PRs, but not duplicates: PR 46126 is a focused EP + Trainer integration change, while PR 46269 is a broad distributed branch base that spans FSDP, MoE, CI, and many unrelated subsystems.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46126 is the better canonical PR because it is the most specific, self-contained description of the concrete EP/Trainer change. PR 46269 is a broad integration/base branch and not a single duplicate-worthy fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 46126 best represents the cluster\u2019s underlying change surface: a targeted distributed-feature implementation. PR 46269 is too wide-ranging to serve as a clean representative of one underlying bug or change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed files are not enough to make these duplicates. 46126 is about EP + Trainer integration; 46269 is a much larger distributed branch base touching FSDP, CI, MoE, and other areas, so they do not look like the same concrete code-path change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 30, + "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": "8289767dc196b3ff6bc6f16f9cb4e2e8a6f260f38adfb92b3c97571017f689b5", + "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": "These PRs form several small, unrelated workflow/config changes across different files; the only tight subcluster is the pr-ci-security-gate.yml edits, but those are still distinct hardening tweaks rather than the same fix.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46554 is the best representative because it contains the most substantive, concrete workflow logic change in the tightest subcluster (.github/workflows/pr-ci-security-gate.yml) and is the closest thing to a central fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #46554 is the strongest standalone PR in the set: it changes actual security-gate behavior, has the most direct functional impact, and anchors the only dense similarity cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different behaviors: stdin handling for self-comment-ci vs. security-gate checks." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflows; one updates comment processing, the other adjusts PR CI security-gate permissions/approval flow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different file and change intent; one is CI comment piping, the other is a reusable-workflow note in the security gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "No shared underlying bug; self-comment-ci command piping vs. pr-ci-security-gate secrets handling." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and code paths: stdin piping in self-comment-ci vs. shell quoting in build-ci-docker-images." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening is unrelated to benchmark_v2 trigger logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows and concerns: SSH runner secret handling vs. anti-slop permission placement." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH runner setup changes are unrelated to assign-reviewers checkout ref handling." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and problems: runner secret cleanup vs. security-gate PR file inspection." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "SSH runner hardening is not the same change as PR CI security-gate permissions/approval gating." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Anti-slop permission scoping and benchmark trigger expansion solve different workflow issues." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and distinct changes: anti-slop permissions vs. reviewer assignment checkout ref." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "No shared underlying bug; anti-slop permissions vs. build-ci shell quoting." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Unrelated security/workflow edits in different files; not the same fix." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers checkout ref fix is unrelated to benchmark_v2 workflow dispatch support." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow logic and file; reviewer checkout vs. build-ci message parsing." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and changes; assign-reviewers base-ref checkout is not the same as PR CI security checks." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark dispatch trigger expansion is unrelated to build-ci Docker tag detection." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and separate concerns; benchmark triggers vs. security-gate checks." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Build-ci shell quoting fix is unrelated to PR CI security-gate behavior." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow and change type; build-ci parsing vs. security-gate permissions." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different concrete changes: 46554 adds checkout/diff-based checks, while 46558 changes permissions and approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Comment-only documentation change is not the same underlying fix as adding security checks." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Different security-gate concerns: file-change inspection vs. secrets inheritance tightening." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Permissions/approval behavior is different from the explanatory comment-only tweak." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Different concrete changes in the same workflow: job permissions vs. secrets handling." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "A note explaining safety is not the same fix as changing secrets inheritance." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and unrelated edits: build-ci quoting vs. security-gate commentary." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner hardening and security-gate documentation are unrelated." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Build-ci shell quoting and pr-ci-security-gate secrets inheritance are different code paths." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and distinct security issues; 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": 25, + "component_count": 30, + "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": "98dcf398548355261bb8c16a0c2e764e37c97d889bbc2fb5cf51811a186168fb", + "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 unrelated tokenizer PRs: one fixes CodeLlama decode stripping of real leading spaces, the other fixes DeepSeek checkpoint tokenizer-class routing. They do not share the same underlying bug or change set.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes address different models and different failure modes, so they should stay separate.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for the cluster; PR 46574 is a focused decode bugfix for CodeLlama, while PR 46580 is a checkpoint-selection fix for DeepSeek models, so neither subsumes the other.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different bugs and code paths: CodeLlama decode stripping vs. DeepSeek tokenizer-class selection. They are not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 30, + "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-46696-2", + "nodes": [ + "pull_request:46696", + "pull_request:47215" + ], + "soft_pairs": [ + "pull_request:46696|pull_request:47215" + ], + "prepared_review_unit_hash": "c3bf6f0ae5760a69ebe51750cd8c87c0ecadb0ceedd3d13beb833cca8693b70f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4579, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4579, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs appear to address the same FA2 long-context performance regression around eager-vs-compile scalar handling in `modeling_flash_attention_utils.py`; PR #47215 looks like the more complete fix, while #46696 is a narrower earlier patch.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47215 is the better canonical PR because it appears to subsume the narrower scalar-handling fix from #46696 and adds broader coverage/tests/benchmarking for the same FA2 long-context regression.", + "best_issue_reason": null, + "best_pr_reason": "PR #47215 is the strongest representative: it targets the shared issue #46693, touches the same core utility, and looks like the more comprehensive, merged-together fix path for the regression.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46696", + "right": "pull_request:47215", + "accept": true, + "reason": "Accept: both PRs target the same FA2 long-context perf regression and the same core code path in `modeling_flash_attention_utils.py`; #47215 appears to expand on the same eager-vs-compile scalar conversion fix rather than a different bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46773-2", + "nodes": [ + "pull_request:46773", + "pull_request:47087" + ], + "soft_pairs": [ + "pull_request:46773|pull_request:47087" + ], + "prepared_review_unit_hash": "a03ea01174a03baff4de15e6b2cb70ea32101f1ee2ca084f4bf83d98ef3316ce", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix padding-mask skipping bugs, but in different code paths and with different triggering conditions: one is batch-size-1 handling in linear-attention model implementations, the other is continued-forward/cache continuation behavior in the shared recurrent mask utility. They are related thematically, not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 47087 is the stronger canonical candidate for the cluster theme because it fixes the shared masking utility used by several recurrent-layer models, has a clear bug description, and is tied to an explicit issue target. PR 46773 is narrower and model-family specific.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Different underlying bugs: 46773 fixes a batch-size-1 guard that skips padding masks in linear-attention model forwards, while 47087 fixes recurrent mask creation for continued forwards/cache continuation. Same broad area, but not the same code-path problem and not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47032-5", + "nodes": [ + "pull_request:47032", + "pull_request:47074", + "pull_request:47076", + "pull_request:47195", + "pull_request:47197" + ], + "soft_pairs": [ + "pull_request:47032|pull_request:47197", + "pull_request:47074|pull_request:47076", + "pull_request:47074|pull_request:47197", + "pull_request:47074|pull_request:47195", + "pull_request:47195|pull_request:47197" + ], + "prepared_review_unit_hash": "58c7c2a84fb7c4defb0c9a40b756cdaf8db143e460a3c82dbc06f608c9167f62", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11591, + "estimated_input_tokens": 2898, + "estimated_eval_tokens": 6052 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11591, + "estimated_input_tokens": 2898, + "estimated_eval_tokens": 6052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These pull requests are mostly unrelated multimodal or generation fixes; the soft-similarity links are driven by overlapping pipeline/test terminology, not the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47074 is the most representative single fix in the set: a focused, self-contained multimodal pipeline bug with clear code and test changes. The others address different code paths and behaviors.", + "best_issue_reason": null, + "best_pr_reason": "PR 47074 is the best standalone representative because it has the clearest end-user behavior fix and the broadest but still coherent scope among the PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47032", + "right": "pull_request:47197", + "accept": false, + "reason": "Different features and code paths: image-text-to-text stop_sequence handling vs Qwen Omni batched postprocessing." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "Both are multimodal, but they fix different bugs in different pipelines/processors and are not mergeable as one change." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47197", + "accept": false, + "reason": "Shared test file is incidental; one fixes AnyToAny input key normalization, the other fixes Qwen Omni batch decode behavior." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47195", + "accept": false, + "reason": "Unrelated areas: AnyToAnyPipeline input mapping vs generation candidate length capping." + }, + { + "left": "pull_request:47195", + "right": "pull_request:47197", + "accept": false, + "reason": "Generation prompt lookup length budgeting is unrelated to Qwen Omni text postprocessing." + } + ] + }, + "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": 30, + "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-47165-2", + "nodes": [ + "pull_request:47165", + "pull_request:47289" + ], + "soft_pairs": [ + "pull_request:47165|pull_request:47289" + ], + "prepared_review_unit_hash": "7ef97a33d44c119e5b3fe10ed3cb13c5c4629ef80880a80329e4ee5b8e06057f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5678, + "estimated_input_tokens": 1420, + "estimated_eval_tokens": 3096 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5678, + "estimated_input_tokens": 1420, + "estimated_eval_tokens": 3096 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests address different changes: one adds FSDP plans for specific model classes, while the other reworks pipeline-parallel native inference and core loading behavior. They are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47289 is the more central, infrastructure-level change in this cluster; PR #47165 is a narrower model-specific FSDP-plan addition and does not overlap on the same concrete code path.", + "best_issue_reason": null, + "best_pr_reason": "PR #47289 is the best representative because it makes a broader, coherent change to distributed/model-loading inference behavior and has a clear, specific purpose. PR #47165 is a separate maintenance-style update for FSDP metadata.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47165", + "right": "pull_request:47289", + "accept": false, + "reason": "Different underlying changes: FSDP weight-planning for certain models vs. pipeline-parallel native inference and loading/config plumbing. They do not fix the same concrete bug or implement the same feature." + } + ] + }, + "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": 30, + "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-47261-2", + "nodes": [ + "pull_request:47261", + "pull_request:47262" + ], + "soft_pairs": [ + "pull_request:47261|pull_request:47262" + ], + "prepared_review_unit_hash": "b43cac50610cede74f282cc4434165bd44d48a1a1da54c1fee95d719a12e6daa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not duplicates: one fixes trainer loss scaling with label smoothing during gradient accumulation, while the other adds/validates `min_tokens_to_keep` for `TopHLogitsWarper` in generation. They touch different code paths and solve unrelated problems.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #47261 is the stronger standalone candidate: it targets a concrete training bug, includes an explicit linked issue, and its diff directly addresses the failure mode. PR #47262 is a separate generation behavior change without overlap.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47261", + "right": "pull_request:47262", + "accept": false, + "reason": "Different subsystems and different bugs: trainer label smoothing/gradient accumulation vs generation logits warping. They do not appear to fix the same underlying code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260713T060023Z/analysis-runs/hybrid-model-20260713t060023z/manifest.json b/snapshots/20260713T060023Z/analysis-runs/hybrid-model-20260713t060023z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..99251e9f95f02dce25353cd0141c03b660cf7586 --- /dev/null +++ b/snapshots/20260713T060023Z/analysis-runs/hybrid-model-20260713t060023z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260713t060023z", + "artifacts": { + "hybrid": "snapshots/20260713T060023Z/analysis-runs/hybrid-model-20260713t060023z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260713T060023Z/analysis-runs/hybrid-model-20260713t060023z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-13T06:13:48Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260713T060023Z", + "variant": "hybrid" +} diff --git a/snapshots/20260713T060023Z/manifest.json b/snapshots/20260713T060023Z/manifest.json index 5f4651c44709a851b83b4861cd15494d7e570a6c..f3dcb5f5cde971e8b2e855d5f27e335291cd212c 100644 --- a/snapshots/20260713T060023Z/manifest.json +++ b/snapshots/20260713T060023Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 549 }, "extracted_at": "2026-07-13T06:00:23Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260713t060023z", + "runs": { + "hybrid-model-20260713t060023z": { + "analysis_id": "hybrid-model-20260713t060023z", + "artifacts": { + "hybrid": "snapshots/20260713T060023Z/analysis-runs/hybrid-model-20260713t060023z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260713T060023Z/analysis-runs/hybrid-model-20260713t060023z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260713T060023Z/analysis-runs/hybrid-model-20260713t060023z/manifest.json", + "model": null, + "published_at": "2026-07-13T06:13:48Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260713T060023Z", "watermark": {