diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 6c0d73d7ae545d2ed015ce306ed779b3652e8df5..c8c6a033b68a3d2b28ec2fc89800527f444a3c1c 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260624T000023Z", - "generated_at": "2026-06-24T00:06:31Z", + "snapshot_id": "20260624T060017Z", + "generated_at": "2026-06-24T06:06:44Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1845,73 +1845,54 @@ ] }, { - "cluster_id": "cluster-46562-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "cluster_id": "cluster-43998-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 46562, + "canonical_pr_number": 43998, "issue_numbers": [], "pr_numbers": [ - 46562, - 46658 + 43998, + 44002, + 44029 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 46562, - "right_pr_number": 46658, - "code_similarity": 0.138, - "size_similarity": 0.359, - "file_overlap": 0.024, + "left_pr_number": 43998, + "right_pr_number": 44002, + "code_similarity": 0.249, + "size_similarity": 1.0, + "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.396, - "shared_filenames": [ - "src/transformers/models/auto/auto_mappings.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/auto/auto_mappings.py", - "left_ranges": [ - [ - 441, - 447 - ], - [ - 591, - 598 - ], - [ - 823, - 829 - ], - [ - 883, - 889 - ], - [ - 1082, - 1088 - ], - [ - 1205, - 1211 - ] - ], - "right_ranges": [ - [ - 362, - 368 - ], - [ - 795, - 801 - ] - ] - } - ] + "patch_similarity": 0.328, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43998, + "right_pr_number": 44029, + "code_similarity": 0.125, + "size_similarity": 0.43, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.259, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44002, + "right_pr_number": 44029, + "code_similarity": 0.135, + "size_similarity": 0.43, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] } ] }, @@ -2237,6 +2218,16 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-43998-3", + "canonical_pr_number": 43998, + "duplicate_pr_numbers": [ + 44002, + 44029 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43998-3 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, @@ -2290,15 +2281,6 @@ ], "target_issue_number": 46305, "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." - }, - { - "cluster_id": "cluster-46562-2", - "canonical_pr_number": 46562, - "duplicate_pr_numbers": [ - 46658 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46562-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index a46c42a332419b3498a5465daa2ff44312094cc9..ecd23acd2835ef5cdef6515017a741155400d165 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": "20260624T000023Z", - "generated_at": "2026-06-24T00:06:31Z", + "snapshot_id": "20260624T060017Z", + "generated_at": "2026-06-24T06:06:44Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -137,9 +137,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -659,9 +659,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 47, @@ -1024,9 +1024,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -1355,9 +1355,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -1692,9 +1692,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -1998,9 +1998,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -2330,9 +2330,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -2642,9 +2642,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -2976,9 +2976,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -3298,9 +3298,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -3627,9 +3627,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -3936,9 +3936,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -4249,9 +4249,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -4566,9 +4566,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 47, @@ -4878,9 +4878,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -5183,9 +5183,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 47, @@ -5499,9 +5499,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -5812,9 +5812,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 47, @@ -6100,9 +6100,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 47, @@ -6397,9 +6397,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 47, @@ -6696,9 +6696,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -6999,9 +6999,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 47, @@ -7297,9 +7297,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -7482,8 +7482,8 @@ "review_unit_count": 59, "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-10000-490", "nodes": [ @@ -7567,20 +7567,20 @@ "issue:43504|issue:43720", "issue:43577|issue:44554" ], - "prepared_review_unit_hash": "7634000eaa1780d8c1c0dae083d0bace27994d2ad081080e0c2391c24ef80042", + "prepared_review_unit_hash": "335b7a80c2b09e3144130297ef242a1514cbb216d84ac85cf05878a2014568a7", "component_budget": { "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36550, + "serialized_chars": 36552, "estimated_input_tokens": 9138, "estimated_eval_tokens": 18532 }, @@ -7589,186 +7589,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous cluster of mostly tokenizer, loading, and generation regressions. None of the soft-edge pairs look like the same underlying bug/change, so I would not merge any of them. The broadest and most representative issue is the general tokenization regression report.", - "confidence": 0.73, - "canonical_issue_reason": "issue:45701 is the best umbrella issue: it is the broadest tokenizer-regression report, and it has the most evidence of being a general version-related tokenization change rather than a model-specific edge case.", + "summary": "This cluster is mostly a loose group of distinct Transformers issues, with many tokenizer/version-regression reports but few true duplicates. I would not merge any of the soft-edge pairs; they generally point to different code paths, models, or failure modes.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45701 is the broadest representative here: a generic tokenization-regression report that can umbrella several nearby tokenizer complaints without being tied to one specific model or edge case.", "canonical_pr_reason": null, - "best_issue_reason": "Same reason as canonical: it most clearly represents the broad, general tokenization-regression theme in this otherwise mixed cluster.", + "best_issue_reason": "issue:45701 is the best single issue to anchor the cluster because it is broad, central to the tokenizer/version-regression theme, and more representative than the narrower model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both are backend/config errors, but they affect different backends and failure modes; not the same bug." + "reason": "Both are backend/import errors, but they concern different backend mappings and different failure points." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "Both concern tokenizer output, but one is a v5 cleanup-space behavior change and the other is a CodeLlama leading-space regression." + "reason": "Both involve tokenization behavior, but one is a global v5 cleanup-space change and the other is a CodeLlama leading-space round-trip regression." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Different regressions: processor/tokenizer image-passing breakage versus Kimi-K2.5 codec handling and warning behavior." + "reason": "Different regressions: processor/tokenizer image-passing breakage versus Kimi-K2.5 codec and regex warning handling." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer/special-token bugs, but they involve different models and different missing-token behaviors." + "reason": "Both are special-token issues, but they affect different models and different token additions (mask token vs BOS/EOS)." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer inconsistency versus a MacOS bus error on a pretrained CLIP model; unrelated failure classes." + "reason": "One is slow/fast tokenizer inconsistency; the other is a MacOS bus error on a CLIP model." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom initialization breakage and FSDP loading breakage are different code paths and not one concrete bug." + "reason": "Custom model init breakage and FSDP CPU RAM-efficient loading are separate initialization/loading problems." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "Model/tokenizer loading failure versus dtype propagation on BLIP2; distinct issues." + "reason": "Tokenizer/model loading via gguf is unrelated to BLIP2 dtype propagation." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both involve generation/cache, but one is chunked generation with compiled forward and the other is recurrent-state reset in modular Qwen3.5." + "reason": "Both involve generation with state/cache, but the concrete bugs are different code paths and models." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Different model-loading problems: RoPE-layer dropping versus missing text-encoder weight loading." + "reason": "Different model-specific loading bugs: RoPE layer dropping versus Sam3 text-encoder weights not loading." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization and an apex RMSNorm memory leak are unrelated." + "reason": "Aux-loss normalization and an RMSNorm memory leak are unrelated implementation bugs." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Both mention token handling, but one is BigBird mask-token registration and the other is DiaConfig custom token IDs after save/load." + "reason": "Special-token registration bug versus config losing custom token IDs after save/load." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "One is loss normalization in specific models; the other is a broad tokenization regression." + "reason": "One is an auxiliary-loss math bug; the other is a broad tokenization-version regression." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but the offline model_info call bug is different from the est-roberta tokenizer load failure." + "reason": "Offline model_info() behavior and a specific tokenizer load failure are different issues." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "Save-pretrained shard-size behavior is unrelated to AutoProcessor kwargs forwarding." + "reason": "Save-pretrained shard size question is not the same as kwargs being dropped in cached_file." }, { "left": "issue:44821", "right": "issue:46821", "accept": false, - "reason": "ImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + "reason": "AutoImageProcessor URL loading and TimesFM window_size validation are unrelated." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression for Qwen VL models versus num_labels propagation in Qwen3.5; different problems." + "reason": "A video-input regression and num_labels propagation are different Qwen3.5 bugs." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but one is GPU sliding-window attention and the other is classification head init/checkout." + "reason": "Both mention NaNs, but one is a Gemma3 GPU padding/attention issue and the other is classification-head init/checkout." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Torch.compile/SDPA failure and a tokenizer AttributeError are not the same bug." + "reason": "torch.compile/SDPA model execution failure and a tokenizer AttributeError are unrelated." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training on Qwen2-VL versus a GenerationMixin import error; unrelated." + "reason": "Multi-GPU training support and a GenerationMixin import error are distinct issues." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Aux-loss normalization is unrelated to DeepSeekV3MoE implementation divergence." + "reason": "Aux-loss normalization is not the same as DeepSeekV3MoE divergence from remote implementation." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "Both are cache/generation related, but one is KV-cache tensor indexing and the other is beam-search cache reorder omission." + "reason": "KV-cache continuation crash and skipped beam-search cache reorder are different generation bugs." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer broadcast TypeError and Qwen2-VL multi-GPU training are different distributed-training failures." + "reason": "Trainer GPU broadcast NoneType error and Qwen2-VL multi-GPU training are not the same failure." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Serialization inconsistency of tied weights and sinq quantization save/load breakage are different bugs." + "reason": "Serialization of tied weights depending on device is different from sinq quantization save/load breakage." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Both affect generation, but compiled chunked generation inconsistency and flash-attention failure in Qwen3.5 are separate code paths." + "reason": "Compiled-forward chunked generation inconsistency is not the same as Qwen3.5 flash-attention generation failure." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Auto device mapping CUDA assert and compiled chunked generation inconsistency are unrelated." + "reason": "Auto device mapping cudaErrorAssert and compiled-forward generation inconsistency are separate bugs." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "One is a functional flash-attention generation failure; the other is a performance regression." + "reason": "A correctness failure with flash-attention is distinct from a long-context performance regression." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Pretrained-model loading with a legacy field and torch.compile SDPA failure are unrelated." + "reason": "Legacy-field loading failure and SDPA/torch.compile failure affect different model code paths." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Both involve loading, but one is a legacy-field model preset issue and the other is packed-weight unpacking during accelerate loading." + "reason": "Legacy-field model loading and BitNet packed-weight unpacking are unrelated loading bugs." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype propagation and MPS attention correctness are different issues." + "reason": "BLIP2 dtype propagation and an MPS attention correctness issue are different bugs." } ] }, @@ -7877,9 +7877,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 47, @@ -8188,9 +8188,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -8493,9 +8493,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -8795,9 +8795,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -9082,9 +9082,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -9381,9 +9381,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -9691,9 +9691,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -10012,9 +10012,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -10343,9 +10343,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -10640,9 +10640,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -10930,9 +10930,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 47, @@ -11221,9 +11221,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -11513,9 +11513,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -11813,9 +11813,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -12123,9 +12123,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -12332,8 +12332,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-490", "nodes": [ @@ -12420,9 +12420,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 47, @@ -12629,8 +12629,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-490", "nodes": [ @@ -12719,9 +12719,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -13022,9 +13022,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 47, @@ -13231,8 +13231,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-490", "nodes": [ @@ -13321,9 +13321,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -13536,8 +13536,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-490", "nodes": [ @@ -13624,9 +13624,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 47, @@ -13928,9 +13928,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -14247,9 +14247,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 47, @@ -14553,9 +14553,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -14865,9 +14865,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -15178,9 +15178,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -15493,9 +15493,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 47, @@ -15793,9 +15793,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -16108,9 +16108,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 47, @@ -16447,9 +16447,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -16781,9 +16781,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -17026,8 +17026,8 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-490", "nodes": [ @@ -17116,9 +17116,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -17430,9 +17430,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 47, @@ -17805,9 +17805,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 47, @@ -18190,9 +18190,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 48, @@ -18524,9 +18524,9 @@ "node_count": 490, "item_count": 490, "soft_pair_count": 1806, - "serialized_chars": 936087, - "estimated_input_tokens": 234022, - "estimated_eval_tokens": 468300 + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 }, "budget": { "node_count": 8, @@ -20587,8 +20587,8 @@ "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": [ @@ -20598,7 +20598,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "e0fbc28f2d52f9f025d7789e24922cb8a58de7de4463480545c73c75d6373bcb", + "prepared_review_unit_hash": "4a87d65f70e262e84f5f0e80acc74005720342c7b40881df21d24944cd4d8342", "component_budget": { "node_count": 2, "item_count": 2, @@ -20620,18 +20620,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues describe different training failures: one is a tensor size mismatch during object-detection training, the other is an out-of-memory crash after several epochs in RT-DETR v2. They do not look like the same underlying bug.", + "summary": "The two issues describe different training failures: one is a tensor shape mismatch during object detection training, the other is an out-of-memory problem after several epochs in RT-DETR v2. They are related by subsystem, but not the same underlying bug.", "confidence": 0.96, - "canonical_issue_reason": "Issue #46657 is the clearer anchor if one must be chosen: it reports a concrete tensor-shape mismatch, while #46692 is a separate OOM symptom.", + "canonical_issue_reason": "Issue 46657 is the more clearly scoped report and better represents the cluster topic, while 46692 is a separate OOM failure.", "canonical_pr_reason": null, - "best_issue_reason": "#46657 is the better representative issue because it is more specific and actionable; #46692 appears to be a distinct memory-pressure problem rather than the same defect.", + "best_issue_reason": "Issue 46657 is the best standalone issue here because it is a specific, actionable bug report; 46692 appears to be a different problem entirely.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different failure modes and likely different root causes: tensor size mismatch vs. out-of-memory after epochs. They are not the same underlying bug." + "reason": "Reject: tensor-size mismatch and out-of-memory are distinct failure modes, and nothing in the titles/evidence indicates the same underlying bug or a shared fix." } ] }, @@ -20650,8 +20650,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46822-2", "nodes": [ @@ -20724,12 +20724,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "58b3108506d9777eb628dab66ebe84eddc31936b95dc584b396402348f1a280c", + "prepared_review_unit_hash": "12351fa81ffedf4f8c8671cf9f46972bc9f157e882631eab9ab0f1af654c9b02", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7224, + "serialized_chars": 7223, "estimated_input_tokens": 1806, "estimated_eval_tokens": 3868 }, @@ -20737,7 +20737,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7224, + "serialized_chars": 7223, "estimated_input_tokens": 1806, "estimated_eval_tokens": 3868 }, @@ -20746,18 +20746,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target VibeVoice, but they are not duplicates: #40546 is the base VibeVoice implementation, while #42781 is a draft follow-up for VibeVoice Realtime with additional acoustic-tokenizer and generation work.", - "confidence": 0.91, + "summary": "Both PRs are about VibeVoice, but they are not the same change: #40546 implements the core VibeVoice model/docs integration, while #42781 adds a separate realtime variant with additional tokenizer/processing/generation work. They overlap on shared model files, but the concrete scope is different enough that they should not be merged as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "#40546 is the cleaner canonical base PR: it introduces the core VibeVoice model, docs, and auto-mapping integration, and it is more mature/non-draft with substantial review activity.", + "canonical_pr_reason": "#40546 is the broader base implementation, older, and already has substantial review activity. It is the best representative of the main VibeVoice integration work in this cluster.", "best_issue_reason": null, - "best_pr_reason": "#40546 is the better representative PR for the cluster because it covers the foundational VibeVoice code path; #42781 is a separate realtime extension with extra tokenizer/generation changes rather than the same change.", + "best_pr_reason": "#40546 is the strongest standalone PR here because it covers the core model integration and documentation, whereas #42781 is a follow-on realtime extension with a distinct feature set.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Shared VibeVoice files reflect the same model family, but the scope differs: #40546 implements the base model, whereas #42781 adds realtime support plus acoustic tokenizer and related generation changes. They are not the same underlying change and would not plausibly merge into one PR." + "reason": "Shared VibeVoice files are not enough to make these the same change; #42781 is specifically a realtime extension with extra feature-extraction/processing/tokenizer work, so it is a related follow-up rather than a duplicate of the base implementation." } ] }, @@ -20787,12 +20787,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "2db6721e96ba9fca1ca4a5d2d3d7d8e04e9ae908c27b6de2bb33ba94a474d177", + "prepared_review_unit_hash": "2a27f534b7cd9b13c315514dde12b14f39ed707c960f40759b1b32c008f76caa", "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 }, @@ -20800,7 +20800,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -20809,18 +20809,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two open PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They are not duplicates and should not be merged together.", + "summary": "The two pull requests are unrelated feature additions: one adds TimesFM forecasting with covariates, the other adds DINOv3 image classification support. They do not describe the same underlying bug or change, so this is not a duplicate cluster.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the changes target different code paths, files, and model families, so they do not represent the same underlying change.", + "canonical_pr_reason": "No canonical PR for duplication triage: the PRs target different models, different code paths, and different user-facing capabilities.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global best duplicate candidate because they address separate features rather than one shared bug or enhancement.", + "best_pr_reason": "PR 41224 is the more self-contained representative change in this cluster, with a focused model-support addition and accompanying docs/tests, but it is not a duplicate of PR 40755.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different model areas and semantics: TimesFM forecasting with covariates versus DINOv3 image classification support. No shared concrete bug/change path, so they are not mergeable as one PR." + "reason": "Different features for different model families (TimesFM covariate forecasting vs DINOv3 image classification); no shared bug or mergeable code-path overlap." } ] }, @@ -20905,7 +20905,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-41855-15", + "cluster_id": "cluster-41855-13", "nodes": [ "pull_request:41855", "pull_request:42668", @@ -20913,220 +20913,182 @@ "pull_request:43254", "pull_request:43424", "pull_request:43823", - "pull_request:43989", "pull_request:43995", "pull_request:44827", "pull_request:45170", "pull_request:45213", "pull_request:45655", "pull_request:46048", - "pull_request:46267", - "pull_request:46819" + "pull_request:46267" ], "soft_pairs": [ "pull_request:41855|pull_request:43823", "pull_request:41855|pull_request:43424", "pull_request:42668|pull_request:43823", - "pull_request:43251|pull_request:46819", "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:46819", "pull_request:43823|pull_request:45655", "pull_request:43823|pull_request:43995", - "pull_request:43989|pull_request:46819", - "pull_request:43995|pull_request:46819", "pull_request:43995|pull_request:45213", "pull_request:43995|pull_request:44827", "pull_request:44827|pull_request:45170", "pull_request:44827|pull_request:46267", "pull_request:44827|pull_request:46048", - "pull_request:44827|pull_request:46819", + "pull_request:44827|pull_request:45655", "pull_request:44827|pull_request:45213", "pull_request:43823|pull_request:45213", - "pull_request:45655|pull_request:46819", - "pull_request:44827|pull_request:45655", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "6956cc700f3ea45fa829753f1abd7b7bd097345eab14f10a709456931f61a104", + "prepared_review_unit_hash": "b58d6c28bd8a61a168282a789a9fd8adbd5fdee708e8ae799111f4e10d29de7f", "component_budget": { - "node_count": 15, - "item_count": 15, - "soft_pair_count": 24, - "serialized_chars": 40996, - "estimated_input_tokens": 10249, - "estimated_eval_tokens": 20754 + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34784, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 }, "budget": { - "node_count": 15, - "item_count": 15, - "soft_pair_count": 24, - "serialized_chars": 40996, - "estimated_input_tokens": 10249, - "estimated_eval_tokens": 20754 + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34784, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly noisy and heterogeneous: model additions, test-only PRs, docs/meta changes, and unrelated bug fixes. The only true duplicate/mergeable pair is the two `fixed_cross_entropy` PRs (43251 and 43254); the rest should stay separate.", + "summary": "This cluster is mostly unrelated PRs. The only clear duplicate/mergeable pair is the two `fixed_cross_entropy` kwargs fixes, which target the same issue and the same code path.", "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical anchor because it is a narrowly scoped, concrete fix in `fixed_cross_entropy`, it explicitly targets issue 43240, and PR 43254 is just an alternate implementation of the same change.", + "canonical_pr_reason": "PR 43251 is the best canonical representative: it directly targets issue 43240, edits the exact same `loss_utils.py` path as the companion PR, and has more review/context around the kwargs pass-through fix.", "best_issue_reason": null, - "best_pr_reason": "43251 is the strongest representative of the cluster\u2019s only real duplicate pair: it fixes a specific loss-function bug, is issue-linked, and is cleanly mergeable with 43254.", + "best_pr_reason": "PR 43251 is the strongest overall representative of the shared `fixed_cross_entropy` change because it is issue-linked and appears to cover the intended kwargs plumbing in the most complete form.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer method additions and a new MobileLLM model are unrelated changes." + "reason": "Different features in different subsystems: Mistral tokenizer methods vs adding a new MobileLLM model." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Missing tokenizer methods vs an executorch export test; different artifacts and problems." + "reason": "Unrelated: tokenizer API addition vs Executorch dynamic-shape export tests." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-pretrained robustness and adding MobileLLM are not the same underlying change." - }, - { - "left": "pull_request:43251", - "right": "pull_request:46819", - "accept": false, - "reason": "Cross-entropy kwargs support and beam-search cache reordering are different code-path bugs." + "reason": "Both touch processor/model-loading areas, but they fix different models and different problems." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss helper fix vs MobileLLM model addition; no shared underlying bug." + "reason": "Cross-entropy kwargs fix is unrelated to adding a new model." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "`fixed_cross_entropy` kwargs support is unrelated to Mistral4 test/model changes." + "reason": "Different code paths: loss helper kwargs vs Mistral4 test/model changes." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape export tests and Mistral4 test/model fixes are different changes." + "reason": "Executorch export test work is unrelated to Mistral4 test/model fixes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "A test for dynamic-shape export is not the same as adding a new model." - }, - { - "left": "pull_request:43823", - "right": "pull_request:46819", - "accept": false, - "reason": "MobileLLM model addition and beam-search cache handling are unrelated." + "reason": "Different scope entirely: export test coverage vs new model implementation." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model support and config-resolution order fix are different underlying issues." + "reason": "New model addition vs class-attribute resolution fix; no shared bug/change." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM addition and Falcon output-collection refactor do not fix the same bug." - }, - { - "left": "pull_request:43989", - "right": "pull_request:46819", - "accept": false, - "reason": "Auto video-processor lookup fix and beam-search cache reordering are unrelated." + "reason": "MobileLLM model addition and Falcon output-interface refactor are not the same change." }, { - "left": "pull_request:43995", - "right": "pull_request:46819", + "left": "pull_request:43823", + "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor for output collection is not the same as the beam-search cache bug." + "reason": "New model work is unrelated to the model-creation skill/docs PR." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon model refactoring and the model-creation skill/meta PR are different categories entirely." + "reason": "Falcon refactor and model-creation skill are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-collection refactor and Mistral4 test fixes are unrelated." + "reason": "Falcon output-collection refactor is not the same concrete bug/change as Mistral4 fixes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model updates and CLIP layrnorm-to-layernorm renaming are different fixes." + "reason": "Mistral4 test/model fixes do not duplicate the CLIP-like `layrnorm` rename fix." }, { "left": "pull_request:44827", - "right": "pull_request:46267", + "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 changes and chat response parsing docs/CLI updates do not share the same bug." + "reason": "Different goals: Mistral4 fix/tests vs adding a TDT loss kernel integration." }, { "left": "pull_request:44827", - "right": "pull_request:46048", + "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test/model work is unrelated to adding the TDT loss kernel." + "reason": "Mistral4 model/test work is unrelated to serve chat parsing updates." }, { "left": "pull_request:44827", - "right": "pull_request:46819", + "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test/model changes and beam-search cache handling are different underlying problems." + "reason": "Mistral4 tests and config-resolution order fix are unrelated changes." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 implementation/test work and the model-creation skill PR are not the same change." + "reason": "Mistral4 fix and model-creation skill are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Adding MobileLLM and shipping a model-creation skill/meta PR are unrelated." - }, - { - "left": "pull_request:45655", - "right": "pull_request:46819", - "accept": false, - "reason": "Config resolution order fix and beam-search cache handling are different code paths." - }, - { - "left": "pull_request:44827", - "right": "pull_request:45655", - "accept": false, - "reason": "Mistral4 test/model fixes and `cls.config` resolution ordering are unrelated." + "reason": "New MobileLLM model addition and skill/doc PR are not the same underlying change." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same `fixed_cross_entropy` bug in `src/transformers/loss/loss_utils.py` for issue 43240; they are mergeable variants of the same change." + "reason": "Same underlying fix: both add supported kwargs to `fixed_cross_entropy` in `loss_utils.py` for issue 43240, and the diffs are effectively alternative versions of the same patch." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: the only clearly mergeable duplicate pair is 43251/43254, which share the same file and issue target 43240. The other pairwise rejections are conservative and consistent with the diffs." + "feedback": "The summary is well grounded in the packet and stays conservative. The only clearly mergeable pair is `pull_request:43251`/`pull_request:43254`, which is supported by the shared issue target `43240` and the same `loss_utils.py` kwargs plumbing. The other soft-edge rejections are appropriately cautious and do not overclaim shared bug identity. " }, "evaluator_used": true, "retried": false, @@ -21153,7 +21115,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "6a0065c91970d764360902cedc3c9fd6fc3f50c2fbd397997cd1144c88697fa4", + "prepared_review_unit_hash": "0de734cff2c0d538f4b158cb14daf308468fdb1d3f345f931f3d84cfc12eaba5", "component_budget": { "node_count": 2, "item_count": 2, @@ -21175,18 +21137,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both update GitHub Actions workflows, but they target different change sets: one is specifically for Node 24-compatible action versions, while the other upgrades build-related actions to newer releases. They overlap in files, not in the underlying fix/change.", - "confidence": 0.94, + "summary": "These are related GitHub Actions maintenance PRs, but they are not duplicates: one upgrades core workflow actions for Node 24 compatibility, while the other bumps Docker build actions to newer versions.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the more concrete, well-scoped change set: it explicitly addresses Node 24 compatibility and updates the relevant workflow actions to versions that support it.", + "canonical_pr_reason": "No single canonical PR: 42975 and 42976 update different action families and target different compatibility/version bumps, so they are separate changes.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best representative because it has a clearer single purpose and narrower compatibility-driven scope, making it easier to triage than the broader generic upgrade in PR 42976.", + "best_pr_reason": "If one PR must represent the cluster, 42975 is the broader workflow-actions compatibility sweep; 42976 is a narrower Docker-action version bump.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are workflow maintenance PRs, but they are not the same underlying change. PR 42975 is about Node 24 compatibility for several GitHub Actions, while PR 42976 upgrades different actions, notably docker/build-push-action, to latest versions. Shared workflow files alone are not enough to treat them as duplicates." + "reason": "Both are workflow dependency upgrades, but they change different actions (checkout/cache/upload-artifact vs docker/build-push-action) and are not the same concrete fix." } ] }, @@ -21232,106 +21194,106 @@ "pull_request:45490|pull_request:46705", "pull_request:46562|pull_request:46658" ], - "prepared_review_unit_hash": "875fde1cf425bb96a281c0173267a06325ecc21456f850a961101cdba684bf2d", + "prepared_review_unit_hash": "2f34c04d00519285ea2c87f53e7f0f85437977298c3a4fb4a6aca5d7ce382ab1", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 12, - "serialized_chars": 24691, - "estimated_input_tokens": 6173, - "estimated_eval_tokens": 12602 + "serialized_chars": 24646, + "estimated_input_tokens": 6162, + "estimated_eval_tokens": 12580 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 12, - "serialized_chars": 24691, - "estimated_input_tokens": 6173, - "estimated_eval_tokens": 12602 + "serialized_chars": 24646, + "estimated_input_tokens": 6162, + "estimated_eval_tokens": 12580 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are mostly unrelated feature additions that only share generic Hugging Face boilerplate files. The only true duplicate-like pair is the Step 3.7 Flash work: PR 46658 is a WIP implementation of the same model/code path already covered by PR 46562. I would cluster those two together and keep the others separate.", - "confidence": 0.95, + "summary": "This cluster is mostly unrelated model-addition PRs. The only near-match is the Step 3.7 Flash pair, but it still looks more like a model implementation PR versus a separate conversion/tooling WIP PR, so I would not deduplicate them.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46562 is the better canonical PR for the only real duplicate pair: it is the more complete Step 3.7 Flash model addition, while PR 46658 is a WIP/auxiliary implementation around the same model family and code path.", + "canonical_pr_reason": "PR 46562 is the most complete canonical candidate for the Step 3.7 Flash model: it adds the core implementation, docs, and tests in the main Transformers codepath.", "best_issue_reason": null, - "best_pr_reason": "PR 46562 is the strongest representative of the cluster because it is the most substantive and complete duplicate-target candidate; the other PRs are unrelated model introductions or config changes and should not be merged into one canonical PR.", + "best_pr_reason": "PR 46562 is the best representative PR in the set because it contains the substantive library change and test coverage; the others are different model launches or unrelated config work.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model families (ViT NEPA vs Molmo). Overlap is only in shared docs/auto-registration files, which is not enough to imply the same underlying change." + "reason": "Different models (ViT NEPA vs Molmo); same broad PR pattern, but not the same change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model families (ViT NEPA vs Molmo2). Similar boilerplate edits, but no shared concrete bug or change target." + "reason": "Different models and codepaths; not a duplicate." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model families (ViT NEPA vs CTSM). They both add models and touch auto/docs plumbing, but that is broad subsystem overlap, not a duplicate change." + "reason": "Different model families; no shared underlying bug or change." }, { "left": "pull_request:42978", "right": "pull_request:46705", "accept": false, - "reason": "ViT NEPA model addition vs distributed config infrastructure. These are unrelated changes." + "reason": "Model-addition PR vs distributed config PR; unrelated changes." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related names but distinct model additions with different files, APIs, and documentation. Not the same underlying PR." + "reason": "Molmo and Molmo2 are separate model generations with different implementations." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are different model introductions; shared framework registration files do not make them duplicates." + "reason": "Molmo vs CTSM; unrelated model additions." }, { "left": "pull_request:43448", "right": "pull_request:46705", "accept": false, - "reason": "Molmo model addition and distributed configuration are unrelated." + "reason": "Model implementation PR vs distributed config support; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 vs CTSM are different model additions. Shared auto/model registration patterns are expected and not sufficient for duplication." + "reason": "Molmo2 and CTSM are different models and change sets." }, { "left": "pull_request:43451", "right": "pull_request:46705", "accept": false, - "reason": "Molmo2 model addition and distributed configuration are unrelated changes." + "reason": "Molmo2 model addition is unrelated to distributed config plumbing." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step 3.7 Flash are different model families. They share auto-registration/docs boilerplate, but not the same concrete code-path problem." + "reason": "Both are model additions, but CTSM and Step 3.7 Flash are different models and codepaths." }, { "left": "pull_request:45490", "right": "pull_request:46705", "accept": false, - "reason": "CTSM model addition vs distributed config infrastructure. No evidence of the same bug or feature." + "reason": "CTSM model implementation is unrelated to distributed config support." }, { "left": "pull_request:46562", "right": "pull_request:46658", - "accept": true, - "reason": "Both are about Step 3.7 Flash and share the same model-registration surface; PR 46658 is a WIP implementation that appears to target the same code path as PR 46562, making them plausible duplicates/mergeable into one PR." + "accept": false, + "reason": "Both concern Step 3.7 Flash, but one adds the library model implementation while the other is WIP scripts/mini-model tooling; not the same concrete change." } ] }, @@ -21380,118 +21342,118 @@ "pull_request:46380|pull_request:46539", "pull_request:46380|pull_request:46579" ], - "prepared_review_unit_hash": "41141bb28032e2e03979c2f51f8fa0aac7eda730eefffa89119a835a55e3a5ad", + "prepared_review_unit_hash": "2b09335ea48d1d720b68d6a9fbc70d62f075cbfbea490f2d28eb5c14b7a35895", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 14, - "serialized_chars": 23157, - "estimated_input_tokens": 5790, - "estimated_eval_tokens": 11836 + "serialized_chars": 23162, + "estimated_input_tokens": 5791, + "estimated_eval_tokens": 11838 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 14, - "serialized_chars": 23157, - "estimated_input_tokens": 5790, - "estimated_eval_tokens": 11836 + "serialized_chars": 23162, + "estimated_input_tokens": 5791, + "estimated_eval_tokens": 11838 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated PRs for Whisper, generation config, FP8 dequantization, CI infra, docs, and typo cleanup. There is no single underlying bug/change shared across the group, so none of the soft matches should be merged as duplicates.", - "confidence": 0.37, + "summary": "This cluster is heterogeneous: Whisper tokenizer tests, tie_weights compatibility, model test edits, FP8 dequantization, doctest/docs cleanup, generation config validation, CI integration setup, and typo fixes. The pairwise overlaps are mostly superficial, so I don\u2019t see a real duplicate cluster here.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44815 is the clearest concrete code-fix PR in the set (FP8 dequantization logic with related loader/quantizer changes) and is more representative than the mostly test/doc/typo/CI PRs.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #44815 is the best standalone representative because it addresses a specific runtime bug path with coherent code changes, unlike the broader or lower-signal cleanup PRs.", + "best_pr_reason": "PR 44815 is the most substantive standalone bug fix in the set, with a concrete runtime/code-path change around FP8 dequantization and model loading. Even so, it is not a duplicate of the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer/test fix versus unrelated CLIP/ViT test assertions; different models and different bugs." + "reason": "Whisper tokenizer/test fix vs unrelated CLIP/ViT test edits; different models and different problems." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode behavior versus FP8 dequantization; unrelated code paths and symptoms." + "reason": "Whisper timestamp decoding vs FP8 dequantization/loading; unrelated code paths." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Both touch generation/model code only superficially; one is Whisper decoding, the other is generation config validation and tests." + "reason": "Whisper test/tokenization work vs generation watermarking/config validation; not the same bug." }, { "left": "pull_request:43498", "right": "pull_request:46579", "accept": false, - "reason": "Backward-compat alias for tie_weights is unrelated to a broad typo cleanup PR." + "reason": "Backward-compatibility shim for tie_weights vs typo cleanup; completely different intent." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Model test fixes for CLIP/ViT versus CI integration test infrastructure; not the same underlying issue." + "reason": "Model test assertions vs Phimoe CI/integration test environment fix; no shared underlying defect." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test assertion changes are unrelated to FP8 dequantization code changes." + "reason": "Test-only CLIP/ViT changes vs FP8 dequantization/runtime fix; unrelated." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Different model test cleanup versus generation/watermarking behavior fix; no shared concrete bug." + "reason": "Test edits in vision models vs generation config/runtime validation; different issue domains." }, { "left": "pull_request:43665", "right": "pull_request:46579", "accept": false, - "reason": "Test cleanup and broad typo/code cleanups are not the same fix." + "reason": "Test-only changes vs typo cleanup; not the same change." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 runtime fix versus CI resource-limit workaround; different problem domains." + "reason": "FP8 dequantization/model loading fix vs Phimoe CI infrastructure/test fix; unrelated." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Both involve generation-related files, but one fixes FP8 dequantization while the other fixes watermarking config validation and Whisper generation behavior." + "reason": "Both touch core loading/generation areas, but they fix different concrete bugs: FP8 dequantization vs watermarking config validation." }, { "left": "pull_request:44815", "right": "pull_request:46579", "accept": false, - "reason": "FP8 quantization/dequant code fix is unrelated to typo and cleanup changes across many files." + "reason": "Runtime bug fix vs broad typo cleanup; no common underlying problem." }, { "left": "pull_request:45114", "right": "pull_request:46579", "accept": false, - "reason": "Doctest/documentation edits are unrelated to broad code typo cleanup." + "reason": "Doctest/documentation cleanup vs code typo cleanup; different artifact types and goals." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation config/Whisper fix versus CI runner memory patching; not the same bug or change." + "reason": "Generation config validation/runtime fix vs Phimoe CI integration test fix; distinct problems." }, { "left": "pull_request:46380", "right": "pull_request:46579", "accept": false, - "reason": "Specific generation validation/Whisper behavior fix is unrelated to a multi-file typo cleanup PR." + "reason": "Generation/runtime bug fix vs typo cleanup; not duplicates." } ] }, @@ -21524,52 +21486,52 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "8a62c6f10794cd39bdc2001ba2fc33acdf445873b18f2c79756f4a33882d7ad9", + "prepared_review_unit_hash": "1fc1d4da181b23019d951cb48ab20d18cb92c1a0bbc9f7fed1a0e993fe5eec29", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6347, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6347, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three unrelated '[don't merge]' validation PRs that only overlap superficially on CI/test infrastructure; they do not look like the same underlying bug or change.", - "confidence": 0.91, + "summary": "These three PRs are unrelated dummy/'don\u2019t merge' changes in different areas (setup/versioning, comment CI, and security-gate workflow). They do not look like duplicates of the same underlying bug or change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR stands out: the three PRs target different subsystems and different checks, with only broad CI/testing similarity.", + "canonical_pr_reason": "No single canonical PR: each PR targets a different code path and purpose (repo/setup metadata, self-comment CI, and PR security-gate workflow).", "best_issue_reason": null, - "best_pr_reason": "PR 43532 is the broadest CI/test-infrastructure change and is the most representative of the shared theme, though it is not a duplicate of the others.", + "best_pr_reason": "PR 46747 is the cleanest standalone workflow change, but it is still unrelated to the other two PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "One is a setup/version/test-bot check; the other changes a workflow security gate. Different code paths and purposes." + "reason": "Different changes: 43488 is about setup/version/bot-formatting and a vit test, while 46747 only changes the security-gate workflow trigger. Same broad CI/test theme, but not the same fix." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Version/dependency/test-bot validation PR vs workflow/testing-utils changes. Only incidental overlap on a test file, not the same change." + "reason": "43488 tweaks package/version metadata and a test; 43532 rewrites comment-CI/workflow plumbing and related test/utils files. They do not fix the same code-path problem." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch workflows, but they address different workflows and behaviors; not the same concrete fix and not mergeable as one PR." + "reason": "Both touch workflows, but 43532 is about self-comment/reporting CI and 46747 is about the PR security gate trigger. Different workflows, different purpose, not mergeable as one duplicate change." } ] }, @@ -21599,12 +21561,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "843cd929b0d93857b2a0f5b1f3b411844f0e0886f54b70bb22fa78e98b164a6f", + "prepared_review_unit_hash": "a86590630cb519380ed5b57edfd1f5de7cfad0a7bcd1c9772f5e57b0bbc5232e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -21612,7 +21574,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -21621,18 +21583,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share infrastructure/docs plumbing, but the pipeline modules, filenames, and model/test integrations differ, so they are not duplicates.", - "confidence": 0.97, + "summary": "Two separate PRs add different new pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share documentation and registration scaffolding, but they target different underlying capabilities and model/test sets.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #43613 is the broader/more complete representative of the visual segmentation line, with more model and test coverage and a larger surface area of changes.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the broader and more central artifact if a single representative is needed, since it adds the visual segmentation pipeline plus more associated model/test integration work. But it should not be treated as a duplicate of 43612.", + "best_pr_reason": "PR #43613 is the better cluster representative because it is more self-contained and comprehensive for its specific pipeline addition.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying features and code paths: concept segmentation vs visual segmentation. The overlap is limited to shared docs/pipeline plumbing and does not indicate the same change." + "reason": "Different features: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. The overlap is mainly shared docs/registry plumbing, not the same concrete code-path or mergeable change." } ] }, @@ -21662,40 +21624,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "9417c6caf0b22bb0f6041b398aa51d0ea96dbcc51e2922eec0f115a8b159faca", + "prepared_review_unit_hash": "082d6f075e770c93cd9065a9774b18c44ed8a9512b600dc895aa6b0ebdb936aa", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated trainer.py changes: one adjusts gradient-accumulation loss scaling in training_step, the other factors out signature-column inspection for custom trainers/PEFT. Same file, different code paths and different behavior.", - "confidence": 0.97, + "summary": "The two PRs touch the same file but implement unrelated Trainer extension points: one changes gradient-accumulation loss scaling, the other factors out signature-column inspection for column filtering. They should not be treated as duplicates or merged into one change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the two pull requests address separate trainer behaviors and are not duplicates.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single best PR for deduping the cluster, since neither PR subsumes the other or represents the same underlying change.", + "best_pr_reason": "PR #43651 is the more directly bugfix-like and self-contained change, but it is not a duplicate of #43663; the two address different Trainer code paths.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying changes: 43651 updates loss scaling during training_step, while 43663 adds an overrideable signature-column helper for data filtering. They touch different code paths and should not be merged as one PR." + "reason": "Different underlying behaviors: #43651 controls loss scaling during training steps, while #43663 refactors signature-column filtering for dataset preprocessing/PEFT. Shared file alone is not enough to treat them as the same change." } ] }, @@ -21725,12 +21687,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "c29a9f2f59473089d43a540426630c8fc339d334c80c69421b91cfbb040d4558", + "prepared_review_unit_hash": "34c844677ca08eaf7b761135bab82ad7220c2a3f1d62c166cbc0bb08ad1bceaa", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -21738,7 +21700,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -21747,18 +21709,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `src/transformers/cli/serve.py` and mention `TypeAdapter`, but they address different concrete failures: one is a runtime/type-annotation cleanup in the CLI server, the other specifically handles `TypeAdapter` when `pydantic` is absent. They are related, but not the same underlying change.", - "confidence": 0.91, + "summary": "Two open PRs touch the same CLI serving file, but they appear to fix different annotation-related NameError cases. PR 43842 is a narrow fix for missing `pydantic.TypeAdapter` when pydantic is absent; PR 43656 is a broader typing/annotation cleanup that changes future-annotation handling and other type hints. They should not be treated as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the clearer, narrower fix for the explicit `TypeAdapter`/`pydantic` import problem and has a direct issue target; #43656 appears to be a separate typing/annotation fix in the same file.", + "canonical_pr_reason": "PR 43842 is the better canonical PR because it has the clearest, most specific failure mode and fix: avoid importing `TypeAdapter` at runtime when pydantic is not installed.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the best representative because it directly matches the bug title, has the explicit issue link, and its diff cleanly addresses the runtime `TypeAdapter` NameError path.", + "best_pr_reason": "PR 43842 is the best representative of the cluster because it directly targets a concrete runtime import/annotation failure and is narrowly scoped.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Same file and similar wording, but the diffs point to different fixes: #43656 changes annotations/typing imports, while #43842 specifically imports `TypeAdapter` under `TYPE_CHECKING` to avoid a `pydantic`-related NameError. Not the same underlying bug." + "reason": "Different underlying bugs: 43656 is a broader typing/future-annotations cleanup in `serve.py`, while 43842 specifically fixes runtime `TypeAdapter` resolution when pydantic is missing. Same file, but not the same concrete change or code path." } ] }, @@ -21951,340 +21913,400 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "15a05fca945c7ad22e1671d66fcd6aa06871946dac750bcf08e845906b72c45e", + "prepared_review_unit_hash": "086b30c1969df623fea5bf58453602f00a2f421a3322b3bda7366db6bd99737a", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84499, - "estimated_input_tokens": 21125, - "estimated_eval_tokens": 42506 + "serialized_chars": 84507, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76931, - "estimated_input_tokens": 19233, - "estimated_eval_tokens": 38722 + "serialized_chars": 76940, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is an umbrella of model-by-model output-tracing refactors, mostly not true duplicates across different architectures. The only clear duplicate subgroup is the GPT-J/CodeGen thread, where multiple PRs appear to implement the same concrete decorator migration.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 43979 is the umbrella tracking issue for the standardized output-tracing migration referenced by most PRs in this cluster.", - "canonical_pr_reason": "PR 44722 is the broadest and latest clear representative of the repeated GPT-J/CodeGen output-tracing refactor, with the same issue target and same affected code paths as the earlier GPT-J PRs.", - "best_issue_reason": "43979 is the best global issue anchor because it matches the shared refactor theme across the cluster and is explicitly targeted by many of the PRs.", - "best_pr_reason": "44722 is the best global PR representative because it most clearly captures the shared GPT-J/CodeGen code-path change and overlaps with the other GPT-J-focused PRs.", + "summary": "This cluster is mostly a batch of per-model refactors for standardized output tracing, not true duplicates of one another. The only clear duplicate-like groups are the GPT-Neo variants and the GPT-J/CodeGen variants.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the clearest representative of the repeated GPT-J/CodeGen output-tracing refactor: it touches the same concrete code path as the close GPT-J variants and is the most consolidated version of that change.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest single PR to represent the cluster because it matches the shared standardized-output-tracing change on GPT-J/CodeGen and appears to subsume earlier GPT-J-only iterations.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families (CVT/FNet vs GPT-J); same umbrella issue, but not the same concrete code-path change." + "reason": "Different model families and code paths (FNet/CVT vs GPT-J); only the general refactor theme matches." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models and different implementation paths; too broad to treat as one duplicate change." + "reason": "Unrelated model implementations (FNet/CVT vs DeBERTa); shared umbrella issue is not enough." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors touching the same underlying code path; 44085 looks like a subset of the same migration." + "reason": "Both target the same GPT-J output-tracing refactor in the same code path." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet/regnet-style tracing refactor vs EfficientNet tracing refactor; same theme, different code paths." + "reason": "Different backbones and distinct refactors (RegNet/ResNet vs EfficientNet)." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated model implementations, so these are not the same change." + "reason": "EfficientNet output tracing is unrelated to the GPT-J/CodeGen refactor." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen refactor versus EfficientNet refactor; only the umbrella pattern is shared." + "reason": "Different models and code paths; only the standardized-output-tracing theme overlaps." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated models with separate output-tracing implementations." + "reason": "MobileNetV2 and DeBERTa are separate implementations with separate changes." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen versus MGP-STR; different model code paths." + "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; same theme, different concrete change." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo output-tracing migration in the same model/file family; these look like duplicate implementations of the same change." + "reason": "Both are GPT-Neo output-tracing refactors on the same model/code path." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen versus MPT; different model-specific refactors." + "reason": "GPT-J/CodeGen vs MPT; unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo; similar refactor pattern but not the same change." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet versus GPT-J/CodeGen; same umbrella issue but not the same bug/change." + "reason": "ResNet refactor is separate from the GPT-J/CodeGen change." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different models with different output-tracing code." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated code paths for this refactor." + "reason": "ResNet and GPT-J are different models; not the same bug/change." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo versus ResNet; same pattern, different model implementations." + "reason": "GPT-Neo vs ResNet; only a high-level refactor pattern overlaps." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are separate model implementations, so this is not one duplicate change." + "reason": "ResNet and MPT are separate backbones and changes." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model-specific migrations." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44116", - "accept": false, - "reason": "GPT-Neo versus Flaubert/XLM-style output tracing; different code paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44066", - "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different models; shared theme is too broad." + "reason": "GPT-Neo and GPT-J/CodeGen are different model families." }, { "left": "pull_request:44071", - "right": "pull_request:44722", - "accept": false, - "reason": "MPT versus GPT-J/CodeGen are unrelated concrete implementations." - }, - { - "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different model families." + "reason": "MPT and GPT-J refactors are unrelated concrete changes." }, { - "left": "pull_request:44018", + "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are separate model code paths." + "reason": "GPT-J vs MGP-STR; same theme only, not same code path." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 versus MGP-STR; not the same underlying change." + "reason": "GPT-2 and MGP-STR are unrelated model changes." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT versus Flaubert/XLM; too different to merge as one duplicate PR." + "reason": "ViLT and Flaubert/XLM are separate model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different model implementations." + "reason": "GPT-Neo and MPT are different code paths." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 versus GPT-J/CodeGen; same theme, different concrete change." + "reason": "GPT-2 refactor is separate from GPT-J/CodeGen." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer versus LongT5; unrelated model-specific output tracing." + "reason": "SegFormer and LongT5 are unrelated changes." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "Segformer and GPT-J/CodeGen are different code paths." + "reason": "SegFormer output tracing is separate from GPT-J/CodeGen." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "Segformer and VisualBert are separate model refactors; not one duplicate bug." + "reason": "SegFormer and VisualBERT are different models and code paths." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo versus MPT; different model families." + "reason": "GPT-Neo vs MPT; same refactor theme, different concrete model." }, { "left": "pull_request:44071", "right": "pull_request:44086", "accept": false, - "reason": "MPT and MGP-STR are unrelated model-specific refactors." + "reason": "MPT and MGP-STR are unrelated model-specific changes." }, { - "left": "pull_request:44085", - "right": "pull_request:44086", + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-J versus MGP-STR; only the high-level migration pattern matches." + "reason": "RegNet and VisualBERT are different backbones with different code changes." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT and Flaubert/XLM are unrelated implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-2 versus MPT are different concrete implementations." + "reason": "MPNet and LongT5 are separate model refactors." }, { "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "MPNet versus Flaubert/XLM; not the same underlying code change." + "reason": "MPNet vs Flaubert/XLM; same theme only." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and Segformer are different model implementations." + "reason": "RegNet and SegFormer are different model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated code paths." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet versus MPNet; different code paths." + "reason": "RegNet and MPNet are separate model-specific refactors." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "MPT and SpeechT5 are unrelated model-specific changes." + "reason": "GPT-Neo and GPT-2 are different model implementations." }, { - "left": "pull_request:44074", + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 vs GPT-Neo; not the same underlying change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are unrelated." + }, + { + "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "TextNet versus LongT5; different implementations and output-tracing logic." + "reason": "Flaubert/XLM and LongT5 are distinct models and changes." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet versus Segformer are different model families." + "reason": "RegNet and LongT5 are unrelated refactors." }, { - "left": "pull_request:43996", + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different code paths." + }, + { + "left": "pull_request:44018", "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet and LongT5 are unrelated concrete changes." + "reason": "GPT-Neo and LongT5 are unrelated beyond the shared refactor style." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are unrelated model code paths." + "reason": "SqueezeBert and MPT are different model-specific changes." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and VisualBert are different model-specific refactors." + "reason": "SqueezeBert and VisualBERT are separate implementations." }, { - "left": "pull_request:44010", + "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert versus GPT-Neo; same pattern, different underlying implementation." + "reason": "RegNet and GPT-Neo are unrelated." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa are separate model changes." + "reason": "SqueezeBert and DeBERTa are different model paths." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are not the same concrete bug/change." + "reason": "DeBERTa and TextNet are unrelated code changes." }, { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 appears to be the later, broader version of the same change." + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are separate model refactors." }, { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Both target the GPT-J output-tracing migration in the same code path, so they are plausibly mergeable into one PR." + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are different models." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are different model implementations." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model implementations." + "reason": "GPT-J and SpeechT5 are unrelated changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT and RegNet/ResNet are separate model refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT and SpeechT5 are unrelated." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different model families." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are different concrete refactors." + "reason": "DeBERTa and SpeechT5 do not share the same concrete change." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and ViTS are unrelated model-specific output-tracing changes." + "reason": "DeBERTa and VITS are unrelated model-specific PRs." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", - "accept": false, - "reason": "FocalNet and ImageGPT are different model families; not one duplicate change." + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing change; 44722 is the consolidated version of the same refactor." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same code path." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: 43979 is the recurring umbrella issue, and 44722 is a reasonable canonical GPT-J/CodeGen representative. The soft-edge calls are conservative overall, especially the rejections across different model families, and the accepted GPT-J/GPT-Neo pairs look mergeable as same-bugfix refactors. No obvious evidence overstating the packet." + "feedback": "The summary is grounded in the packet and stays conservative about the cluster: it correctly treats most PRs as model-specific output-tracing refactors and only flags the GPT-Neo and GPT-J/CodeGen lines as duplicate-like. The accepted soft-edge pairs also look mergeable as single bugfix PRs for the same model/code path. I did not see clear evidence of overstatement." }, "evaluator_used": true, "retried": false, @@ -22319,20 +22341,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "21ef6f95071eb7dcb96e2f106d5d1a7631a6bec0286014d16968d0f7437933bd", + "prepared_review_unit_hash": "21f1920737972cca4865828b1075b6817ded57ed2c60a7cd56284dac8c681299", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84499, - "estimated_input_tokens": 21125, - "estimated_eval_tokens": 42506 + "serialized_chars": 84507, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13068, + "serialized_chars": 13067, "estimated_input_tokens": 3267, "estimated_eval_tokens": 6790 }, @@ -22341,42 +22363,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "A loose cluster of independent PRs refactoring standardized output tracing across different model implementations. They share a migration theme, but each touches a distinct code path/model, so they are not duplicates.", - "confidence": 0.9, + "summary": "This cluster is a set of model-specific refactors to the same general output-tracing mechanism, but they touch different code paths and are not duplicates of one another. The PRs span RegNet, SqueezeBert, MPNet, VisualBert, TextNet, and SpeechT5; they are thematically similar, not the same change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44129 is the most representative cluster anchor: it has the clearest explicit issue link, a substantive output-tracing refactor, and the same standardized capture pattern seen in the rest of the cluster.", + "canonical_pr_reason": "If one PR must represent the cluster, 44074 is the most complete example of the standardized output-tracing refactor pattern, with both implementation and tests. But there is no true duplicate PR here; the others are separate model migrations.", "best_issue_reason": null, - "best_pr_reason": "PR #44129 is the best single representative because it is the most fully scoped refactor in the cluster and explicitly targets issue 43979; the others are model-specific variations of the same migration pattern rather than duplicate changes.", + "best_pr_reason": "44074 is the best single PR to anchor the cluster because it is a self-contained refactor with test coverage and clearly demonstrates the pattern. Still, it should not be treated as a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but they modify different model implementations (VisualBert vs TextNet) with different forward signatures and test coverage; this is a shared pattern, not the same concrete change." + "reason": "Both are output-tracing refactors, but they target different models and different implementations. Same theme, not the same concrete change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are separate model code paths; the PRs use the same decorator migration idea but do not fix the same underlying bug or change the same implementation." + "reason": "MPNet and VisualBert are separate model code paths; the shared decorator refactor is broad subsystem similarity, not a duplicate bug or patch." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are model-specific refactors for MPNet and TextNet, not a single mergeable fix for one code-path problem." + "reason": "These are independent migrations for different model files. They could not plausibly be merged as one duplicate fix." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model internals; similar standardized-output cleanup is too broad to treat as a duplicate PR." + "reason": "RegNet and SqueezeBert each implement model-specific output tracing updates; they are related refactors, but not the same underlying change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 each refactor their own forward/output capture logic; they share a theme but not the same concrete bug or code change." + "reason": "SqueezeBert and SpeechT5 touch different architectures and code paths. The common output-capture theme is too broad for duplicate treatment." } ] }, @@ -22456,268 +22478,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "94d90095a7844b87e42c2ac180ce266c8bdb0c0f2ae76d5cec5c735ec644a55e", + "prepared_review_unit_hash": "a4464fd0579b7332d79e7103efc12e69e72d0f12a6e598427299ea5b04c8f104", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40171, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "serialized_chars": 40179, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40171, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "serialized_chars": 40179, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all model-specific output-tracing refactors with the same general theme, but they target different code paths and should not be merged as duplicates. No soft-edge pair looks like the same underlying change.", - "confidence": 0.97, + "summary": "This cluster is a set of separate model-specific PRs that all follow the same output-tracing refactor pattern, but they do not fix the same concrete code path, so they should not be deduplicated together.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44025 is the best cluster representative: it is a broad output-tracing refactor spanning two closely related depth models and is centrally similar to many others, but it is still model-specific rather than the same change as the rest.", + "canonical_pr_reason": "PR 44003 is the best representative anchor: it has the broadest scope among the candidates and most clearly introduces the output-capturing/refactor pattern across related model files.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the strongest single representative of the cluster, but only as a theme exemplar, not as a duplicate of the others.", + "best_pr_reason": "PR 44003 is the strongest single exemplar of the cluster theme because it is more infrastructural and multi-file than the other model-specific refactors.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model implementations and code paths (timm_backbone vs upernet); same refactor pattern only." + "reason": "Different models and files (timm_backbone vs upernet); same refactor theme, but not the same bug/change or mergeable into one PR." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Unrelated model families; both refactor output handling, but not the same bug/change." + "reason": "Different model code paths (timm_backbone vs vision_text_dual_encoder); similar tracing cleanup, but not a duplicate fix." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different architectures and files; no shared concrete fix beyond generic tracing cleanup." + "reason": "Separate model implementations (timm_backbone vs univnet); shared refactor pattern only, no shared underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Distinct model code paths (timm_backbone vs mamba/falcon_mamba); same theme, not duplicate change." + "reason": "Different model families and distinct forward/output paths; too broad to treat as one concrete change." }, { "left": "pull_request:43998", - "right": "pull_request:44029", + "right": "pull_request:44004", "accept": false, - "reason": "Different subsystems and model code; only a common refactor motif." + "reason": "timm_backbone and codegen are unrelated code paths; same refactor concept is not enough to merge them." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "mobilenet_v1 and univnet are unrelated models; not the same underlying change." + "reason": "MobileNetV1 and UnivNet are unrelated model-specific refactors, not the same underlying fix." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Separate model-specific refactors; no shared concrete bug or patch." + "reason": "Different architectures and files; both refactor output tracing, but not the same change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and filenames; both adjust output tracing only." + "reason": "MobileNetV1 and Depth Anything touch unrelated model stacks; no single shared code-path problem." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "mobilenet_v1 vs vision_encoder_decoder are different code paths; not mergeable as one fix." + "reason": "Different encoder/decoder and vision backbone implementations; only the refactor theme matches." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Same generic refactor theme, but distinct encoder-decoder model code." + "reason": "MobileNetV1 vs SpeechEncoderDecoder are distinct model paths; not a duplicate PR." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "vision_text_dual_encoder and univnet are unrelated model implementations; not a duplicate." + "reason": "Vision-text dual encoder and UnivNet are unrelated models; same tracing refactor pattern, but not the same concrete bug/change." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different architectures and files; shared output-tracing cleanup only." + "reason": "Different model subsystems and files; these are separate refactors, not one mergeable fix." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different model code paths; no single underlying bug/change." + "reason": "Vision-text dual encoder and Mamba-family output tracing changes are distinct code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "CodeGen and vision-text dual encoder are unrelated implementations; not duplicate enough for consolidation." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "vision_text_dual_encoder vs depth_anything are distinct models; same refactor pattern only." + "reason": "Different models and output types; the similarity is only at the refactor pattern level." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated targets; not the same concrete change." + "reason": "UnivNet and UperNet are separate model implementations; no shared concrete bug or patch." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and patches; only similar tracing refactor intent." + "reason": "Mamba/Falcon-Mamba output tracing and UnivNet output tracing are unrelated code paths." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Separate model-specific implementations; no shared bug or code path." - }, - { - "left": "pull_request:44002", - "right": "pull_request:44029", - "accept": false, - "reason": "UperNet and RWKV are unrelated code paths; not duplicates." + "reason": "UnivNet and Depth Anything are different models with different forward semantics; not the same change." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model subsystems; same output-tracing theme only." + "reason": "UperNet and Falcon/Mamba-family refactors affect different model code paths; similar cleanup only." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Falcon/Mamba and SuperPoint are unrelated implementations; not the same change." + "reason": "Mamba-family tracing changes and SuperPoint tracing changes are unrelated model-specific refactors." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/Falcon-Mamba vs CodeGen touch different code paths and fixes." + "reason": "Falcon/Mamba and CodeGen are different code paths; the common theme is too broad to duplicate." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "timm_backbone and CodeGen are unrelated models; same broad refactor theme only." + "reason": "Different model implementations with only a shared refactor pattern; not the same underlying fix." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are different subsystems; not a duplicate fix." + "reason": "UnivNet and CodeGen are unrelated models, so this is not a duplicate change." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are different model paths; no shared underlying bug." + "reason": "UperNet and CodeGen have no shared concrete code-path problem." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "DepthAnything and VisionEncoderDecoder are distinct model families; not the same change." + "reason": "Depth Anything and VisionEncoderDecoder are distinct model stacks; same output-tracing motif only." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different code paths and model types; only a similar output-tracing refactor." + "reason": "Depth Anything and SpeechEncoderDecoder are unrelated changes, despite the same refactor style." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "DepthAnything vs SuperPoint are unrelated implementations; not duplicates." + "reason": "Depth Anything and SuperPoint touch different model families and output structures." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different models and files; no single concrete bug or patch." + "reason": "Depth Anything and RWKV are separate model-specific output changes, not one bug." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "DepthAnything and DPR are unrelated code paths; same refactor idea only." + "reason": "Depth Anything and DPR are unrelated forward-path refactors." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are separate model wrappers; not the same underlying fix." + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are similar wrappers but still distinct code paths and changes." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different target models and code paths; only similar tracing refactor work." + "reason": "VisionEncoderDecoder and SuperPoint are different model families; no shared concrete fix." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder vs RWKV are unrelated changes; not mergeable as one PR." + "reason": "Different model implementations and output contracts; not a duplicate PR." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and implementations; no duplicate bug/change." + "reason": "VisionEncoderDecoder and DPR modify different subsystems; only the general refactor pattern matches." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model code paths." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model paths and cannot be merged as one fix." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Distinct models with similar refactor intent only." + "reason": "SpeechEncoderDecoder and RWKV are separate implementations with no shared bug or patch." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR are different subsystems; not duplicates." + "reason": "SpeechEncoderDecoder and DPR are distinct models; similar output refactor is insufficient for duplication." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated implementations; no shared concrete fix." + "reason": "SuperPoint and RWKV are unrelated code paths; not the same underlying change." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model code paths and changes; same generic refactor theme only." + "reason": "SuperPoint and DPR do not share a concrete fix, only a generic refactor style." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are distinct models; not the same underlying change." + "reason": "RWKV and DPR are separate model implementations; no evidence they fix the same bug." } ] }, @@ -22747,12 +22769,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "67d6ce2f23bb9651f05841687104912a0e150208fe01e97e6550ce9a8a04fadc", + "prepared_review_unit_hash": "163e99c360e08893965a10d287a0964e4c96b9d09b90bc7b9d5c1e6dd7ccd975", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6550, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -22760,7 +22782,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6550, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -22769,18 +22791,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated model-implementation PRs with overlapping Transformers registry/docs scaffolding, but they target different models and code paths: PenguinVL vision-language support vs Voxtral TTS support.", + "summary": "Both items are pull requests adding different model implementations: PenguinVL vs Voxtral TTS. They share some boilerplate files from Transformers model integration, but they target different models, code paths, and release scopes, so they are not duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No duplicate PR exists here; if one PR must represent the cluster, #45401 is the more self-contained submission because it has an explicit tracking issue and a narrowly scoped model addition.", + "canonical_pr_reason": "No single canonical PR: these are unrelated model-addition PRs for different architectures and use cases.", "best_issue_reason": null, - "best_pr_reason": "#45401 is the strongest representative for triage because it includes an explicit issue link and a focused implementation for a single model family, making it easier to track independently.", + "best_pr_reason": "PR 45401 is the stronger representative of its own change because it has an explicit issue target and a more focused, model-specific implementation; however, it is still not a duplicate of 44662.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Reject: these are different model additions with distinct architectures and tasks (PenguinVL vs Voxtral TTS). Shared auto-registration/docs files are generic boilerplate and not evidence of the same underlying change." + "reason": "Different models and different functionality: PenguinVL implementation vs Voxtral TTS support. Shared integration files are expected boilerplate and do not indicate the same underlying change." } ] }, @@ -22810,7 +22832,7 @@ "soft_pairs": [ "pull_request:44965|pull_request:46845" ], - "prepared_review_unit_hash": "2af46bc34c061577a311f84d1e913402ddd1c80e3206b97ee376c9c0bbac80f9", + "prepared_review_unit_hash": "f6a5defe977be2c1e320f46f45d27321cb3f39ae94791cc4134f81daf1a760fe", "component_budget": { "node_count": 2, "item_count": 2, @@ -22832,18 +22854,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two open PRs are not duplicates: #44965 is a workflow change to auto-convert PRs to draft, while #46845 tweaks CI branch routing and contains a separate code edit in modeling_utils. The only overlap is that both are exploratory 'try' PRs.", - "confidence": 0.96, + "summary": "These two PRs are not duplicates. PR 44965 changes a workflow to convert PRs to draft, while PR 46845 changes CI branch routing and includes unrelated code/test edits in transformers internals. They do not appear to fix the same underlying problem.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs target different behaviors and code paths, and their shared context is only superficial experimentation.", + "canonical_pr_reason": "PR 46845 is the better cluster representative because its title and diff are more specific and substantive, whereas PR 44965 is a vague workflow experiment with a very different purpose.", "best_issue_reason": null, - "best_pr_reason": "#46845 is the more substantive standalone change, but it still does not duplicate #44965; #44965 is a separate workflow experiment.", + "best_pr_reason": "PR 46845 is the best overall representative of the cluster: it has a clearer change scope and more informative context than PR 44965, which is just a draft/try workflow tweak.", "soft_edge_verdicts": [ { "left": "pull_request:44965", "right": "pull_request:46845", "accept": false, - "reason": "Different underlying changes: one edits PR-drafting workflow behavior, the other changes CI branch selection and includes an unrelated model file edit. They do not fix the same code-path problem and should not be merged as one PR." + "reason": "Different change intents and code paths: 44965 alters a PR-documentation workflow to convert PRs to draft; 46845 adjusts CI caller configuration and touches modeling_utils/test files. They are not the same bug or change and would not plausibly merge into one PR." } ] }, @@ -22873,12 +22895,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "fc1f7d683e4d3877dce302277dc1d304bf6c4329d71ebebb598c20a6f87fc40b", + "prepared_review_unit_hash": "d5c30e2ac99ef9acf4f4caa8924ac452df2a8c38b19bb8cdf8218c0f24879b6d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4406, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -22886,7 +22908,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4406, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -22895,18 +22917,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related thematically (fusion), but they target different layers: one adds a standalone Module Fusion API, while the other implements n-to-1 kernel fusion through KernelConfig and runtime integration. They do not look like the same mergeable change.", - "confidence": 0.91, + "summary": "These PRs are related in theme but not duplicates: #44979 adds a general Module Fusion API, while #45363 wires n-to-1 kernel fusion into KernelConfig/model loading and integrations. They address different code paths and scopes.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45363 is the more concrete, end-user-facing fusion implementation: it spans config, integrations, modeling utilities, and an example, so it best represents the cluster\u2019s actionable work.", + "canonical_pr_reason": "PR #44979 is the broader foundational API change and is the better representative anchor for the fusion work; #45363 is a separate, more specific integration layer built around kernel config.", "best_issue_reason": null, - "best_pr_reason": "PR 45363 is the best representative because it is the broader, more complete feature implementation of fusion in the codebase, not just the API scaffold.", + "best_pr_reason": "PR #44979 is the most central PR in the cluster because it defines the core module-fusion abstraction that later kernel-fusion work can build on.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related topic, but not the same underlying change: 44979 introduces a general Module Fusion API, while 45363 adds KernelConfig-based n-to-1 kernel fusion integration across different files and code paths." + "reason": "They share the fusion concept, but #44979 introduces a standalone module-fusion API while #45363 implements KernelConfig-driven n-to-1 kernel fusion and integration changes; different concrete changes, so not a duplicate." } ] }, @@ -22936,7 +22958,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "d4019b64deef8cd5531b3cdb23e2a537e14304ac19ff28cd3df5490784cc33f0", + "prepared_review_unit_hash": "afb6fc13f25b211b7565f3437cef3a26f257c2def990aa4d569cbd81223c33ab", "component_budget": { "node_count": 2, "item_count": 2, @@ -22958,18 +22980,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same Mistral regex patch bug in the same code path; 45317 is the more complete version because it includes tests and fuller discussion, while 45086 is the earlier minimal fix.", - "confidence": 0.94, + "summary": "Both pull requests target the same AttributeError in `_patch_mistral_regex` / Mistral regex patching path and make the same code change in `tokenization_utils_tokenizers.py`; 45317 is the more complete version because it adds tests and has a clearer fix description.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "45317 is the better canonical PR because it applies the same fix as 45086 but is more complete, with test coverage and clearer validation for the AttributeError case.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same fix as 45086 but also adds test coverage and has the clearer, more specific title.", "best_issue_reason": null, - "best_pr_reason": "45317 is the best PR representative for this bug fix since it targets the same underlying issue and adds tests, making it the stronger and more merge-ready change.", + "best_pr_reason": "PR 45317 is the strongest overall candidate since it appears to be the fuller, more review-ready change for the same underlying bug, with tests included.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in _patch_mistral_regex on the same file and issue target; 45317 looks like a superset of 45086 with tests, so this is a true duplicate-style soft edge." + "reason": "Same underlying bug and same concrete code path; the diffs are effectively the same fix in `tokenization_utils_tokenizers.py`, so these look like duplicate/overlapping PRs that could be merged into one." } ] }, @@ -23001,12 +23023,12 @@ "pull_request:45115|pull_request:45569", "pull_request:45569|pull_request:46565" ], - "prepared_review_unit_hash": "ac70a34bb842b83983cec79100e107d8e1ac384c456ccfff3d2bb40d80157217", + "prepared_review_unit_hash": "07a6e5d61077851e42edb3db08246601a86ec1617e7a8424d4904473884380dc", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 9559, + "serialized_chars": 9557, "estimated_input_tokens": 2390, "estimated_eval_tokens": 5036 }, @@ -23014,7 +23036,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 9559, + "serialized_chars": 9557, "estimated_input_tokens": 2390, "estimated_eval_tokens": 5036 }, @@ -23023,24 +23045,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are Nemotron-related but they address different code paths: a NemotronH inheritance/refactor, a broader NemotronH dense/sparse split, and an unrelated Nemotron 3.5 ASR streaming addition. The shared filenames are from common auto/model registration areas, but the concrete changes are not the same.", - "confidence": 0.95, + "summary": "Two PRs are about Nemotron H architecture work, but they target different changes; the third is a separate Nemotron 3.5 ASR streaming feature. The shared files are mostly auto-registry plumbing, not evidence of the same concrete fix.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the best representative because it is the broadest NemotronH architecture change and includes the model split/refactor that likely subsumes the narrower NemotronH cleanup in #45115.", + "canonical_pr_reason": "No PR in this set is a true duplicate of the others. If forced to pick a representative for the Nemotron H subcluster, #45569 is the broadest model-family change, but it is still distinct from #45115 and unrelated to #46565.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the most central and substantial NemotronH PR in this cluster, touching the core model definition plus the new dense/sparse variants and associated auto/docs/tests.", + "best_pr_reason": "#45569 is the strongest representative of the Nemotron H work because it covers the full model split/refactor and associated docs/tests, but it should not be treated as a duplicate canonical PR for the whole set.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related only by NemotronH refactoring; #45115 is a narrower GraniteMoeHybrid-compatible rename/inheritance cleanup, while #45569 adds the larger dense/sparse architecture split and broader model integration. They are not the same concrete change." + "reason": "Same model family, but different scope: #45115 is a conversion/mapping and inheritance refactor for NemotronH, while #45569 is a broader 'proper Nemotron H and 3 and 2' model split with docs/tests. Shared filenames are mostly registry/model scaffolding, not the same concrete change." }, { "left": "pull_request:45569", "right": "pull_request:46565", "accept": false, - "reason": "Different model families and goals: #45569 targets NemotronH architecture restructuring, while #46565 adds Nemotron 3.5 ASR streaming support. Shared auto-registration files are incidental, not evidence of the same fix/change." + "reason": "Both touch auto/modeling registry files, but they address different products and behavior: Nemotron H model refactoring versus Nemotron 3.5 ASR streaming. This is broad subsystem overlap, not the same fix." } ] }, @@ -23070,7 +23092,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "8c6d6de6c5bacbf22112f03add21da55affcc2819be230870807dcf4e734f2de", + "prepared_review_unit_hash": "45666f1f13d03e05973aa691ad29e6bdf6436753cb12a78438a95ba2014d2f3c", "component_budget": { "node_count": 2, "item_count": 2, @@ -23092,18 +23114,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are closely related feature PRs, but they are not the same change: #45333 adds heterogeneous config support only, while #45332 includes that plus broader heterogeneous modeling/runtime integration. Treat #45332 as the better canonical PR for the overall feature; do not merge them as duplicates.", - "confidence": 0.92, + "summary": "The two PRs are closely related feature work, but they are not duplicates: #45333 is a config-only slice, while #45332 includes both configuration and the broader modeling/runtime integration needed for full heterogeneous model support.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "#45332 is the broader, more complete implementation of heterogeneous model support, covering per-layer config plus modeling/runtime changes. #45333 is a narrower config-only subset.", + "canonical_pr_reason": "#45332 is the better canonical PR because it covers the full heterogeneous-model feature, including per-layer config plus modeling/runtime integration; #45333 is a narrower config-only subset.", "best_issue_reason": null, - "best_pr_reason": "#45332 is the best representative because it spans the full feature area, not just the configuration subpart, and has the more complete code-path coverage.", + "best_pr_reason": "#45332 is the strongest standalone PR since it addresses the complete end-to-end code path, not just the configuration layer.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related but not duplicate: #45333 is config support only, while #45332 adds additional heterogeneous modeling, cache/masking integration, and broader runtime changes. They could be complementary parts of one feature, not the same underlying change." + "reason": "Related but not the same concrete change: #45333 only adds per-layer config support, while #45332 also adds model execution/integration changes across masking, cache, and heterogeneous modeling utilities. They would not cleanly collapse into one PR." } ] }, @@ -23133,7 +23155,7 @@ "soft_pairs": [ "pull_request:45346|pull_request:46818" ], - "prepared_review_unit_hash": "df8791164a4803a37a5cf053df78b70486df21e17299a75f94213fbb60227a7e", + "prepared_review_unit_hash": "7ec9f414728d4d1ec5ecfe4d00101a791f39ef237fabb3f855d37679d168f732", "component_budget": { "node_count": 2, "item_count": 2, @@ -23155,18 +23177,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one PR is a narrow regression-test fix for MoE router logits, while the other is a broad EP/FP8 runtime change across many model and integration files.", - "confidence": 0.98, + "summary": "These two PRs both touch MoE routing, but they fix different problems: one is a test-focused regression check for router logits, the other is a broad EP/DeepGEMM and FP8-scale contract change across many models. They are related in subsystem, not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46818 is the clearer canonical PR because it addresses a concrete runtime contract and FP8 scale-handling bug across the implementation, with substantive code changes rather than only test coverage.", + "canonical_pr_reason": "pull_request:46818 is the better canonical PR because it contains the substantive code-path fix and broader cross-model contract work, while pull_request:45346 is mostly a narrow regression-test addition.", "best_issue_reason": null, - "best_pr_reason": "PR 46818 is the best representative of the cluster: it is the larger, more substantive fix with actual behavior changes across core integration/model code. PR 45346 is a small test-only regression check for a different MoE issue.", + "best_pr_reason": "pull_request:46818 is the strongest representative of the cluster: it fixes a concrete runtime/kernel contract issue with implementation changes across the affected stack, not just a test assertion.", "soft_edge_verdicts": [ { "left": "pull_request:45346", "right": "pull_request:46818", "accept": false, - "reason": "Different underlying bugs and code paths: 45346 targets double-softmax on MoE router logits in tests for Mixtral/Qwen2-MoE, while 46818 changes EP router contract and FP8 scale handling across DeepGEMM and many model implementations. They are not mergeable as one PR." + "reason": "Not the same underlying change. 45346 targets a double-softmax/router_logits regression in Mixtral and Qwen2-MoE tests, while 46818 fixes EP router contract and FP8 scale handling across many models and kernels. They are related but not mergeable into one PR." } ] }, @@ -23196,12 +23218,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "860132e6330f410ce9ce8b241773dcea8361b50c221f2c6eba27503fc0bffbe3", + "prepared_review_unit_hash": "4c906aad28e83f7bda1e8f7a96b0f7bc83d45303145c7ea9edf4fde686f24c3f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -23209,7 +23231,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -23218,18 +23240,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both concern typing work in transformers, but they are different changes: one is a broad mypy/type-check sweep across many files, the other adds typing protocols/aliases and fixes specific modeling_utils/PEFT-related type issues. They overlap in a few touched files, but not the same underlying bug/change.", - "confidence": 0.89, + "summary": "Both artifacts are typing-related PRs in transformers, but they address different changes: PR 45415 is a broad type-checking sweep across many modules and config, while PR 45425 adds specific typing aliases/protocols for modeling_utils/PEFT and a few related helpers. They overlap in theme and a few files, but not in the same underlying fix/change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45415 is the better canonical representative because it is the broader, more explicit typing sweep across `src/transformers/*`, whereas 45425 is a narrower typing refactor centered on `_typing.py` and a few specific integrations.", + "canonical_pr_reason": "PR 45415 is the broader, more central typing effort: it updates type-checking configuration and applies annotations across many core modules, making it the best representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45415 is the strongest single representative of the cluster\u2019s general theme: a repo-wide type-checking cleanup. PR 45425 is useful but more specialized and less representative of the overall change set.", + "best_pr_reason": "PR 45415 is the better cluster representative because it covers the larger cross-cutting type-checking pass; PR 45425 is a narrower typing cleanup focused on specific protocols and aliases.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Reject: both are typing-related, but they target different concrete changes. 45415 is a broad type-check pass across many modules; 45425 introduces shared typing protocols/aliases and fixes specific modeling_utils/PEFT typing issues. Shared files alone are not enough to treat them as the same PR." + "reason": "Do not treat as duplicates: 45415 is a repository-wide type-checking sweep, while 45425 introduces targeted typing protocols/aliases for modeling_utils and PEFT. They share the same broad subsystem but not the same concrete change or bug." } ] }, @@ -23259,7 +23281,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "85e6b667e68b9d5826839b8386d3599a4a660070e28d2adc7a23070c61c78403", + "prepared_review_unit_hash": "988641df1990ade31881bedb165611851a24dd6e35dc9c23d0301801dd9ba012", "component_budget": { "node_count": 2, "item_count": 2, @@ -23281,18 +23303,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related by expert-parallelism but they fix different bugs: one addresses ZeRO-3/accelerate-launch loading and config serialization, the other fixes expert params being overwritten by rank-0 broadcast under FSDP2.", + "summary": "These two PRs both touch EP/loading internals, but they address different bugs and code paths: one is about ZeRO-3/accelerate launch config serialization, the other about FSDP2 expert parameters being overwritten during loading. They should not be collapsed as duplicates.", "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45662 is the better representative of the cluster because it targets a concrete EP/FSDP2 loading overwrite bug with relevant loader and MoE changes; PR 45548 fixes a separate ZeRO-3/accelerate-launch issue and is not the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the more complete and self-contained representative of the EP loading/broadcast corruption class; PR 45548 targets a separate ZeRO-3/accelerate-launch serialization path.", + "best_pr_reason": "PR 45662 is the strongest single PR here: it fixes a specific, user-visible EP correctness bug across the actual loading path. PR 45548 is narrower and addresses a different mechanism, so it is not the best cluster representative if only one must be chosen.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different concrete bugs and code paths: 45548 adds config serialization/has_ep handling for EP + ZeRO-3 loading, while 45662 prevents expert parameters from being overwritten via post-shard wrap/rank-0 broadcast under FSDP2. Shared EP theme is not enough to merge them." + "reason": "Different underlying problems: 45548 removes serialized config state and adds an EP flag for DeepSpeed ZeRO-3/accelerate launch loading; 45662 prevents expert parameters from being overwritten during FSDP2 loading and adds DTensor/post-shard handling. Shared EP context and one filename are not enough to treat them as the same fix." } ] }, @@ -23322,7 +23344,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "126f468bbdef5f8db6e3b1cfaa5cf2c207de63a7da6b483afa498ac314c4ec24", + "prepared_review_unit_hash": "7dbd890a6fe9900f010eeb99f5dbf8466028115aa0dff47fb40cfe75ac0a4b84", "component_budget": { "node_count": 2, "item_count": 2, @@ -23344,18 +23366,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same xdist/captured_info logging failure around patched testing debug artifacts, with 45645 expanding the fix to CI log collection as well.", - "confidence": 0.93, + "summary": "Both PRs target the same xdist-safe captured_info logging problem, with #45645 extending the core fix into CI log aggregation. They are closely related and plausibly mergeable as one change.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45645 is the better canonical PR because it covers the core xdist-safe logging fix and also updates the CI workflow to read all worker-specific captured_info files.", + "canonical_pr_reason": "PR #45645 is the more complete fix: it includes the worker-safe output-file change plus workflow updates to collect multiple captured_info artifacts, matching the full bug-fix scope.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45645 is the strongest representative of the cluster: it addresses the underlying captured_info xdist collision and the downstream CI debug-log preservation path. 45639 is the narrower subset.", + "best_pr_reason": "PR #45645 is best suited as the representative because it addresses the core xdist collision and the CI-side log preservation needed for the fix to work end-to-end.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same underlying captured_info/xdist collision in testing debug logs; 45645 is a superset that also adjusts CI collection, so they are plausibly mergeable into one change." + "reason": "Same underlying captured_info/xdist collision fix, and #45645 effectively subsumes #45639 with compatible changes in the same code path and adjacent CI handling." } ] }, @@ -23385,12 +23407,12 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "fb59915220a4c5ab839f25f37a950b4a63f4793b236233b314a543f385f3ca09", + "prepared_review_unit_hash": "48138356ea5ea0417de558255f46a6a0d78e188a2baca0299297b9a63303b21e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7233, + "serialized_chars": 7234, "estimated_input_tokens": 1809, "estimated_eval_tokens": 3874 }, @@ -23398,7 +23420,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7233, + "serialized_chars": 7234, "estimated_input_tokens": 1809, "estimated_eval_tokens": 3874 }, @@ -23407,18 +23429,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate open PRs for different linter/modeling rules in Transformers. They overlap in some model files, but one is about TRF003 (`can_return_tuple` / `return_dict` handling) and the other is about TRF018 weight-initialization behavior, so they are not duplicates.", - "confidence": 0.97, + "summary": "These two PRs are both linter/chore changes in transformers, but they target different rules and different underlying code paths: TRF003 changes model forward signatures/return behavior, while TRF018 changes model weight initialization logic. They are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46259 is the better cluster representative because it has a distinct, well-defined TRF018 scope, broader file impact, and more review activity.", + "canonical_pr_reason": "pull_request:46259 is the better anchor: it is the larger, more discussed PR and represents a concrete TRF018 modeling-rule implementation across many affected models.", "best_issue_reason": null, - "best_pr_reason": "PR 46259 is the strongest representative overall: it is a focused linter-rule change with a clearer standalone purpose and substantial discussion/review.", + "best_pr_reason": "pull_request:46259 is the strongest representative of the cluster because it has broader scope and more activity, even though it is not the same change as the other PR.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different underlying changes: 45720 implements TRF003 by adding `@can_return_tuple` and removing explicit `return_dict` parameters, while 46259 implements TRF018 by changing model weight initialization logic. Shared model files are incidental overlap, not the same fix." + "reason": "Different lint rules and different fixes: one adjusts forward return handling via can_return_tuple, the other rewrites weight initialization behavior. They do not fix the same bug and would not plausibly merge into one PR." } ] }, @@ -23514,7 +23536,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "fc5b8e2420c5cb202f5b220f3ecafb5b87b75e8fce1414c9324c714d4794990b", + "prepared_review_unit_hash": "1e4233ad0485f2ec594560e12a5d804485e1a2d12f305f4ecf3806bacd5a49db", "component_budget": { "node_count": 2, "item_count": 2, @@ -23536,18 +23558,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are both test/CI-adjacent, but they do not appear to fix the same underlying bug or implement the same change. PR 45932 is a mixed model/CI change set, while PR 46100 is a test migration with new kernel/model tests; they are not safe to merge as duplicates.", - "confidence": 0.93, + "summary": "These two pull requests are not duplicates: one is a mixed CI/telemetry and model-config tweak PR, while the other is a test-migration PR adding DDP/kernel test scaffolding. They target different code paths and purposes.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No clear canonical PR for a duplicate cluster; the PRs are unrelated in purpose and should be triaged independently.", "best_issue_reason": null, - "best_pr_reason": "PR 45932 is the more substantial and code-path-changing PR in the cluster; PR 46100 is mostly test migration and does not match 45932\u2019s model/CI changes.", + "best_pr_reason": "PR #46100 is the more coherent, self-contained change set, with a clear test-migration theme and focused file set.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "They are both related to testing, but the diffs and titles point to different work: 45932 changes model code and CI secret wiring, while 46100 adds/migrates tests. Not the same concrete bug or change." + "reason": "Reject: the overlap is only broad test/CI infrastructure. #45932 changes CI secrets plus multiple model implementation/config files, while #46100 adds DDP test config and model test migrations; they do not fix the same concrete bug or merge cleanly into one PR." } ] }, @@ -23577,7 +23599,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "44fe2c2e7cc9397b09085aa123f1e288d0adf3ff749b46eb5519f43b4343e26d", + "prepared_review_unit_hash": "947caf11a96f74d4f4fe699ee22610e5da33f60e38235a223bcdc27668858ec7", "component_budget": { "node_count": 2, "item_count": 2, @@ -23599,18 +23621,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the same distributed/EP area, but they are not duplicates: one is a focused EP + Trainer integration patch, the other is a broad distributed branch-base umbrella PR with many additional subsystem changes. The overlap in a few files is not enough to treat them as the same change.", - "confidence": 0.87, + "summary": "These two PRs share some distributed-files overlap, but they are not the same change: #46126 is a focused EP/Trainer integration feature, while #46269 is a broad distributed branch-base PR spanning many unrelated areas. Not a duplicate pair.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the more focused, concrete change set: it targets EP routing/Trainer integration on top of DistributedConfig. PR #46269 is a broad branch-base PR spanning many unrelated distributed/FSDP/model files, so it is a poorer canonical representative.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best single representative because it has a narrow, well-defined code-path change and is easier to compare against future duplicates. PR #46269 is too broad and umbrella-like to serve as a clean canonical PR.", + "best_pr_reason": "#46126 is the more self-contained, feature-specific PR; #46269 is a wide-ranging base/integration branch with many unrelated edits, so it is not a good canonical representative for a duplicate cluster.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: despite overlapping distributed files, #46269 is a much broader branch-base PR and does not look like the same concrete bug/fix as #46126's EP + Trainer integration work; they would not plausibly merge as one targeted PR." + "reason": "Shared filenames reflect the same subsystem, but the PRs target different scope and likely different changes. #46126 adds EP/Trainer integration; #46269 is a broad distributed branch-base update. Not mergeable as one concrete fix." } ] }, @@ -23676,208 +23698,208 @@ "pull_request:46504|pull_request:46563", "pull_request:46504|pull_request:46716" ], - "prepared_review_unit_hash": "a9e8f773ad4aa28b72f6204e7fca18712c55c87d056b4d93067c81046fa4b620", + "prepared_review_unit_hash": "2ba279f0cd9a159351bc79bd58761fb588b0345edbc05b72f9406f7ff06090dd", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25925, - "estimated_input_tokens": 6482, - "estimated_eval_tokens": 13220 + "serialized_chars": 25909, + "estimated_input_tokens": 6478, + "estimated_eval_tokens": 13212 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25925, - "estimated_input_tokens": 6482, - "estimated_eval_tokens": 13220 + "serialized_chars": 25909, + "estimated_input_tokens": 6478, + "estimated_eval_tokens": 13212 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "False-positive cluster: these are separate workflow maintenance PRs, usually on different workflow files, and even the same-file pairs make different behavioral changes. They are not duplicates of the same underlying bug or change.", - "confidence": 0.97, + "summary": "These PRs are mostly unrelated workflow chore updates. The only strong cluster is the pr-ci-security-gate.yml group, but the individual PRs make different follow-up changes to that workflow rather than duplicating the same fix, so none should be merged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the shared \"chore: update *.yml\" pattern is superficial; the diffs target different workflows and different behavior changes.", + "canonical_pr_reason": "No true canonical duplicate exists here; pull_request:46554 is the closest representative because it makes the most substantive security-gate behavior change, while the others are separate workflow follow-ups or cosmetic edits.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a good global representative because this is not a true duplicate set; each PR modifies a different CI/workflow path or a different aspect of the same file.", + "best_pr_reason": "pull_request:46554 is the best single representative for the cluster because it contains the clearest functional change to CI/security behavior, but it still is not a duplicate of the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and unrelated behavior changes (self-comment CI vs PR security gate)." + "reason": "Different workflows and different changes: stdin handling in self-comment CI vs security checks in pr-ci-security-gate." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files; one updates self-comment CI, the other adjusts PR security gate permissions/approval flow." + "reason": "Unrelated workflow files and different behavior changes; not the same bug or fix." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files with unrelated changes; not the same code path." + "reason": "Different workflow and unrelated change; one updates comment/IO handling, the other edits security-gate metadata/comments." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and different behavior; not a duplicate change." + "reason": "Different workflow files and different concerns; no shared underlying bug." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files; PR comment handling vs build-ci docker image selection." + "reason": "Different workflow files and distinct fixes; no duplicate relationship." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and purposes: SSH runner hardening vs benchmark dispatch trigger." + "reason": "SSH runner hardening vs benchmark dispatch trigger; unrelated workflow behavior." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow files; SSH runner changes are unrelated to anti-slop permissions." + "reason": "Different workflow and different fix scope; not the same underlying change." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and unrelated behavior changes." + "reason": "Unrelated workflows with separate fixes; no duplicate bug/change." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files; SSH runner hardening is unrelated to PR CI security gating." + "reason": "Different workflow files and distinct CI/security changes." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and different CI concerns; not the same underlying change." + "reason": "Unrelated workflow changes; no shared concrete code-path problem." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows: anti-slop permissions vs benchmark_v2 trigger logic." + "reason": "Both are workflow maintenance, but they change different jobs and different behavior." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and unrelated changes." + "reason": "Different workflow files and different edits; not duplicates." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows: anti-slop vs build-ci image selection." + "reason": "Permission tweak in anti-slop vs shell quoting change in build-ci; unrelated." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and unrelated CI/security behavior." + "reason": "Different workflows and unrelated changes; no same bug/fix." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and different functionality." + "reason": "Assign-reviewers checkout ref vs benchmark trigger logic; unrelated changes." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows; reviewer assignment logic is unrelated to build-ci docker image selection." + "reason": "Different workflow files and distinct fixes; no duplicate issue." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and unrelated CI behavior." + "reason": "Separate workflow concerns with no shared underlying bug." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and different trigger logic; not the same change." + "reason": "Benchmark dispatch support vs shell quoting in build-ci; different behavior and code paths." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows: benchmark dispatch vs PR security gate." + "reason": "Different workflows and distinct functional changes; not the same fix." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different code paths: build-ci docker tagging vs PR security gate checks." + "reason": "Build-ci command quoting vs pr-ci security-gate logic; unrelated changes." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and unrelated behavior." + "reason": "Different workflow files and separate concerns; not duplicates." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different fixes: one adds checkout/diff checks, the other changes permissions and approval gating." + "reason": "Same file, but different follow-up changes: 46554 adds file-change checks; 46558 adjusts permissions and approval gating. Separate changes, not one bug." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file, but different changes: one adds security checks, the other documents reusable-workflow safety." + "reason": "46563 only adds explanatory comments around the reusable workflow; it is not the same functional change as 46554." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Same workflow file, but different changes: one adds repo checkout and checks, the other removes inherited secrets." + "reason": "46554 adds security checks; 46716 removes inherited secrets. Related area, but different concrete change." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but different edits to the PR security gate; not the same underlying fix." + "reason": "Both touch the same workflow, but one changes permissions/flow and the other only adds comments; not duplicates." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Same workflow file, but different security-gate changes (permissions/approval vs secrets handling)." + "reason": "Different changes to the same workflow file, but not the same underlying fix." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but different changes: reusable-workflow notes vs secrets inheritance removal." + "reason": "Comment-only clarification vs secret-handling change; different code-path implications." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows and unrelated behavior changes." + "reason": "Unrelated workflow changes; shell quoting in build-ci is not the same as security-gate documentation." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and unrelated behavior changes." + "reason": "Different workflows and different fixes; no duplicate relationship." } ] }, @@ -23907,7 +23929,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "08454cfeb5700f651276ceb7ac32889369763d6b9af8f328f01fa2d45aaa7000", + "prepared_review_unit_hash": "9457daa1303d16f074950aacb32d4f2bf4200366673a83033de743592047f4e8", "component_budget": { "node_count": 2, "item_count": 2, @@ -23929,18 +23951,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in transformers both replace file-open-based source inspection, but they target different code paths and likely should be triaged separately.", - "confidence": 0.93, + "summary": "Two open PRs both replace direct file-source reads, but they target different code paths in different modules: one in import_utils.py and one in modeling_utils.py. They are related by implementation theme, not by the same underlying bug or change, so they should not be deduplicated.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the better representative PR: it fixes a concrete runtime heuristic in `_can_set_attn_implementation`, and it includes tests, making the change easier to validate than the more infrastructure-like import-utils change.", + "canonical_pr_reason": "PR #46207 is the clearer, more self-contained fix: it updates _can_set_attn_implementation in modeling_utils.py and includes tests, making it the better representative of this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the strongest standalone candidate because it addresses a specific bug-prone decision path in model loading/attention configuration and is backed by test coverage.", + "best_pr_reason": "PR #46207 is the strongest standalone candidate because it has a precise title, a concrete behavioral change, and test coverage; PR #46152 is a separate source-handling refactor in a different subsystem.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Do not merge: they only share a broad theme of avoiding `open()` for source inspection. 46152 changes import-utils module path/traversable resolution, while 46207 changes the attention-implementation capability check in modeling_utils. Different files, different code paths, and not the same underlying bug." + "reason": "Both avoid open() on source text, but they fix different mechanisms in different files (_resolve_traversable in import_utils.py vs _can_set_attn_implementation in modeling_utils.py). They are not the same concrete change and would not plausibly be merged as one PR." } ] }, @@ -24033,12 +24055,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "ac90fd3882a4f045c7dbcd1e84f787a8a25a93394d9145dc9fe277f76ffa4c69", + "prepared_review_unit_hash": "d99d301922a23124d58f196ed7583d655036c89bf854806f3c5de7dab81e748f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4850, + "serialized_chars": 4851, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -24046,7 +24068,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4850, + "serialized_chars": 4851, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -24055,18 +24077,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same right-window off-by-one in Moonshine streaming\u2019s sliding window mask; PR 46546 is the broader, more complete fix because it also patches Gemma4 and adds tests.", - "confidence": 0.74, + "summary": "Both PRs implement the same Moonshine streaming sliding-window boundary fix (include the rightmost token with <= instead of <) and point to the same tracking issue. PR #46546 is the more complete version because it also updates the Gemma4 copy and adds tests.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "46546 is the more complete PR: it includes the same Moonshine streaming boundary fix plus a Gemma4 counterpart and test coverage.", + "canonical_pr_reason": "#46546 is the best canonical PR: it covers the same boundary bug in Moonshine streaming, also patches the mirrored Gemma4 implementation, and includes tests.", "best_issue_reason": null, - "best_pr_reason": "46546 is the strongest standalone fix because it covers the same Moonshine bug and also includes the related Gemma4 fix and tests.", + "best_pr_reason": "#46546 is the strongest representative of the fix because it is more complete and test-backed, while #46310 is a narrower subset of the same change.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Both PRs patch the same off-by-one boundary in Moonshine streaming\u2019s right-window mask; 46546 is a superset, but the overlapping change is the same concrete bug." + "reason": "Same underlying bug fix: the right-window mask boundary changes from < to <= in the same code path, and both target issue 46305." } ] }, @@ -24096,40 +24118,40 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "c21f971bfdfd713f6f4436785275dd888f538fe5f04dd91a46d8ace8e76a2d14", + "prepared_review_unit_hash": "bfe4608e28752032ee3d9994e11bb25849b445be9f24d8cd39a37508d10e29ca", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5938, - "estimated_input_tokens": 1485, - "estimated_eval_tokens": 3226 + "serialized_chars": 5996, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5938, - "estimated_input_tokens": 1485, - "estimated_eval_tokens": 3226 + "serialized_chars": 5996, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated pull requests: one adds multimodal support to continuous batching infrastructure, the other adds the HunYuan VL model and its docs/tests. They should not be clustered as duplicates.", + "summary": "The two PRs are unrelated: one adds multimodal support to continuous batching infrastructure, while the other adds the HunYuan VL model, docs, processors, and tests. They do not appear to fix the same code-path problem and should not be merged as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #46417 is the better canonical representative because it is a self-contained model addition with a clear feature boundary, while #46376 is a draft, broad infrastructure change.", "best_issue_reason": null, - "best_pr_reason": "PR 46417 is the more self-contained and mature change, with extensive model/docs/tests work and no draft status; PR 46376 is draft infrastructure work on a different code path.", + "best_pr_reason": "PR #46417 is the best representative of the cluster since it has a concrete, standalone scope and a clear title; #46376 is broader, draft, and about a different subsystem.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different underlying changes and code paths: continuous batching multimodal support vs. a new HunYuan VL model implementation. They would not plausibly be merged into one PR." + "reason": "Different underlying changes: #46376 targets continuous batching multimodal support in generation infrastructure, while #46417 adds a new HunYuan VL model stack and documentation. They touch different code paths and are not plausibly one merged PR." } ] }, @@ -24159,7 +24181,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "c296afdfa4341dbf7d4b41e45bf836769c78f554b748993b99028d5fe7aaf3d1", + "prepared_review_unit_hash": "8c3d7f3bf47189d93f54b6861d13f66b484b238d53eb860ab88ba063b29353a0", "component_budget": { "node_count": 2, "item_count": 2, @@ -24181,18 +24203,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates. #46574 fixes CodeLlama decode behavior that strips real leading spaces, while #46580 fixes DeepSeek-Coder/DeepSeek-LLM checkpoints loading the wrong tokenizer class. Different models, different files, different failure modes.", + "summary": "These two pull requests are unrelated: one fixes CodeLlama decode behavior by moving tokenizer decoder setup, while the other fixes DeepSeek-Coder/DeepSeek-LLM tokenizer-class selection in AutoTokenizer. They should not be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the changes address unrelated tokenizer bugs in different code paths.", + "canonical_pr_reason": "No canonical PR: the two PRs address different bugs in different code paths (CodeLlama decode stripping vs AutoTokenizer checkpoint-class routing).", "best_issue_reason": null, - "best_pr_reason": "No single best PR for a duplicate cluster; #46580 is broader in impact, but it is still not the same underlying bug as #46574.", + "best_pr_reason": "No single best PR for the cluster because the items are not duplicates and do not represent the same change.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different problems: one changes decode stripping in CodeLlama, the other changes tokenizer-class selection for specific DeepSeek checkpoints. They would not plausibly merge into one fix." + "reason": "Different underlying problems: PR 46574 fixes CodeLlama decoding of real leading spaces, while PR 46580 fixes incorrect tokenizer-class loading for specific DeepSeek checkpoints. They touch separate subsystems and would not plausibly be merged as one PR." } ] }, @@ -24222,12 +24244,12 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "05e23d42e3f13fe7a9ad0e80facbfd62c32f6b518825e3550a34ab4b4140bf5c", + "prepared_review_unit_hash": "370866d0d5fe2b99e8381b5812337b550cad9b09b044f660d68867d6b5ef9ad0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5495, + "serialized_chars": 5496, "estimated_input_tokens": 1374, "estimated_eval_tokens": 3004 }, @@ -24235,7 +24257,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5495, + "serialized_chars": 5496, "estimated_input_tokens": 1374, "estimated_eval_tokens": 3004 }, @@ -24244,18 +24266,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two Mistral-related PRs with overlapping files but different changes: one refactors MistralConverter into the integrations package, the other adds tekken tokenizer detection/conversion/save utilities. They are related but not duplicates.", - "confidence": 0.92, + "summary": "Two Mistral-related PRs touch many of the same files, but they are different changes: one is a refactor/move of `MistralConverter`, the other adds tekken tokenizer detection, conversion, and save utilities. They are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46604 is the broader, more user-facing change and is the better representative of the Mistral tokenizer work in this cluster.", + "canonical_pr_reason": "PR 46604 is the more substantive change set: it adds new tokenizer behavior and utilities, while 46603 is mainly a code move/refactor for the existing Mistral converter.", "best_issue_reason": null, - "best_pr_reason": "PR #46604 is the most substantial standalone PR here; PR #46603 is mainly an internal refactor/move of the converter class.", + "best_pr_reason": "PR 46604 is the best representative of the cluster because it delivers the concrete functional change; 46603 is a supporting structural refactor rather than the main feature work.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Both touch the Mistral tokenizer stack, but one moves MistralConverter and the other adds tekken detection/conversion/save support. Different concrete changes, not the same underlying fix." + "reason": "Reject: 46603 moves `MistralConverter` into the integrations package, while 46604 adds tekken tokenizer detection/conversion/save utilities. Same subsystem and shared files, but not the same underlying fix or a single mergeable PR." } ] }, @@ -24289,12 +24311,12 @@ "pull_request:46741|pull_request:46773", "pull_request:46741|pull_request:46831" ], - "prepared_review_unit_hash": "833984eb7a4c3bc8aae12436fc4d4ed4336badd55b0814a11922f9bdb6562f8c", + "prepared_review_unit_hash": "77dac00a37c7e4e121f340e2b874a3ef41e3a21ce38fe752d8c1ac06bec7304c", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 10051, + "serialized_chars": 10050, "estimated_input_tokens": 2513, "estimated_eval_tokens": 5282 }, @@ -24302,7 +24324,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 10051, + "serialized_chars": 10050, "estimated_input_tokens": 2513, "estimated_eval_tokens": 5282 }, @@ -24311,30 +24333,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four distinct pull requests fixing different model/runtime bugs: Mamba2/Zamba2/Nemotron-H cached decoding, linear-attention padding masking, QuantizedCache on hybrid models, and Qwen3.5/Qwen3-Next CPU offload generation. They are related only at a high level (model inference correctness) and should not be deduplicated.", - "confidence": 0.94, + "summary": "These are four separate PRs touching neighboring model/runtime areas, but they fix different bugs: chunked-prefill/speculative decoding in Mamba2-style mixers, a padding-mask condition bug in linear-attention models, QuantizedCache layer construction for hybrid SSM+attention models, and CPU offload hook handling for Qwen3.5/Qwen3-Next. The shared theme is cache/offload/linear-attention infrastructure, not the same underlying change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46773 is the clearest representative if one PR must anchor the cluster: it has a well-scoped bug title, a direct code-path fix, and broad but coherent model coverage.", + "canonical_pr_reason": "No true duplicate PR stands out. If one canonical PR must be chosen for the cluster, PR 46741 is the broadest cache-related fix and the earliest of the set, but it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR 46773 is the strongest standalone candidate for triage because it describes a single concrete failure mode and the patch directly addresses the masking logic without relying on a broad umbrella issue.", + "best_pr_reason": "PR 46741 is the most central representative only in the loose sense that it addresses cache-dependent decoding logic in a core model implementation; however, it should not be used to subsume the others because their bugs and code paths are distinct.", "soft_edge_verdicts": [ { "left": "pull_request:46741", "right": "pull_request:46781", "accept": false, - "reason": "Different bugs and code paths: 46741 fixes cached speculative/chunked decoding in Mamba2-style mixers, while 46781 fixes QuantizedCache construction for hybrid layer types." + "reason": "46741 fixes single-step cached decoding in Mamba2/Zamba2/Nemotron-H paths, while 46781 changes QuantizedCache construction for hybrid layer types. Different failure modes and different code paths." }, { "left": "pull_request:46741", "right": "pull_request:46773", "accept": false, - "reason": "Both concern inference internals, but one targets cached mixer decoding and the other fixes padding-mask application across linear-attention models; the underlying defect is different." + "reason": "46741 is about chunked-prefill/speculative decoding state handling; 46773 fixes padding-mask application when batch size is 1 in linear-attention models. Same broad subsystem, but not the same bug." }, { "left": "pull_request:46741", "right": "pull_request:46831", "accept": false, - "reason": "Unrelated model families and failures: Nemotron-H/Zamba2 cached decoding versus Qwen3.5/Qwen3-Next offload hook handling." + "reason": "46741 updates cached mixer logic for specific model families; 46831 adds hook handling to prevent garbage generation under device_map CPU offload in Qwen3.5/Qwen3-Next. These are unrelated runtime issues." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index fe672c66bebd47191dd240ce8332643386ffc407..01926658438dffbbcee22ed1481a8a0dbd6856dc 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260624t000023z", + "analysis_id": "hybrid-model-20260624t060017z", "archived_artifacts": { - "hybrid": "snapshots/20260624T000023Z/analysis-runs/hybrid-model-20260624t000023z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260624T000023Z/analysis-runs/hybrid-model-20260624t000023z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260624T060017Z/analysis-runs/hybrid-model-20260624t060017z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260624T060017Z/analysis-runs/hybrid-model-20260624t060017z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": 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closing_reference, shared_issue_target, soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-41211-3", + "issue_number": 41211, + "reason": "Issue #41211 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 6 discussion comments plus 6 inbound references.", + "score": 148.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260624T060017Z/analysis-runs/hybrid-model-20260624t060017z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260624T060017Z/analysis-runs/hybrid-model-20260624t060017z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..ecd23acd2835ef5cdef6515017a741155400d165 --- /dev/null +++ b/snapshots/20260624T060017Z/analysis-runs/hybrid-model-20260624t060017z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,24371 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260624T060017Z", + "generated_at": "2026-06-24T06:06:44Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46304", + "issue:46468", + "issue:46515", + "issue:46661" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44918|issue:46165", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:46165|issue:46468", + "issue:44560|issue:46165", + "issue:43596|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:44841|issue:46661", + "issue:24643|issue:30277", + "issue:34928|issue:44805", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:44292|issue:45237", + "issue:45874|issue:46294", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:45800|issue:46515", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:46468", + "issue:43716|issue:45685", + "issue:44292|issue:44918", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:44918|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805", + "issue:45800|issue:46304" + ], + "prepared_review_unit_hash": "cda94d2d1368e378fd9a816d1dd9a8e98f64ad9207502be9e606e064c9a1d205", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46599, + "estimated_input_tokens": 11650, + "estimated_eval_tokens": 23556 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated model/runtime/docs issues. Only a few soft edges look like true duplicates: the ZeRO-3/BERT index-out-of-bounds reports, the Qwen3.5 MoE rotary embedding/CPU-offload reports, and the torch 2.4.1 compatibility reports.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 43638 is the best canonical issue because it is one of the clearest true duplicates in the cluster, matching 43596 on the same DeepSpeed ZeRO-3/BERT index-out-of-bounds failure.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43638 is the strongest representative of the only clear issue-duplicate family here; most other items are just superficial text similarity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 bugs: missing config attribute vs streaming chat/completions failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated failures: GPT-OSS AMD GPU error vs MPS histogram-not-implemented error." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model-specific runtime paths: Mistral dtype mismatch vs GPT-OSS AMD GPU issue." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch is a different bug from the GPT-OSS AMD GPU failure." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different models and failure modes: GPT-OSS AMD GPU issue vs Nemotron example breakage." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different concrete bugs; only broad MoE/GPU similarity." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch vs ONNX export error are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export bug vs Qwen3MoE FP8 failure; different code paths." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export issue vs cuda assert during device mapping are not the same bug." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash vs outdated RAG docs; different issues." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanups, but they target different stale references/pages." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Export failure vs GenerationMixin import error; different problems." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL embedding unpacking bug vs training-resume/trust_remote_code issue are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask shape mismatch vs device_map auto device mismatch are different failures." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexError-style reports, but the model/setup and root cause differ." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 BERT loading bug vs resume/trust_remote_code issue are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same surface error class, but different failure paths and models." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask/tensor shape mismatch vs video template/token mismatch are different bugs." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different issues: indexing/mask shape bug vs only-TP-not-working MoE bug." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Training resume with remote code vs broken Nemotron example; unrelated." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video chat template mismatch vs model-training resume issue are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different failures with only superficial mention of loading/training." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset bug vs ONNX export bug are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but the collective mismatch and ZeRO-3 BERT index error are different root causes." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3/BERT index-out-of-bounds loading bug." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger cross_entropy call vs GPT-OSS TP routing issue are different code-path problems." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization regression vs LoRA merge/save mismatch are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen NVFP4 runtime error vs LoRA merge/save mismatch are different bugs." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure vs remote-code model_class/config_class error are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both mention DeepSpeed, but the underlying errors are different." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP tensor recomputation bug vs mask shape mismatch are different issues." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3.5 MoE rotary-embedding / CPU-offload materialization bug." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 BERT loading bug vs GPT-OSS TP issue are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Checkpointing/FSDP mismatch vs CustomTrainer compute_loss signature change are different problems." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and failure modes." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral dtype mismatch vs GraniteMoEHybrid invalid method are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime failures with only broad Qwen/GPT-OSS similarity." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Reverse-embedding lookup issue vs video token/template mismatch are different bugs." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 vLLM config attribute error vs Mistral regex patch crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map forward mismatch vs expensive reverse embedding lookup are different issues." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both report the same torch 2.4.1 compatibility regression family." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 incompatibility vs Qwen-3 NVFP4 runtime error are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Checkpointing/FSDP bug vs cuda assert on Qwen3 device mapping are different failures." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch vs GPT-OSS TP routing issue are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing error vs multimodal dtype mismatch are different code paths." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Autocast dtype mismatch vs NVFP4 runtime error are not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral dtype mismatch vs Nemotron example breakage are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Dtype mismatch on Mistral vs MPS int histogram error are different issues." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen NVFP4 runtime error vs TRL SFT embedding unpacking bug are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid method vs MPS histogram-not-implemented are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific runtime errors." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL trainer embedding issue vs GPT-OSS TP issue are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross-entropy bug vs TRL SFT embedding unpacking bug are different." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but the model/setup and failure point differ." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions from v5 removals, but they touch different removed topics." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch vs MPS histogram int error are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL SFT issue vs MPS histogram error are different bugs." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger cross_entropy call vs autocast dtype mismatch are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Distributed collectives mismatch vs CustomTrainer API break are different issues." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpointing/FSDP bug vs GenerationMixin import error are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS AMD GPU runtime issue vs outdated RAG docs are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger cross_entropy bug vs mask shape mismatch are different problems." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are compatibility regressions, but they involve different releases and failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative overall. The accepted duplicate edges are plausible from the issue titles/body themes: 43596/43638, 45859/45902, and 45800/46515. The many rejections also read conservative rather than overstated. Minor caution: 45800/46515 is the least certain of the accepted pairs, so phrase it as a likely duplicate family rather than a proven one if you restate the result." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 2, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772" + ], + "soft_pairs": [ + "issue:43866|issue:46402", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:43975|issue:46015", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43872|issue:46304", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:43596|issue:45800", + "issue:45362|issue:45464", + "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:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43296|issue:43366" + ], + "prepared_review_unit_hash": "35a6cbfd36ff399ba0054a3da8a21150adf4548a777ba1b128a2e99934c04031", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38901, + "estimated_input_tokens": 9726, + "estimated_eval_tokens": 19708 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; nearly all soft edges are false positives. The only clear duplicate-like pair is the AutoTokenizer v5 token-ID regression between 45812 and 45920.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45920 is the strongest representative: it describes a broad v5 AutoTokenizer regression across multiple model families, and it directly subsumes the narrower Granite-only report in 45812.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best global issue candidate because it captures the widest impact, has inbound references, and matches the only strong duplicate pair in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failure modes: corrupted Ovis2 checkpoint vs. NemotronH text-encoder weight loading." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Both are load/runtime regressions, but one is a PaddleOCR-VL/vLLM loading failure and the other is a USE_DISTRIBUTED=0 compatibility break." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both involve DeepSpeed ZeRO-3, but the model targets and error contexts differ enough to look like separate bugs." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 config attr error with vLLM and Qwen3 auto-device-map cuda assert are unrelated concrete failures." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "These are both documentation issues, but they refer to different docs and different outdated text." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the USE_DISTRIBUTED=0 compatibility issue." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different subsystems and symptoms: AMD GPU model support vs. table-question-answering crash." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy dispatch and Qwen3-vl video StopIteration are different code paths." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "One is a device-map forward mismatch; the other is a video/chat-template feature-token mismatch." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization regression and outdated RAG examples are unrelated issues." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 device-mismatch are separate model-specific bugs." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and DiffusionGemma NVFP4 compatibility are not the same problem." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to RAG documentation drift." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Broad remote_code breakage and USE_DISTRIBUTED=0 support regression are different compatibility problems." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying bug: a v5 AutoTokenizer regression producing wrong token IDs across model families; 45920 is the broader report." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params constructor breakage is unrelated to the distributed-build regression." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption and NemotronH loading failure are different model-specific issues." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error is unrelated to outdated RAG examples." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window-related behavior, but the models and concrete failures differ." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index errors under different Bert/ZeRO-3 scenarios, but the symptoms and contexts are not clearly the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading/runtime failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash loading in tests and Ovis2 checkpoint corruption are different issues." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are separate compatibility breaks." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table-question-answering crash do not share the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper cannot-run issue is unrelated to the PretrainedConfig/pydantic regression." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both mention compatibility, but one is a ZeRO-3/Bert index error and the other is a Torch/transformers version mismatch." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 chat-related failures, but one is a crash and the other is a streaming inference API failure." + }, + { + "left": "issue:45685", + "right": "issue:46304", + "accept": false, + "reason": "MoE histogram_mps on MPS and USE_DISTRIBUTED=0 compatibility are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import failure and Gemma3 sliding_window_pattern error are distinct import/config regressions." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Both are MoE/runtime problems, but Mixtral grouped_mm tracing and MPS histogram support are different code paths." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different runtime bugs." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and template-node compilation error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 lm_head tying bug and Ovis2 checkpoint corruption are different model issues." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index errors, but one is a mask-shape mismatch and the other is a ZeRO-3 loading failure for Gemma3." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn2 fallback logic and remote-code config_class handling are different failures." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing StableLmConfig pad_token_idx and PretrainedConfig pydantic regression are not the same bug." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility and Gemma4 device mismatch are separate issues." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated model-support requests/failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the soft edges. The only accepted duplicate-like pair, 45812 \u2194 45920, is supported by the titles and inbound-reference pattern, and the broader/narrower relationship is reasonable. No mergeability issues apply here since this is an issue-clustering task, not a PR pair." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 3, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44589", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463", + "issue:46489", + "issue:46491", + "issue:46640", + "issue:46661" + ], + "soft_pairs": [ + "issue:44387|issue:45005", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:44479|issue:46294", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:40990|issue:44960", + "issue:43645|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:44492|issue:44512", + "issue:45183|issue:46463", + "issue:44918|issue:45507", + "issue:46489|issue:46491", + "issue:43975|issue:44292", + "issue:44292|issue:45507" + ], + "prepared_review_unit_hash": "dc342e8c5b651a60f8b77682183feafc93e0952d0f2653ed090490dc97841db5", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37147, + "estimated_input_tokens": 9287, + "estimated_eval_tokens": 18830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous bug reports; only a few pairs look like true duplicates: Siglip2 bad-output reports, Qwen video token/feature mismatch, remote-code custom-module resolution, and shared input-validation error-message bugs.", + "confidence": 0.74, + "canonical_issue_reason": "Issue #45005 is the broadest hub-like report in the set and the strongest single anchor for triage around v5 weight-tying regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45183 is the most generally framed, actionable bug report: a model-agnostic validation logic problem that cleanly explains its narrower T5-specific counterpart.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Both mention v5 regressions, but one is int4/OOM behavior and the other is tied weights in translation models; different failures and likely different fixes." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are shape-related errors, but the first is a generic mask/index mismatch while the second is a TRL SFT trainer unpacking failure on Qwen3.5 embeddings." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different models and code paths: grouped_mm tracing failure in Mixtral versus tensor-parallel behavior in GPT-OSS MoE." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to a Qwen3.5 chat/completions streaming failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support and streaming API failure are different problems, even if both involve gpt-oss/Qwen-family work." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "One is an init_empty_weights signature regression, the other is a PretrainedConfig/pydantic field breakage; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is a different code path from the PretrainedConfig field regression." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing and missing Float8 storage are unrelated failures." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Image-preprocessor dtype mismatch is a different multimodal issue from Qwen3.5 video token/feature count mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model breakage and torch-version incompatibility are too broad and point to different root causes." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but the mask-shape mismatch and the DeepSpeed ZeRO-3 zero-size index error are distinct." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both report incorrect/nonsensical Siglip2 outputs in downstream use; this looks like the same underlying Siglip2 implementation issue." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen3.5/Qwen video-input regression where video features and video tokens do not line up." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping and uninitialized rotary embedding state are different multimodal/model-init bugs." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issues and a remote-code config_class AttributeError are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "The first is an image dtype mismatch; the second is a TRL SFT trainer embedding unpacking failure." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight handling and Qwen3.5 SFT mask mismatch are different failure modes." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on GPT-OSS and a GLM5 issue do not appear to share the same code path." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model initialization in Jupyter is unrelated to the flash-attn2 fallback gating problem." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to trust_remote_code/custom-module resolution caching causing the wrong module to be reused or loaded." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but the affected models and symptoms are different enough that this is not clearly one bug." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config loading and flash-attn2 fallback blocking are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crashes are not the same as tied-weight regressions." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is a different issue from tied-weight handling." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer/ReLU discussion and a docs typo are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and tied weights in translation models are different problems." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo is just documentation-level noise, not the removed run-command issue." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Both are the same validation/XOR logic bug producing wrong error messages; 46463 is the T5-specific instance of the broader issue." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoEHybrid invalid-method calls are different failures." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different round-trip behaviors." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek-Coder detokenization and Qwen-3-8B-NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen NVFP4 runtime errors and GraniteMoEHybrid invalid-method calls do not share the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are stated conservatively enough. The broad/narrow relationships for 45183\u219446463 and the duplicate-like video, Siglip2, and remote-code pairs are all supported by the titles and descriptions. No pair appears overclaimed into an obvious non-duplicate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 4, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:46489" + ], + "soft_pairs": [ + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43872|issue:44589", + "issue:43828|issue:44928", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:43054|issue:43493", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:24643|issue:28530", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:43881|issue:43883", + "issue:43782|issue:44960", + "issue:45685|issue:45823", + "issue:45020|issue:45823", + "issue:45081|issue:45399", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:42491|issue:44368", + "issue:45020|issue:45356" + ], + "prepared_review_unit_hash": "2cdd92900ce9c63f64212e87d6c7a5a46b9e5cadeeda6543a0ba61f323ec8fe5", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38205, + "estimated_input_tokens": 9552, + "estimated_eval_tokens": 19360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose similarity cluster around Transformers regressions, but the only clear duplicate set is the non-persistent buffer corruption/junk issue. Most other pairs are broad subsystem overlaps or model-family similarity without the same concrete bug.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43950 is the clearest, most specific report of the non-persistent-buffer regression in Transformers 5.x and best captures the underlying bug that the close variants describe.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the strongest representative issue: it names the regression directly, is concrete about the failure mode, and matches the accepted duplicate variants most closely.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: non-persistent buffers being filled/corrupted with junk in Transformers 5.x." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs/example mismatch and quantization failure while the other is a model quality complaint." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same bug: from_pretrained mishandles non-persistent buffers and can corrupt them with junk values." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different failures: custom trainer loss signature vs Gemma3 loading under DeepSpeed ZeRO-3." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/storage incompatibilities with different error paths." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different model/runtime issues: autocast dtype mismatch vs Qwen3.5 3D position_ids/SDPA gradient instability." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Related tokenizer regression space, but not the same concrete bug; 46489 is a specific DeepSeek-Coder v1 gap while 45920 is a broader multi-model token-id regression." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "One is a SigLIP2 embedding-quality complaint, the other is a tokenizer-version behavior change; no clear same bug path." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both concern SigLIP2 output quality, but the symptoms differ too much to treat as the same bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same root regression class: non-persistent buffer materialization/initialization ends up with uninitialized junk values." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different model-loading problems with unrelated code paths." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3-related issues: Flash Attention packed-sequence crash vs CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are about SigLIP2, but one reports worse embeddings and the other claims HF/JAX discrepancy; insufficiently concrete to merge as duplicates." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different training/memory issues: ineffective gradient checkpointing vs int4 quantization OOM." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different model internals and failure modes: Gemma-4 FSDP2 KeyError vs uninitialized rotary-buffer memory." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading errors for different models." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic load/noise issue vs a specific model loading failure; not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Different areas entirely: tokenizer detokenization vs flash_attn import on Python 3.13." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both involve loading, but one is about noisy logs and the other is a concrete model load failure." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Training error with DeepSpeed vs early-stopping metric lookup failure; unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different memory-related but distinct issues: LoRA checkpointing vs Qwen3 MoE training memory inefficiency." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote code, but one is missing fields in AutoConfig output and the other is a broader breakage claim; not enough evidence they are the same bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model/config loading failures under different parallelism/quantization setups." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attn2 fallback gating; unrelated code paths." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import/export of a model class vs bitsandbytes Int8Params constructor mismatch." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model-specific loading errors." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and failure modes." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram limitation vs Gemma4 device placement mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote-code regression vs Gemma4 device_map issue; not the same underlying bug." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash vs flash-attn2 fallback gating; unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping edge case vs broad remote-code regression; no concrete shared bug." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different runtime problems and model paths." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA model compatibility regression vs a tie-word-embeddings warning during fine-tuning; not the same issue." + }, + { + "left": "issue:44991", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and different failure mechanisms." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only potential duplicate cluster it elevates is the non-persistent-buffer/junk regression, which is well supported by the titles. The other accepted/denied soft-edge calls are framed cautiously and do not overclaim duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 5, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45902", + "issue:45923", + "issue:46315", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46661" + ], + "soft_pairs": [ + "issue:45715|issue:46315", + "issue:45488|issue:46489", + "issue:43827|issue:44509", + "issue:45759|issue:46661", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43404|issue:43950", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:41553|issue:44991", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43854|issue:44863", + "issue:43940|issue:45313", + "issue:41553|issue:44488", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:43366|issue:43828", + "issue:43596|issue:46515", + "issue:43366|issue:43531", + "issue:45325|issue:45902", + "issue:43638|issue:46515", + "issue:45663|issue:45823" + ], + "prepared_review_unit_hash": "c391a1e64e4205143690fb93321ecf218f1b12c1cf57931d74a1427cdca52395", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36634, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous and does not have one clear canonical artifact overall. A few soft pairs are genuine duplicates (docs pipeline removals, the bitsandbytes/_is_hf_initialized constructor bug, and the Whisper fbank issue), but most pairs are related only at a broad subsystem level and should remain separate.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue for the whole cluster: the items split into several unrelated bug families (tokenizers, DeepSpeed, multimodal, docs, Whisper, etc.). If a subcluster must be prioritized, the clearest duplicate pair is the bitsandbytes/_is_hf_initialized incompatibility (43872/44291).", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "Issue 43872 is the best standalone representative among the accepted duplicates because it states a concrete, reproducible compatibility failure with a precise error and root cause, making it the cleanest canonical for its subcluster.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but one is convert_ids_to_tokens and the other is convert_tokens_to_ids; different code paths and not the same concrete bug." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both involve tokenizer regressions in v5, but they target different model families and describe different failure modes; too broad to merge as one bug." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same docs regression: removed pipeline tasks are still referenced after the v5 pipeline removals." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both are model-loading issues, but one is a composite config unwrap problem and the other is a remote-code config_class AttributeError; different concrete failures." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying constructor/signature incompatibility around `_is_hf_initialized` being passed where bitsandbytes/empty-init loading does not accept it." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different bugs: one is Qwen3Moe with FineGrainedFP8Config, the other is a bitsandbytes initialization incompatibility." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "One is a missing weight tying bug in a specific model class; the other is a broad from_pretrained regression on non-persistent buffers." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "45020 is a broad umbrella report about remote_code breakage; 46661 is a specific config_class AttributeError. Related area, but not the same underlying issue." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Likely the same Whisper feature-extraction failure path: one says Whisper-large-v2 cannot run, the other points to `_torch_extract_fbank_features()`." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they affect different models and appear to stem from different regressions." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both mention DeepSpeed, but one is about weight conversion/loading and the other about gradient averaging with GAS; different bugs." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "These are separate training-time errors with different symptoms and likely different causes." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both touch gradient checkpointing, but one is ineffective LoRA checkpointing and the other is a missing supports_gradient_checkpointing flag on a remote-code variant." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading failures, but they refer to different models and different failure points." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are Qwen/DeepSpeed weight-loading issues, but one is Qwen3-Next ZeRO-3 all params missing and the other is Qwen3.5 language_model load failure; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Same broad tokenizer-loading area, but different models and different likely root causes." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different runtime paths: RLHF gradient explosion from position_ids/SDPA behavior versus a flash_attention integration AttributeError on `s_aux=None`." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Both are shape-mismatch IndexErrors, but the reported tensor shapes and contexts differ; not enough evidence they are the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen video regressions, but one is a general v5.3.0 video input regression and the other is a StopIteration in Qwen3-vl-embedding; too different to merge." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different domains: DeepSpeed training weight-shape error versus image segmentation map processing." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different failure modes; only a loose connection to attention/cache issues." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are checkpoint-loading problems, but they concern different architectures and likely separate model conversion issues." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Both involve model support/compatibility, but one is GGUF gpt-oss support and the other is a dtype mismatch under autocast for Phi-tiny-MoE." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "A ZeRO-3/BertModel index error and a torch-version incompatibility report are not the same concrete bug." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen3-MoE-related issues: GGUF architecture support versus sliding_window behavior." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both concern rotary/position handling, but one is a still-image position scaling bug and the other is uninitialized memory after meta-to-empty materialization." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "A training-time ZeRO-3/Bert index error is unrelated to a torch compatibility report." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is a per-layer shared_kv_states rebuild KeyError and the other is a device mismatch in forward; different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The heterogeneous-cluster conclusion is supported by the issue titles, and the accepted soft pairs are narrowly justified rather than overstated. No PR-specific concerns apply because there are no PRs in this cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 6, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45584", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46489", + "issue:46512", + "issue:46515" + ], + "soft_pairs": [ + "issue:43366|issue:44589", + "issue:44155|issue:45584", + "issue:43716|issue:44560", + "issue:43824|issue:43957", + "issue:43950|issue:45834", + "issue:42915|issue:43957", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:44683|issue:46515", + "issue:44560|issue:44918", + "issue:43550|issue:44910", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:43317|issue:44756", + "issue:44661|issue:44805", + "issue:42491|issue:43720", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:46459|issue:46512" + ], + "prepared_review_unit_hash": "6d4b7879accc7da70d2b5613465016d43cc733b88f5f3c308f08bd803fff641c", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37476, + "estimated_input_tokens": 9369, + "estimated_eval_tokens": 18994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of Transformers v5 regression issues around model loading/initialization and tokenizer behavior, not one single duplicate set. Only a few pairs look like true duplicates: the non-persistent buffer regression, the custom model initialization regression, and the SigLIP2 bad-output reports.", + "confidence": 0.69, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster because the topics split across several unrelated v5 regressions. If one representative must be chosen, issue 43950 is the best umbrella because it states the core non-persistent-buffer loading regression clearly and overlaps with the closest duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 is the strongest representative issue: it is explicit about the regression mechanism, generalizes better than the narrower symptom reports, and aligns with the closest duplicate candidates in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: GGUF/gpt-oss support vs a Float8 storage lookup error. Same broad loading space, but not the same bug." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Both involve audio generation, but one is embedding/token leakage across batched tracks and the other is empty-transcription handling after align_special_tokens." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different multimodal failures: image preprocessor dtype mismatch vs Qwen3-VL video StopIteration." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import/export failure for a specific class vs meta-device loading breakage; not the same code-path problem." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to Kosmos2.5 long-ocr index errors." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3 MoE FP8 config failure is a different issue from meta-device loading regressions." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different problems: Qwen3-VL video inference StopIteration vs an MPS histogram op not implemented for Int." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These describe the same Transformers 5.0 custom model initialization breakage, with the notebook report being a narrower manifestation of the general initialization bug." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch compatibility, but one is compiled flex_attention on torch>=2.9 while the other is a torch 2.4.1 incompatibility." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both touch Qwen3.5/VL-related inference, but video StopIteration and SFT embedding unpacking are different failures." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "torch.compile+SDPA crash on Bamba is unrelated to Flash Attention illegal memory access on Qwen3.5 packed-sequence handling." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to GGUF gpt-oss support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import error and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and appear to be distinct code paths/fix gaps." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device mismatch during forward is not the same as a generic torch version incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping lookup bug and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different shape/attention failures in different model paths." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 bad-output problem: one report shows zero probabilities, the other nonsensical outputs through AutoModel/pipeline." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag breakage is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Config strictness on granite_speech and tiny-random glm4v validation are different config-loading issues." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero3 initialization on a non-pretrained Bert model is not the same as the tokenizer-mapping-name bug." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different zero3/Bert initialization bug vs tokenizer mapping failure." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "device_map auto dequantized-model offload failure and Strix Halo mmap OOM are separate loading/resource issues." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping-name handling and mask/tensor shape mismatch are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3 MoE hf4.x vs hf5.x LoRA compatibility is different from BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same SigLIP2 family, but one is bad probabilities on a model and the other is documentation example errors plus quantization failure." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Both report the same non-persistent-buffer junk regression in Transformers 5.x, just with slightly different wording and scope." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Qwen3Moe FP8 config failure are different failures." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to mmap/OOM on Strix Halo." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility and Gemma4 resize_token_embeddings behavior are distinct bugs." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both say a model cannot load, but they reference different models and do not clearly share the same root cause." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention generation problems are different model-specific issues." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "dtype handling while loading composite checkpoints is different from from_config(dtype=...) leaving config.dtype stale." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it characterizes the cluster as mostly heterogeneous, and the only accepted soft pairs are the ones that look plausibly duplicate based on the issue titles. No obvious overstatement beyond the evidence provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 7, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:46050", + "issue:46468", + "issue:46829", + "issue:46846" + ], + "soft_pairs": [ + "issue:44863|issue:46846", + "issue:45507|issue:46468", + "issue:45313|issue:45357", + "issue:44488|issue:44991", + "issue:43856|issue:43873", + "issue:43644|issue:43645", + "issue:43856|issue:44387", + "issue:39692|issue:43994", + "issue:42491|issue:45292", + "issue:43257|issue:43854", + "issue:43708|issue:44075", + "issue:43854|issue:43931", + "issue:42491|issue:45335", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:43425|issue:43957", + "issue:43873|issue:44387", + "issue:44079|issue:46829", + "issue:41720|issue:44155", + "issue:39692|issue:44960", + "issue:45663|issue:45759", + "issue:42947|issue:45704", + "issue:43404|issue:43454", + "issue:44291|issue:44756" + ], + "prepared_review_unit_hash": "f0b02c5da0e6f82ce3ca5df1b1e70b2a6eb336dd8a6ac6266d39df9d41d08f56", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36533, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly loose semantic similarity across unrelated model-loading, tokenizer, training, and quantization bugs. The clearest overlapping pair among the soft-pairs is the Gemma4/t5gemma `resize_token_embeddings` propagation bug (45276/45335); issue:45292 is also in that same bug family, but the packet does not make it a duplicate of the 42491 pair.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45276 is the best anchor because it states the broader concrete failure: `resize_token_embeddings` not propagating to model-specific embedding/output modules, including both `embed_tokens_per_layer` and `output_embeddings`.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the strongest representative because it captures the shared resize/propagation code path more completely than the narrower follow-up reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "Different model families and different failures: NemotronH checkpoint loading vs Qwen3.5 tensor-parallel planning." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Both are model breakages, but the affected models and root problems are unrelated." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Same broad Qwen3.5 area, but ZeRO-3 weight loading and incorrect save_pretrained keys are different bugs." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizer loading, but for different models and likely different root causes." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "One is training memory efficiency, the other is quantization/offloading behavior; not the same issue." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Different regressions: non-persistent buffers vs custom model initialization in notebooks." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but the concrete failures are training memory usage vs int4 quantization reserved-memory/OOM." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same SigLIP2 family, but one is docs/example mismatch plus quantization failure while the other is nonsensical AutoModel/pipeline output." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "The titles share resize_token_embeddings language, but the first is a LoRA/version-compatibility problem and the second is a direct embedding propagation bug on a different model path." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading paths and models: Qwen3 MoE with accelerate/deepspeed vs GLM-4.7-Flash unit-test loading." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint step math and unused SGD args are separate training bugs." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different load errors: GLM-4.7-Flash unit tests vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "They share some version/model-family context, but the failure modes are different and not the same concrete bug." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 loading versus quantized model save/load breakage are different issues." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a pre-tokenizer override and the other is wrong token ID mapping for Granite." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different products and symptoms: Qwen3.5 chat crash vs Gemma4Processor missing `_tokenizer` in serve." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Serialization `extra_state` handling and `init_empty_weights` constructor-argument handling are distinct bugs." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Both point to the same underlying resize_token_embeddings propagation bug across related Gemma4/t5gemma embedding/output modules." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash-attention crashes, but the root causes are different." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch is unrelated to tokenizer loading failure for a different model." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "One is a torch-version incompatibility, the other is a meta-device loading regression." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both touch quantization/offloading and memory, but not the same code-path problem." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Both concern ModelOutput fields, but one is generic key assignment and the other is a specific model returning the wrong tensor in hidden_states." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and AudioFlamingo3 batched inference leakage are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 example issues and GLM5 loading are unrelated model bugs." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 attention state bug and Qwen multimodal config unwrapping are different failures." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with LoRA is unrelated to T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention untied `lm_head`, but they affect different model families and are not clearly the same underlying fix." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "`init_empty_weights` constructor breakage and mmap OOM on Strix Halo are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The soft-edge verdicts are generally conservative, but the cluster summary overstates exclusivity. In the packet, issue:45292 is also a direct `resize_token_embeddings`/`output_embeddings`-type bug, so saying the 45276/45335 pair is the \u201conly genuinely overlapping pair\u201d is too strong. Please soften that claim to something like \u201cthe clearest overlapping pair among the soft-pairs.\u201d" + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 8, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43828", + "issue:43854", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45685", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46315", + "issue:46326", + "issue:46468", + "issue:46491", + "issue:46665" + ], + "soft_pairs": [ + "issue:44292|issue:44912", + "issue:44387|issue:44756", + "issue:36010|issue:39404", + "issue:45663|issue:45859", + "issue:42947|issue:43381", + "issue:43957|issue:44756", + "issue:44155|issue:45823", + "issue:43335|issue:45663", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:45685|issue:46468", + "issue:44479|issue:44877", + "issue:44164|issue:44756", + "issue:43381|issue:44928", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:42796|issue:46326", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:39404|issue:45701", + "issue:44530|issue:45084", + "issue:43611|issue:43645", + "issue:44683|issue:45823", + "issue:39404|issue:46665", + "issue:43425|issue:45823" + ], + "prepared_review_unit_hash": "3b5ca53d2e52fb86b8b7c8ac15204d832c59282516b13375f86c9d020b750bea", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37566, + "estimated_input_tokens": 9392, + "estimated_eval_tokens": 19040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports across different models/features. The only clear duplicate-like pair is the resize_token_embeddings regression on output embeddings, where the Gemma4-specific report is a broader variant of the generic one. No pull requests are present.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45292 is the cleanest canonical because it states the underlying regression generically: `resize_token_embeddings` not updating `output_embeddings`. issue:45276 looks like a model-specific extension of that same bug, while issue:45335 is a separate decoder.embed_tokens variant.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best overall issue to anchor the resize-token-embedding duplicate set: it is concise, general, and directly names the affected code path. It is better suited than the more model-specific Gemma4 report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization/loading failures, but they affect different models and different quantization paths (NVFP4 vs MXFP4); not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but one is int4 CUDA reserved memory growth and the other is Strix Halo mmap behavior; different root causes." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "An import error for GenerationMixin is unrelated to Whisper pipeline `return_language` behavior." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different model-specific failures: Gemma4 FSDP2 shared_kv_states vs Qwen3.5 MoE rotary embedding CPU offload." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both involve gradient checkpointing, but one is ineffective under PEFT LoRA and the other is forbidden in eval mode; separate issues." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "`torch.device(\"meta\")` loading problems are distinct from the Strix Halo mmap/OOM issue." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched inference leakage is unrelated to Gemma4 device-map mismatch." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "These are different model/config bugs: sparse-layer creation in SwitchTransformers vs Gemma4 FSDP2 attention state rebuild." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and the official Nemotron example breaking are related by model family only, not the same concrete failure." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Both describe the same resize_token_embeddings regression affecting output embeddings; 45276 is a Gemma4-specific manifestation of the broader 45292 bug." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "A missing MPS histogram kernel in MoE code is unrelated to the Nemotron example breakage." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Both are model/config regressions, but one is a video-input path issue and the other is strict-config loading for granite_speech." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/from_pretrained extra_state handling is unrelated to the Strix Halo mmap/OOM workaround." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to RLHF NaN explosions from 3D position_ids / SDPA fallback." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load of custom modules, but one is a permissions propagation bug and the other is wrong-module loading after save_pretrained." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sinkless-model crash is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but BPE-marker handling and `continue_final_message` behavior are different bugs." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash test loading failure and Qwen3.5 save_pretrained regression are separate model/version issues." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings regressions, but one targets output_embeddings and the other decoder.embed_tokens; not clearly the same concrete bug." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to meta-device loading failures." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Out-of-vocab token placement in bert-base-bg and inability to load ScandiBERT are different tokenizer/model-loading issues." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks is not the same as the Trainer resume_from_checkpoint max_steps calculation bug." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom model initialization and extra_state save/load handling are distinct failure modes." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to Strix Halo mmap/OOM behavior." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility is too broad and not the same as a specific autocast dtype mismatch." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer performance regression in convert_tokens_to_ids and CodeLlama leading-space round-trip corruption are different problems." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong Granite token IDs and slow convert_tokens_to_ids are both tokenizer regressions, but not the same bug." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline `return_language` breakage is unrelated to a general tokenization-version change report." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention failure and non-template-node compile TypeError are different code paths." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both mention custom models under Transformers 5.0, but one is base_model_prefix loading and the other is Jupyter notebook initialization." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline `return_language` and `from_pretrained` inside Python classes are different failure scenarios." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility and Gemma4 device mismatch are not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The canonical pair choice around 45276/45292 is supported by the titles and the high similarity score, and the other soft-edge rejections stay cautious rather than overstating duplicates. No PR-pair issues are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 9, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43643", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46821" + ], + "soft_pairs": [ + "issue:43425|issue:43716", + "issue:44589|issue:45084", + "issue:44479|issue:44805", + "issue:43906|issue:44530", + "issue:43901|issue:44509", + "issue:44671|issue:44991", + "issue:43994|issue:44079", + "issue:43425|issue:44918", + "issue:44265|issue:44898", + "issue:36032|issue:43452", + "issue:39404|issue:44912", + "issue:46050|issue:46326", + "issue:44164|issue:45759", + "issue:43906|issue:46326", + "issue:43299|issue:43931", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:44164|issue:46821", + "issue:44488|issue:45081", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:43716|issue:45084", + "issue:36032|issue:42915", + "issue:46285|issue:46402", + "issue:44737|issue:45859", + "issue:44661|issue:44683", + "issue:39404|issue:44671", + "issue:43643|issue:44530" + ], + "prepared_review_unit_hash": "d73fc4abe30b256adfbac9fe92d1bfd7d6ffdf604baaa7a5605c5773c3a6281f", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37097, + "estimated_input_tokens": 9275, + "estimated_eval_tokens": 18806 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft links mostly connect unrelated Transformers regressions that only share broad language like \u201cloading\u201d or \u201ctokenizer.\u201d I would not merge any of the soft pairs.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 44462 is the most generally useful, concrete regression in the set (tokenizer.json handling) and has downstream references, but the cluster overall does not look like a single duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "44462 is the best anchor only if one issue must represent the cluster, because it is specific, reproducible, and broadly impactful compared with the other unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version incompatibility vs. Mistral-3 image preprocessor dtype mismatch; different failure modes and code paths." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup error vs. template compilation error; unrelated bugs." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs. a generic mask-shape IndexError; not the same underlying defect." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of an old issue vs. a Qwen3.5 PagedAttentionCache crash; no concrete overlap." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they concern different pipeline docs and different removed/deprecated behaviors." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Different models and symptoms: CamemBERT MLM predictions vs. loading an EMBEDDIA tokenizer." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Model/pipeline output quality bug vs. ModelOutput key assignment bug; distinct components." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch incompatibility vs. TRL SFT embedding unpacking failure; unrelated paths." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/torch_compilable_check failure vs. Perceiver positional interpolation failure; not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-token conflict vs. gguf_file handling in from_pretrained; different loading problems." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression vs. MXFP4 quantization fallback; unrelated." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load corruption vs. continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling vs. composite Qwen config unwrapping; different serialization/config bugs." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Different reproduction scope and different tokenizer behavior; no common code-path bug." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a MoE regression and the other is a weight-shape mismatch on a specific model; too different to merge." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizers and different parsing layers; not the same underlying tokenizer bug." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "MoE training memory usage vs. Strix Halo mmap OOM workaround; unrelated root causes." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel indexing vs. compiled flex_attention on torch>=2.9; distinct failures." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "save/from_pretrained extra_state issue vs. TimesFM window_size AttributeError; unrelated models and APIs." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading cjvt/sleng-bert vs. Mistral regex patch crash; different tokenizers and bugs." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different affected repos/models and different tokenizer-load failures." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "base_model_prefix loading regression vs. non-persistent buffer junk filling; same release window, different code paths." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both touch tokenizer handling, but one is about ignoring tokenizer.json while the other is a DeepSeek-Coder-specific output regression after a prior fix; not clearly the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs. lm_head weight tying in Mistral3 conditional generation; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch vs. compilation of non-template nodes; no overlap." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer load conflict vs. Qwen3Moe FP8 config failure; different subsystems." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP text-model structure inconsistency vs. Sam3 text encoder weights not loading; different model families and mechanisms." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "CPU arange placement bug in XLNet vs. CPU-offload incompatibility in Qwen3_5 MoE rotary embedding; unrelated fixes." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping name conflict vs. flex_attention compilation failure; not the same defect." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language regression vs. CamemBERT masked-LM prediction regression; no shared bug." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss vs. PagedAttentionCache invalid group type; different components 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": 24, + "review_unit_index": 10, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44206", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46178", + "issue:46326" + ], + "soft_pairs": [ + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:40990|issue:43421", + "issue:43582|issue:43632", + "issue:43644|issue:43646", + "issue:34567|issue:40444", + "issue:43883|issue:44488", + "issue:44811|issue:45584", + "issue:42175|issue:46178", + "issue:44206|issue:44220", + "issue:40444|issue:46326", + "issue:36032|issue:43645", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:44987|issue:44991", + "issue:43262|issue:43377", + "issue:43883|issue:44991", + "issue:43746|issue:46326", + "issue:42915|issue:45084", + "issue:44403|issue:45081", + "issue:44464|issue:45987", + "issue:43646|issue:44534", + "issue:43645|issue:44534", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:43404|issue:44466", + "issue:43994|issue:44610", + "issue:44987|issue:45081", + "issue:44451|issue:45081", + "issue:42915|issue:44291", + "issue:28530|issue:34567", + "issue:36032|issue:43742" + ], + "prepared_review_unit_hash": "99ad8d038da3a1774d5720855e8dd92b55e9d76b31a75dce2b2d90fc93cedde4", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38044, + "estimated_input_tokens": 9511, + "estimated_eval_tokens": 19278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set looks like a loose thematic bucket of mostly unrelated Transformers regressions and model-loading bugs. None of the soft pairs are strong duplicates, so I rejected all of them.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45081 is the most concrete and well-scoped loader/tokenizer failure in the set, with explicit crash text and inbound references, making it the best anchor despite the cluster\u2019s heterogeneity.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative for the whole cluster. If one must be chosen, issue:45081 is the closest because it is specific, reproducible, and clearly bug-shaped.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: torch dynamo grouped_mm tracing in Mixtral versus a tokenizer template-node compilation TypeError." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading regressions, but they involve different models and likely different breakages; not the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different Qwen-family failures with different symptoms and code paths: FP8 config loading versus PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity quality issue on a model/dataset is unrelated to runtime special-token post-processor updates." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator TypeError and the _is_hf_initialized regression are unrelated runtime issues." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is non-persistent buffer serialization and the other is custom model initialization; different bugs." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count tracking and Qwen2.5-VL multi-image iterable dataset failure are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys in Molmo and a model load failure for cjvt/sleng-bert are different issues." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens handling and empty-transcription generation after align_special_tokens are distinct bugs." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "One is about TF not being installed via a torch extra; the other is an unsupported backend name in BACKENDS_MAPPING." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both touch audio feature extraction, but the reported failures are not the same code-path problem." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multi-image Qwen2.5-VL dataset handling and mistral_common continue_final_message behavior are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict and Jupyter custom-model initialization regression are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "The latter is a specific GGUF model-loading failure, but the former is a broader tokenizer/model loading breakage; not enough evidence they are the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Device-map offload loading and Qwen2.5-GGUF v5 loading failure are different loader issues." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Non-template-node compilation and GraniteMoEHybrid invalid method calls are different errors." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are v5 model/tokenizer load regressions, but for different models and likely different failure modes." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and MIMI batched-vs-single padding-mask mismatch are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and tokenizer loading failure for EMBEDDIA/est-roberta are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local checkpoint loading for GraniteSpeech and mistral_common continue_final_message are different problems." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and template-node compilation failure are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "General loading noise/logging issue is not the same as the Mistral tokenizer regex crash." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and StaticCache.get_seq_length returning a tensor are different bugs." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization and non-persistent buffer junk-fill are separate v5 regressions." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model families and different functional bugs: hidden-states output versus rope index scaling." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI batching/padding-mask mismatch and DAC STE mismatch are different audio-model behavior issues." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Weight tying missing in one model class versus device-dependent lm_head serialization are related only loosely, not the same concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP nonsensical outputs and OmDet-Turbo processor size mismatch are different vision pipeline problems." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different models and different tokenizer/loading code paths." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Two separate model-loading failures with no clear shared underlying defect." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FineGrainedFP8 Qwen3Moe failure and unexpected _is_hf_initialized argument during init_empty_weights are unrelated." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early-stopping metric lookup and num_input_tokens_seen tracking are unrelated trainer issues." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5Tokenizer special-token method conflict and MobileLLM-125M key error are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 11, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42796", + "issue:42915", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43381", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43746", + "issue:43792", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821" + ], + "soft_pairs": [ + "issue:44062|issue:44987", + "issue:42915|issue:44589", + "issue:43089|issue:45987", + "issue:44265|issue:44610", + "issue:43632|issue:46821", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:43531|issue:44877", + "issue:36032|issue:41720", + "issue:45216|issue:45357", + "issue:44991|issue:46315", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:44220|issue:44683", + "issue:43611|issue:44534", + "issue:40444|issue:45325", + "issue:45812|issue:46491", + "issue:44403|issue:44991", + "issue:43632|issue:44756", + "issue:43792|issue:44589", + "issue:43381|issue:45923", + "issue:42796|issue:43746", + "issue:33666|issue:40444", + "issue:44291|issue:44589", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:41553|issue:43582" + ], + "prepared_review_unit_hash": "ef2412c9f1dbbf473d232322bfd7e70e4b123d3f074c448b0e1faeefdb0dc86b", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36154, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and contains many unrelated issue reports. Only one soft edge looks like a true duplicate/sub-duplicate pair: the Qwen3.5 save_pretrained regression (45216/45357).", + "confidence": 0.93, + "canonical_issue_reason": "issue:45216 is the better canonical issue for the only clear duplicate pair: it is earlier and broader, while 45357 reads like a narrower follow-up about the same Qwen3.5 save_pretrained checkpoint regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the strongest representative of the only real overlap in the cluster, and it best captures the shared Qwen3.5 save_pretrained bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Different tokenizer failure classes: AddedToken special-argument conflict vs model loading failure for a specific repo." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Different bugs and code paths: FineGrainedFP8Config failure vs missing Float8 storage lookup." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Performance overhead in generation vs a StaticCache return-type contract bug." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export / torch_compilable_check failure is unrelated to OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Generic Transformers v5 init flag break vs TimesFM window_size AttributeError; different components and symptoms." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal model failures: Llava Next load segfault vs Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL regressions, but one is video-input processing and the other is still-image rope/position-id scaling; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding-window issue in Qwen3-MoE is unrelated to strict config blocking granite_speech loading." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer method-name conflict and Qwen3 auto-device-map cuda assert are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report the same Qwen3.5 save_pretrained regression producing incorrect checkpoints/visual encoder keys in Transformers 5.x." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure for EMBEDDIA/est-roberta is unrelated to convert_tokens_to_ids performance regression." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility is not the same as generic noisy logging when loading a transformer." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction bug and compiled flex_attention torch-version bug are different subsystems." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading break is unrelated to non-persistent buffer initialization regression." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multi-image iterable dataset finetuning failure is unrelated to Qwen2.5-VL still-image temporal position scaling." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Granite token ID regression and CodeLlama leading-space round-trip bug are different tokenizer behaviors." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Noise/logging issue and tokenizer-loading failure are not the same underlying bug." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Transformers v5 init-flag regression is unrelated to mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup error are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT local-checkpoint loading are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL multi-image iterable dataset finetuning are different problems." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument is unrelated to missing Float8 storage object." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression on GPT-OSS and Whisper batch_decode skip_special_tokens bug are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker issue is unrelated to DeepSeek-R1-Distill-Llama accuracy regression." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure with transformers v5 is unrelated to Llama4Config missing pad_token_id." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer error message issue and Apple Silicon caching_allocator_warmup TypeError are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, 45216/45357, is a plausible duplicate/sub-duplicate pair about the same Qwen3.5 save_pretrained regression; the other pair verdicts are appropriately cautious and do not overclaim duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 12, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "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:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45701", + "issue:45812", + "issue:45834", + "issue:46402", + "issue:46821" + ], + "soft_pairs": [ + "issue:43482|issue:45538", + "issue:44079|issue:45663", + "issue:43632|issue:44534", + "issue:43317|issue:43856", + "issue:43531|issue:44291", + "issue:43421|issue:44568", + "issue:42175|issue:45542", + "issue:41720|issue:45081", + "issue:44079|issue:44534", + "issue:44462|issue:45812", + "issue:43296|issue:46821", + "issue:44829|issue:45479", + "issue:43377|issue:45491", + "issue:43611|issue:43646", + "issue:43818|issue:46402", + "issue:42175|issue:43296", + "issue:43644|issue:44079", + "issue:43818|issue:45357", + "issue:43792|issue:43957", + "issue:44265|issue:45072", + "issue:45325|issue:45381", + "issue:43493|issue:43994", + "issue:40444|issue:45381", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:42796|issue:45381", + "issue:43701|issue:45325", + "issue:43873|issue:45701" + ], + "prepared_review_unit_hash": "1ead6352281f8ebdb21671ff53be81e32ac10b8a5d6a6ee2819cdf053b5039ec", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36961, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated bug reports. There is a loose Transformers v5 model-loading/initialization theme, but the soft pairs do not look like the same concrete bug/change, so I rejected them all. Issue 43611 is the best umbrella representative among the issues, but only for the v5 loading subset.", + "confidence": 0.69, + "canonical_issue_reason": "No single issue cleanly represents the whole heterogeneous set; 43611 is the closest umbrella candidate because it captures the broad Transformers v5 model-loading regression theme that several other reports partially resemble.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the best anchor because it is the broadest user-facing loading failure in the cluster and the most likely reference point for the v5 init/load regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Both concern tokenization behavior, but one is a GGUF loading failure and the other is a model_max_length default; different bugs." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "A ModelOutput key-assignment bug and a Gemma4 FSDP shared_kv_states issue are unrelated code paths." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is about _is_hf_initialized and the other about buffer serialization; not the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "One is dequantized model loading with offload, the other is Qwen3 MoE training memory usage; too different." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and an init_empty_weights/_is_hf_initialized TypeError are distinct failures." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is BOS/EOS insertion for a specific tokenizer." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "These are both backend/dependency issues, but one is missing TensorFlow in an install extra and the other is a tf backend error from tensorboard-only installs." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "CUDA assert during Qwen3 auto device mapping and a tokenizer regex AttributeError are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key handling and non-persistent buffer junk are different internal regressions." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are AutoTokenizer regressions, but one ignores tokenizer.json and the other returns wrong Granite token IDs; not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "A PaddleOCR-VL load failure in vLLM and a TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are degenerate training reports, but one is tied to flash_attention_3 and the other to single_label_classification with num_labels=1." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both mention batching/padding, but MIMI padding-mask mismatch and Gemma3 all-padding-window NaNs are different model/code-path bugs." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 model-loading/init regressions, but one is about base_model_prefix loading and the other about custom model initialization; too broad to merge." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing issues and Sam3Model text encoder loading are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Different backend/package problems with different models and runtime contexts." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer initialization and ModelOutput key assignment are separate regressions." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA architecture problems and Qwen3.5 save_pretrained visual-key serialization are different issues." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper failing to run and meta-device loading breakage are both load-related but not the same concrete bug." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image temporal scaling and the other is video-input vision_position_ids; not clearly the same code-path." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one claims HF/JAX implementation mismatch and the other reports bad AutoModel/pipeline outputs; related but not confirmed duplicate." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure and Qwen2.5-VL video position-id issues are different symptoms." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL position-id scaling and Kosmos2.5 OCR index errors are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "One is a broken lm_head weight tie causing garbage generation; the other is inconsistent serialization depending on device." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and Qwen2.5-GGUF loading failure are different bugs." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "An unexpected _is_hf_initialized argument and strict config blocking granite_speech are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position IDs are different problems." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch and Qwen2.5-VL rope-index scaling are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and version-dependent tokenization changes do not describe the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 13, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45584", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46821" + ], + "soft_pairs": [ + "issue:44479|issue:45823", + "issue:43606|issue:44265", + "issue:40990|issue:45584", + "issue:43262|issue:43746", + "issue:43828|issue:46821", + "issue:43881|issue:44488", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:39692|issue:40444", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43377|issue:44610", + "issue:46305|issue:46315", + "issue:43257|issue:45923", + "issue:44568|issue:45920", + "issue:45823|issue:46821", + "issue:42796|issue:46209", + "issue:43454|issue:45072", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:40990|issue:42947", + "issue:42617|issue:42915", + "issue:43749|issue:44534", + "issue:43572|issue:45759", + "issue:43526|issue:43883", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:43881|issue:44991" + ], + "prepared_review_unit_hash": "405ef90a0ba61ff06578c6951af963d6438de04f4a45adde2871e38bc8b92ce7", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37101, + "estimated_input_tokens": 9276, + "estimated_eval_tokens": 18808 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a noisy mix of unrelated bug reports across tokenization, multimodal loading, quantization/offloading, generation, and training. None of the soft-edge pairs look like the same underlying issue, so they should all be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue: the items span unrelated bugs across tokenization, multimodal loading, quantization/offloading, generation, and training; the soft pairs are mostly false positives.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative is needed, issue 43873 is the broadest loading/offloading report with the most cluster-like context, but it still does not subsume the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are multimodal failures, but one is a video-input regression in Qwen-family models and the other is a Gemma4 PLE device mismatch; different code paths and failure modes." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Bark CPU offload device mismatch is unrelated to torch.export failures around torch_compilable_check." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and Whisper empty-transcription generation are unrelated bugs." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to GraniteSpeech PEFT adapter checkpoint loading." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "These are different failures: dtype mismatch under autocast versus a TimesFM window_size AttributeError." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "glm-4v loading failure and sleng-bert tokenizer loading failure affect different models and code paths." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "inputs_embeds/past_key_values generation bug is unrelated to Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset failure is unrelated to progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight-tying bug in AyaVision is unrelated to Bamba torch.compile SDPA failure." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both mention model loading/forward issues, but CPU offload device mismatch and DAC.from_latents vs forward mismatch are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc example errors and Qwen2.5-VL iterable-dataset multi-image finetuning failures are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crashes are unrelated to torch.export.export failures on torch_compilable_check." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device mapping, but Qwen3 cudaErrorAssert and Gemma4 PLE forward mismatch are not the same code-path problem." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask batched-vs-single mismatch is unrelated to OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Off-by-one sliding-window masking and tokenizer convert_tokens_to_ids slowdown are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different APIs and symptoms; not the same concrete bug." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 PLE device mismatch and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight tying causing garbage generation is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both touch offloading/quantization, but one is dequantized-model loading with device_map=auto and the other is a broader quantization offloading issue; not the same bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI padding-mask correctness and Perceiver non-default-resolution interpolation are different model bugs." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight tying and BitNet packed-weight unpacking during accelerate loading are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a model is unrelated to LoRA gradient checkpointing being ineffective." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are different regressions." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to not unwrapping text_config in composite Qwen multimodal configs." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "reduce_labels returning one label and Molmo missing all_tied_weights_keys are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segmentation fault and sinq save/load quantization breakage are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 device-map cudaErrorAssert and Llava Next loading segfault are different model/loading failures." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "glm-4v loading failure and EMBEDDIA/est-roberta tokenizer loading regression are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 14, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45685", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46402", + "issue:46665", + "issue:46821" + ], + "soft_pairs": [ + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:41720|issue:44977", + "issue:36331|issue:42915", + "issue:44466|issue:45357", + "issue:44877|issue:44991", + "issue:43450|issue:45701", + "issue:40990|issue:45701", + "issue:43065|issue:46402", + "issue:44186|issue:45072", + "issue:43873|issue:44756", + "issue:41720|issue:42617", + "issue:26413|issue:28530", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:45685|issue:46821", + "issue:43295|issue:45701", + "issue:43550|issue:43606", + "issue:43646|issue:46665", + "issue:44186|issue:44610", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:43404|issue:45357", + "issue:44008|issue:45823", + "issue:44423|issue:45406", + "issue:36010|issue:42617", + "issue:45632|issue:45684", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:28530|issue:33666" + ], + "prepared_review_unit_hash": "b2ba85ca9f7d4447b1b8258afee176358379aca6b809c5a2c715b646dea99d9a", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36209, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not form a true duplicate set: most items are unrelated Transformers bug reports that only share broad subsystem similarity. I would reject every soft edge. If a single representative is needed, issue 43708 is the strongest canonical issue because it describes a concrete, well-scoped Trainer checkpoint-resume regression with clear reproduction conditions.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 43708 is the most concrete and actionable report in the cluster: it has a specific regression, a clear failure mode, and a narrow code path (Trainer resume_from_checkpoint / max_steps).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43708 is the best representative because it is specific, reproducible, and bug-focused, unlike many other items that are either broader, model-specific, or only loosely related.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Different failures: a Trainer API signature regression vs a generic inability to run 3d_parallel.py." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Unrelated problems: int4 quantization OOM vs a T5/apex RMSNorm memory leak." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen models, but the concrete bugs differ: device-map CUDA assert vs flash-attention generation behavior." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "No same underlying bug: compute_loss kwargs regression vs Qwen3Moe FP8 config failure." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both mention serialization/save behavior, but one is tied lm_head.weight and the other is wrong visual encoder keys." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Different root causes: strict config blocking granite_speech vs tokenizer loading failure for a specific model." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bug is unrelated to a version-dependent tokenization change." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity anomaly on GPT-OSS is not the same as a tokenization version regression." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Different models and code paths: dummy Conv2d in Sam3PixelDecoder vs missing Sam3 text encoder weight loading." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding is unrelated to dtype mismatches in inference." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offload behavior and Strix Halo mmap OOM are different issues with different fixes." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3-VL auto device mapping and a 3d_parallel.py execution failure are not the same bug." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume iterator failure vs early stopping metric lookup are separate Trainer features." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "One is a dtype propagation bug in Blip2 loading; the other is a max_steps miscalculation on resume_from_checkpoint." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram support error in MoE models is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression is about multimodal API breakage, not tokenization differences across versions." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "These are distinct runtime failures in different models and subsystems: torch.compile/SDPA vs CPU-offload device mismatch." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both concern custom model loading, but the concrete failures differ: initialization breakage vs from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and OmDet-Turbo image-size mismatch are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure is not the same as dequantized model loading with gpu+cpu offload." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Different vision preprocessing bugs: OmDet-Turbo returns 640px while Perceiver fails at non-default resolution." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Tied lm_head weight serialization in Mistral3 is unrelated to incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n forward variable collision and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous batching crash from str.to is not the same as Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Importing GenerationMixin from transformers.generation has no relation to running 3d_parallel.py." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to read-only permissions propagation in save_pretrained." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3-VL device-map assert and GPT-OSS tensor-parallel failure are different model-specific issues." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to missing pad_token_idx in StableLmConfig." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric handling is unrelated to Qwen2-VL multi-GPU training." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 15, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43425", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44671", + "issue:44743", + "issue:44913", + "issue:45059", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46291", + "issue:46665", + "issue:46821" + ], + "soft_pairs": [ + "issue:44671|issue:44743", + "issue:42915|issue:46291", + "issue:36331|issue:41720", + "issue:43526|issue:43881", + "issue:44186|issue:44361", + "issue:43425|issue:46821", + "issue:43716|issue:46821", + "issue:43316|issue:44913", + "issue:42915|issue:43322", + "issue:28530|issue:30064", + "issue:33357|issue:35707", + "issue:43540|issue:43782", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:43550|issue:43653", + "issue:29159|issue:36032", + "issue:44492|issue:44509", + "issue:44387|issue:45701", + "issue:43606|issue:43720", + "issue:44534|issue:46665", + "issue:43531|issue:45759", + "issue:41720|issue:43746", + "issue:42490|issue:43329", + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:43606|issue:43653", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:34634|issue:41720", + "issue:43531|issue:44589" + ], + "prepared_review_unit_hash": "e5128359cb54b6499c387cb3ebfd6e188242366e2598d943957509e178d69c5b", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36602, + "estimated_input_tokens": 9151, + "estimated_eval_tokens": 18558 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose cluster of mostly unrelated Transformers bug reports spanning tokenizers, multimodal processors, loading/offloading, generation, and training-state issues. The soft pairs share broad subsystem language, but none look like the same concrete bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43873 is the broadest and most central report here: it has the strongest discussion/references and covers a common loading/offloading/quantization failure mode that overlaps thematically with several other reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best umbrella issue for this cluster because it is high-traffic, user-facing, and broad enough to represent the main loading/offloading regression theme without being overly model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different models and failure modes: CamemBERT masked-LM predictions vs Qwen3 recurrent state reset in modular code." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "One is a Qwen3Moe FP8/config load error; the other is a pipelines import-time dependency/version requirement issue." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature mismatch is unrelated to Qwen3 auto device-mapping CUDA assert failures." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and glm-4v-9b load failure are different code paths and symptoms." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer bugs, but for different tokenizers and different crashes; not the same underlying defect." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch compatibility and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46821", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to TimesFM window_size handling." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload behavior are distinct config bugs." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config loading and Llava Next segmentation fault are different model-specific failures." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early-stopping metric resolution and void segmentation-map processing are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different bugs." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both are Qwen3 multimodal, but one is video-input processing and the other is from_pretrained weight loading; different paths." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map handling and BarkProcessor voice_preset are unrelated features." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading OOM is unrelated to T5's apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA failure for Bamba is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow-vs-fast tokenizer inconsistency and T5 add_special_tokens name conflict are different tokenizer issues." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is not the same as outdated docs mentioning removed pipeline tasks." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 quantization memory regression and tokenization differences across versions are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are different loading bugs." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer corruption in v5 and inconsistent from_pretrained behavior inside Python classes are not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and composite Qwen 3.5/3.6 config unwrapping are different code paths." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warning and undefined video-branch helpers in multimodal token counting are distinct issues." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "gather_for_metrics tuple-label truncation and SAM3 text/bbox odd behavior are different problems." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming chat/completions failure are separate service/model bugs." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch and tokenizer mask-token registration are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token-count tracking and generation with inputs_embeds/past_key_values do not share the same root cause." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 A800 CUDA assert are different model-specific failures." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding_window and TimesFM window_size AttributeError only overlap by terminology, not by implementation or bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 16, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43644", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46402", + "issue:46463", + "issue:46655", + "issue:46665", + "issue:46693" + ], + "soft_pairs": [ + "issue:44451|issue:44991", + "issue:45357|issue:46402", + "issue:45759|issue:45859", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44987|issue:45042", + "issue:44625|issue:45479", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:44368|issue:45357", + "issue:46655|issue:46693", + "issue:43746|issue:46050", + "issue:41720|issue:45704", + "issue:43421|issue:43927", + "issue:44918|issue:44936", + "issue:43381|issue:45704", + "issue:45704|issue:45923", + "issue:42886|issue:44843", + "issue:44514|issue:44545", + "issue:45759|issue:45923", + "issue:46032|issue:46463", + "issue:39692|issue:43873", + "issue:43746|issue:43873", + "issue:43994|issue:44671", + "issue:43421|issue:43653", + "issue:30064|issue:36010", + "issue:43421|issue:44186", + "issue:43782|issue:45381" + ], + "prepared_review_unit_hash": "1259032e93dc9a38764a7517685d5d3e8b1e236b6fbdc534a86ca531decad115", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36366, + "estimated_input_tokens": 9092, + "estimated_eval_tokens": 18440 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous and does not form one duplicate cluster; almost all soft pairs are false positives across different bugs/models. The only true duplicate is the Qwen2_5_VLProcessor batched-input crash pair (issue:44514 and issue:44545).", + "confidence": 0.96, + "canonical_issue_reason": "issue:44545 is the cleanest representative because it is an exact duplicate of issue:44514 with the same title and the same concrete crash scenario.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the best issue to keep: it describes a specific, reproducible bug and has a direct duplicate in the set, while the other items are unrelated or only loosely similar.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they target different models and likely different breakpoints; too broad to treat as one bug." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and different failure modes: incorrect visual encoder keys vs missing text encoder weights." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "One is about unwrapping text_config in from_config; the other is a CPU-offload incompatibility in rotary embedding forward. Not the same code-path." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Both involve config-related behavior, but one is about post_init validation and the other about num_labels propagation; not the same underlying bug." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization junk and from_pretrained behavior inside Python classes are unrelated issues." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument construction error is unrelated to a model-specific load failure." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and failure modes: image interpolation vs bfloat16 dtype mismatch." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Loading a specific model and an image-processor torchvision dependency regression are not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both concern classification config, but one is config propagation and the other is zero-loss behavior for num_labels=1; separate bugs." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient explosion are distinct training issues." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "A broken documentation example and a processor/model input-size mismatch are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings and incorrect visual encoder keys are different problems." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Incorrect video padding calculation is unrelated to a flash-attention performance regression." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters and quantized save/load breakage are different code paths and model behaviors." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "cuda assert during Qwen3 device mapping is unrelated to T5's apex RMSNorm memory leak." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processing and saved custom token IDs are related to tokenization, but they are different bugs and different failure points." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Trainer embedding unpacking failure and evaluate-after-train failure are different trainer issues." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Eval-mode gradient checkpointing and apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Different models and different concerns: memory leak vs missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both break offline behavior, but one is cache loading and the other is an unconditional model_info call in a specific regex patch; not the same concrete bug." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These are near-verbatim duplicates with the same title and the same Qwen2_5_VLProcessor batched-input crash." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Composite config unwrapping and missing gradient-checkpointing support are unrelated." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2Mixer incorrect results with use_cache and T5 decoder validation error-message quality are not the same issue." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "A SigLIP2 doc example problem is unrelated to quantization offloading behavior." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint loading with adapters and quantization/offloading behavior are different bugs." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model families and different outcomes: nonsensical SigLIP2 results vs incorrect CamemBERT masked-LM predictions." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "One is runtime special-token post-processor updates; the other is BigBirdTokenizer mask token registration/empty decode output." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation map processing and GenerationMixin import failure are entirely unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer post-processor updates and LayoutLMv2Tokenizer NER/padding crashes are different tokenizer bugs." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL video vision_position_ids issue are different multimodal failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted pair, issue:44514 / issue:44545, is well supported as a near-duplicate batched-input crash report. The other soft pairs are generally separated by different model families, subsystems, or failure modes, so the rejection calls are defensible. No mergeability problems here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 17, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43335", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45356", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832" + ], + "soft_pairs": [ + "issue:46829|issue:46832", + "issue:45081|issue:45356", + "issue:45987|issue:46829", + "issue:45356|issue:45907", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:43596|issue:44220", + "issue:43295|issue:45834", + "issue:43550|issue:45072", + "issue:43550|issue:43927", + "issue:44062|issue:44488", + "issue:43540|issue:46294", + "issue:45381|issue:46693", + "issue:44220|issue:44661", + "issue:43531|issue:43643", + "issue:43611|issue:46665", + "issue:43618|issue:43697", + "issue:43653|issue:43819", + "issue:44186|issue:44898", + "issue:30064|issue:36331", + "issue:41720|issue:44991", + "issue:43643|issue:44877", + "issue:43550|issue:43819", + "issue:43335|issue:43756", + "issue:43540|issue:44008", + "issue:44843|issue:45081", + "issue:44821|issue:45084", + "issue:44485|issue:44509", + "issue:39692|issue:45834", + "issue:44186|issue:44442", + "issue:44448|issue:44671" + ], + "prepared_review_unit_hash": "889385932f14a964effe0db4986ccabceceb7b2c4e23e2eae3e4d4dbfedb6845", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37261, + "estimated_input_tokens": 9316, + "estimated_eval_tokens": 18888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a false positive: the items span unrelated tokenizer, model, config, performance, and documentation issues with no single shared underlying bug or change. All soft-edge links should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: the cluster is heterogeneous, spanning unrelated bugs across tokenizers, models, configs, and docs.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue cleanly represents the cluster as a whole; there is no common root cause or code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different components: VideoPrism output-field bug vs RT-DETR forward shape/type error." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention Mistral regex/tokenizer handling, but one is a backend_tokenizer crash and the other is a Kimi-K2.5 codec/regression issue." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "Unrelated cache API contract issue vs VideoPrism output misassignment." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs Hub API revision forwarding; no shared root cause." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading bug vs DAC latent reconstruction/STE mismatch." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token registration bug vs BitNet packed-weight loading bug." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Zero3/BertModel init index error vs audio feature extraction helper issue." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression vs long-OCR indexing failure." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: torch.compile SDPA bug vs bfloat16 dtype mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Compile-time attention bug vs DiaConfig custom token ID persistence error." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken constructor error vs tokenizer load failure for a specific model." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-related, but one is a Qwen3OmniMoe input-processing error and the other is a chat-template video token/feature mismatch." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug vs long-context FA2 performance regression." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction helper issue vs tokenizer-mapping model addition bug." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window Qwen3-MoE bug vs AutoConfig remote-code field loss." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Base_model_prefix loading regression vs generic from_pretrained behavior in Python classes." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions field regression vs RT-DETR output divergence." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird special-token registration bug vs DAC latent reconstruction/STE mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash vs Perceiver non-default-resolution failure." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor void-segmentation bug vs CustomTrainer compute_loss kwarg incompatibility." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert vs tokenizer loading failure for est-roberta." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Remote-code config field loss vs strict granite_speech config loading." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile SDPA bug vs DAC latent reconstruction mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse layer creation bug vs Smollm3 RoPE-layer dropping bug." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video-input validation bug vs Gemma3n variable-name collision." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Offline model_info call in _patch_mistral_regex vs backend_tokenizer AttributeError in the same helper; related area but distinct bugs." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL-loading issue vs template-node compile error; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE discussion vs docs cleanup for removed pipeline tasks." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs/example errors vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash vs FastSpeech2Conformer tokenizer loading failure." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model regressions: Pegasus output change vs CamemBERT masked-LM prediction bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 18, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46846" + ], + "soft_pairs": [ + "issue:43644|issue:43749", + "issue:43322|issue:45685", + "issue:45183|issue:45479", + "issue:34634|issue:36010", + "issue:43606|issue:45072", + "issue:45584|issue:45834", + "issue:43716|issue:44008", + "issue:44479|issue:45834", + "issue:43388|issue:46032", + "issue:44991|issue:46291", + "issue:43582|issue:46512", + "issue:43950|issue:45987", + "issue:43825|issue:43994", + "issue:43577|issue:43818", + "issue:43782|issue:44977", + "issue:46294|issue:46463", + "issue:43421|issue:44811", + "issue:44561|issue:45020", + "issue:43931|issue:46846", + "issue:44805|issue:44936", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43825|issue:43827", + "issue:28218|issue:29159", + "issue:43720|issue:45072", + "issue:43749|issue:44291" + ], + "prepared_review_unit_hash": "298d0534b487b523c1591addd27807b25c672e2f147c0340916c6fc991444f6f", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35365, + "estimated_input_tokens": 8842, + "estimated_eval_tokens": 17940 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous transformer bugs across tokenizer, loading, vision/video, dtype, and trainer codepaths. Only the tokenizer pair around added-token spacing looks like the same underlying slow/fast tokenizer bug; the rest are too different to merge as duplicates.", + "confidence": 0.67, + "canonical_issue_reason": "issue:29159 is the better canonical issue for the tokenizer pair because it states the broader slow-vs-fast inconsistency, while issue:28218 is the more specific added-token spacing symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:29159 is the strongest issue candidate overall: it is broad enough to cover the accepted tokenizer duplicate and is phrased at the right abstraction level for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both are loading/runtime regressions, but one is about non-persistent buffers being corrupted and the other is FSDP CPU RAM-efficient loading; different bugs and codepaths." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "A Llava Next load segfault and an MPS histogram int-kernel error are unrelated failures." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "One is input validation for input_ids/inputs_embeds, the other is a classification loss degeneration issue; not the same bug." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice preset handling and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both mention mismatch-like symptoms, but they affect different models and different mechanisms (CPU offload device mismatch vs bfloat16 dtype mismatch)." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation and Kosmos2.5 long OCR index errors are different model-specific failures." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "A dtype mismatch between image preprocessor and model is unrelated to a Gemma3n forward variable-name collision." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "These are different problems in different model families: video-input regression vs OCR length/indexing failure." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Gathering metrics drops tuple labels in the last batch, while Mamba2Mixer has a use_cache correctness bug; separate paths." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure for a specific model and pipeline import failure due to kernels version requirements are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon warmup TypeError and stale config.dtype after from_config are different dtype/config issues." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Silent corruption of non-persistent buffers is unrelated to StaticCache.get_seq_length returning the wrong type." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "An error-message/docs issue about removed translation pipelines is not the same as SigLIP2 producing bad outputs." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype retention and Video-LLaVA temporal-attention/weight-sharing issues are different model bugs." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading and Qwen3.5 flash-attention generation failures are distinct regressions." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Video chat-template feature/token mismatch and a T5 decoder-input validation message bug are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime post-processor updates for special tokens and Whisper skip_special_tokens decoding are different tokenizer/processor behaviors." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both affect trust_remote_code models, but one is specifically the removal of is_torch_fx_available and the other is a broader recent-version regression." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3-VL shape mismatch and missing linear_attn TP plan entries are separate model-loading/tensor-parallel problems." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "A mask/tensor shape IndexError and trainer.evaluate failing after train are not the same underlying issue." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen video-input regressions with different symptoms and likely different fixes." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch and dtype mismatch are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both are about pipeline removal fallout, but one is an incorrect error message and the other is outdated docs; not the same concrete bug/change." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "These describe the same tokenizer inconsistency: added tokens triggering extra spacing versus slow/fast tokenizer behavior differences." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading failure in BitNet is unrelated to generic dtype mismatch bugs." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and init_empty_weights rejecting _is_hf_initialized are different loading regressions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative on the soft-edge pairs. The only accepted duplicate, issue:28218 vs issue:29159, is supported by the tokenizer-space/slow-vs-fast linkage, and the rest are reasonably kept separate by model/codepath differences." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 19, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43742", + "issue:43782", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45987", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46326", + "issue:46665", + "issue:46697", + "issue:46728" + ], + "soft_pairs": [ + "issue:43645|issue:46665", + "issue:43577|issue:43582", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:34634|issue:36331", + "issue:45987|issue:46192", + "issue:45003|issue:46285", + "issue:46697|issue:46728", + "issue:43653|issue:44912", + "issue:43262|issue:43819", + "issue:43782|issue:45325", + "issue:43582|issue:44857", + "issue:45081|issue:45406", + "issue:44589|issue:45042", + "issue:45372|issue:46326", + "issue:43742|issue:45020", + "issue:43550|issue:44912", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43526|issue:43697", + "issue:44060|issue:44368", + "issue:43452|issue:44991", + "issue:43526|issue:44554", + "issue:43257|issue:43329", + "issue:43906|issue:46209", + "issue:36010|issue:36331", + "issue:36010|issue:43645", + "issue:43819|issue:43927" + ], + "prepared_review_unit_hash": "2b8652adc9dd8de8f6c22f6e423c4661b340ce9627c548240c97a0510f817be6", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35893, + "estimated_input_tokens": 8974, + "estimated_eval_tokens": 18204 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: these are mostly unrelated regressions in loading, tokenization, processors, training, and backend-specific behavior. None of the proposed soft links looks like the same underlying bug/change, so no true duplicate canonical stands out.", + "confidence": 0.94, + "canonical_issue_reason": "No strong canonical issue in this set; the only broad umbrella is issue 45020 (remote_code loading regressions), but it does not actually duplicate the other items.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best standalone representative because it is broad, user-impacting, and well-described, but it is still not a duplicate of the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both involve from_pretrained/custom-model initialization, but they describe different failure modes and code paths." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated: one is a dtype-loading bug in BLIP2, the other is an Apple Silicon allocator TypeError." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Tokenization/version drift may affect outputs, but these are different symptoms and not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Completely different subsystems: install extras/backend selection vs. Mistral regex patching." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset failure is unrelated to CustomTrainer.compute_loss argument mismatch." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "Cache-length return type and return_tensors handling are separate API bugs." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to CLIP model structure inconsistency." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-size/padding related, but they affect different processors and different computations." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration and MXFP4 quantization loading are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate bug is unrelated to DAC latent/STE mismatch." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen-VL issues, but one is a pretrained loading error and the other is a rope-index math bug." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Different hardware/backends and different failure points; no shared code-path bug." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both hit missing tokenizer internals, but one is Mistral regex patching and the other is Gemma4Processor initialization." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup error and PIL/torchvision dependency regression are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Shared mistral_common dependency only; import failure and continue_final_message logic are different bugs." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Issue 45020 is a broad remote_code regression; this is a specific MobileLLM key error, not the same failure." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to MXFP4 quantization fallback behavior." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError and CLIPTokenizer max-length misuse are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video token counting bug and stale auto-mapping references are different maintenance issues." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different models and different bugs: label reduction vs. output divergence in Transformers v5." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-word-embedding warnings, but one is an incorrect weight-tying bug and the other is a user-facing warning during LoRA fine-tuning." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both concern loading, but gguf_file support and est-roberta tokenizer loading are distinct regressions." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BeitImageProcessorFast label reduction is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "MOE weight conversion with accelerate/deepspeed is unrelated to multimodal video token counting." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an earlier issue is not the same as the FP8/B200 inference failure." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and Trainer compute_loss signature mismatch are separate regressions." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both are recent-version breakages, but one is an import error and the other is custom-model behavior in notebooks." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token-ID loss are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 20, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:29159", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43531", + "issue:43540", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45042", + "issue:45459", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701" + ], + "soft_pairs": [ + "issue:43638|issue:44936", + "issue:43531|issue:45042", + "issue:42175|issue:46291", + "issue:43720|issue:44610", + "issue:42490|issue:43257", + "issue:39692|issue:44912", + "issue:38175|issue:44610", + "issue:43746|issue:44811", + "issue:43643|issue:45759", + "issue:43854|issue:44977", + "issue:44387|issue:44617", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:46421|issue:46424", + "issue:43257|issue:43931", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:45459|issue:45803", + "issue:43329|issue:43450", + "issue:43650|issue:43906", + "issue:43749|issue:44756", + "issue:44291|issue:45042", + "issue:34567|issue:40990", + "issue:42915|issue:44821", + "issue:43540|issue:46701", + "issue:43606|issue:45859", + "issue:43927|issue:44912", + "issue:29159|issue:34567" + ], + "prepared_review_unit_hash": "9cd2d8f46c11481518720635cb2091cd4bdfd8b9dd21f2ac1393ab42918e15cf", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35539, + "estimated_input_tokens": 8885, + "estimated_eval_tokens": 18026 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated issue reports across tokenizer, loading, quantization, video, and training subsystems. None of the soft-edge pairs appear to be the same underlying bug or change, so all candidates should be rejected as duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43749 is the strongest canonical candidate: it describes a broad, high-impact failure in a core loading path, has substantial discussion/inbound references, and is phrased as a concrete bug rather than a peripheral symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the best standalone issue overall because it is specific, impactful, and likely to serve as the main tracker for downstream reports in the same area.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different failures: one is a deepspeed/zero3 index error with a non-pretrained BERT model, the other is a post-train evaluate() failure. Same trainer family, but not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3-MoE sliding_window behavior vs image processor torchvision dependency." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Both are packaging/import complaints, but one is about optional TensorFlow backend installation and the other is a kernels package version/revision import failure. Not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet accelerate-loading packed-weight unpacking is unrelated to OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Both involve loading, but one is a local-path trailing-slash import warning and the other is Qwen3 MoE weight conversion under accelerate+deepspeed. Different code paths." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 are unrelated to gpt-oss-20b MXFP4 quantization fallback." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different models and bugs: SigLIP2 zero probabilities vs OmDet-Turbo processor/model resolution mismatch." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local-checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode token skipping." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-loading issues, but one is missing fields from trust_remote_code AutoConfig and the other is AutoModelForCausalLM.from_config not unwrapping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure is not the same as Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is reserved-memory growth under int4 quantization and the other is Sam3Video runtime OOM. No shared underlying bug is evident." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to GPT-oss-20b CUDA OOM." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode special-token handling are distinct processor behaviors." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is lazy-init causing spurious recompilation and the other is max_cache_length being honored only for Quantized Cache. Not the same defect." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different loading problems: MoE weight conversion with accelerate/deepspeed vs Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "The undefined video-branch helper bug is not the same as the broader v5.3.0 video-input regression across several Qwen models." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3-MoE is unrelated to MobileLLM key errors during loading." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they are different code paths and different failure modes; one hides tokenizer errors without protobuf, the other is a bare except in Fuyu tensor conversion." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is an undefined-name bug in multimodal token counting and the other is batched video processor shape handling." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Placeholder 'ADD THE DATA' is not the same as an isolated reproduction of another issue." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage is unrelated to disabling mmap on Strix Halo to avoid OOM." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights TypeError and PIL backend torchvision dependency are different regressions." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counting bug is unrelated to GPT-oss perplexity on WikiText-2." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE FP8 loading and AutoImageProcessor-from-URL loading are distinct issues." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and DiffusionGemma image-text-to-text pipeline failure are different pipelines and bugs." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and code paths; no evidence they share the same underlying defect." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token ID loss is unrelated to gpt-oss MXFP4 quantization fallback." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and TrainerState token-count updates are separate bugs in different subsystems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 21, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44849", + "issue:44857", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832" + ], + "soft_pairs": [ + "issue:44857|issue:46832", + "issue:43525|issue:46291", + "issue:43454|issue:43577", + "issue:28282|issue:29870", + "issue:44568|issue:45356", + "issue:44987|issue:45538", + "issue:28282|issue:34689", + "issue:43425|issue:46291", + "issue:42915|issue:45538", + "issue:43697|issue:45357", + "issue:33357|issue:34567", + "issue:43404|issue:45127", + "issue:42175|issue:43824", + "issue:45137|issue:45405", + "issue:28282|issue:29127", + "issue:43742|issue:44291", + "issue:43317|issue:45538", + "issue:44936|issue:46821", + "issue:44479|issue:46693", + "issue:44062|issue:44991", + "issue:44849|issue:45701", + "issue:43577|issue:46512", + "issue:42915|issue:43749", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:27957|issue:28282", + "issue:24643|issue:29159", + "issue:44987|issue:45907", + "issue:43540|issue:44560" + ], + "prepared_review_unit_hash": "1703484b59f230dc07b5b96a457cf63a5bd42f25a29d672e21f5573781cd81f1", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36440, + "estimated_input_tokens": 9110, + "estimated_eval_tokens": 18476 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and mostly heterogeneous: the soft pairs are similar only at a broad topic level (tokenization, model loading, dtype, generation, and backend regressions), but they do not describe the same concrete bug. No pull requests are present.", + "confidence": 0.22, + "canonical_issue_reason": "issue:45701 is the broadest representative of the tokenization/regression subset and has the most external references among the listed issues, but there is no single true duplicate target for the whole cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best single representative because it captures a common version-induced tokenization regression theme that overlaps with several nearby items, even though the overall cluster is not a tight duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Different object-detection failures in different models: LwDetr loss AMP crash vs RT-DETR forward shape/feature-level error." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Unrelated bugs: Llama4 config missing pad_token_id vs kernels/import resolution requiring version or revision." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Both involve model loading details, but one is lm_head weight tying in AyaVision/Mistral3 and the other is dtype propagation in BLIP2; different bugs and code paths." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "Generic PyTorch import error vs BART generate() unbound decoder_attention_mask; not the same issue." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and different failures (special token insertion vs codec/warning handling)." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer-related regressions: loading a specific model on 5.1+ vs CLIPTokenizer model_max_length handling." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading-related, but one is missing PyTorch import detection and the other is a specific Llama 3.2 Vision model-loading regression." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version compatibility is unrelated to the kernels revision/version requirement in pipeline import." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to CLIPTokenizer max-length behavior." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions: RT-DETR output divergence vs Qwen3.5 save_pretrained key naming." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with CLIP model vs TrainerState token-count tracking; unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tying weights, but one is a missing tie in Mistral3 config and the other is LoRA merge collapse with extended vocab; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging issue vs missing Qwen2.5-VL class import; unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error vs PEFT minimum-version bump; unrelated." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "ImportError for PyTorch availability vs LayoutLMv3 error messaging; different failures." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different model-loading failures: MobileLLM key error vs init_empty_weights unexpected argument." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload loading failure vs CLIP tokenizer max-length constant; unrelated." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer lifecycle failure vs TimesFM window_size attribute error; different subsystems." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video input regression for Qwen VL models vs FA2 long-context performance regression; not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken constructor conflict vs tokenizer loading failure for a specific model; different root causes." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Both are version-related text-processing regressions, but one is Qwen3.5 hidden-state behavior and the other is general tokenization changes; not duplicates." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both mention dtype, but one is runtime model/qformer dtype staying float32 and the other is config.dtype stale after from_config." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading breakage is unrelated to Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen model bugs: auto device mapping cudaErrorAssert vs video-input ValueError." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "FlashAttention2 on XLM-Roberta is unrelated to missing-PyTorch import detection." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-dimension error vs slow/fast tokenizer inconsistency; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "A model-loading regression vs a hub API revision-forwarding bug; different code paths." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both involve Qwen video paths, but they target different models and failure modes, so they are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 22, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:24643", + "issue:29870", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:43257", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44964", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45488", + "issue:45600", + "issue:45823", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46829" + ], + "soft_pairs": [ + "issue:42175|issue:44488", + "issue:43540|issue:44479", + "issue:44291|issue:44821", + "issue:44568|issue:45488", + "issue:38175|issue:44898", + "issue:44479|issue:45381", + "issue:44792|issue:44964", + "issue:34567|issue:36331", + "issue:43257|issue:43756", + "issue:44062|issue:45081", + "issue:43582|issue:46821", + "issue:43742|issue:44589", + "issue:45042|issue:45081", + "issue:43716|issue:46701", + "issue:43756|issue:46399", + "issue:44737|issue:46463", + "issue:44568|issue:46491", + "issue:43756|issue:45325", + "issue:43531|issue:44821", + "issue:43906|issue:46468", + "issue:43577|issue:45072", + "issue:45405|issue:45600", + "issue:45823|issue:46463", + "issue:24643|issue:29870", + "issue:43906|issue:46693", + "issue:43697|issue:46829", + "issue:43452|issue:44488", + "issue:43526|issue:45479" + ], + "prepared_review_unit_hash": "76ad5869dc079d2fbf35ef81d344f7193f9a668da357d472579cb64e774f9bb1", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35915, + "estimated_input_tokens": 8979, + "estimated_eval_tokens": 18214 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the only plausible duplicate overlap is the Qwen video-input regression pair. All other soft edges look like distinct bugs or changes.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44479 is the strongest representative candidate: it covers the broad Qwen video-input regression family and has the closest overlap with issue:45381.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best available cluster anchor, but the set is still largely unrelated and should not be treated as one duplicate bucket.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend dependency issue vs tokenizer/model loading failure; different bug classes." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are Qwen video-input reports, but 43540 is specific to Qwen3OmniMoe while 44479 is a broader v5.3.0 regression; not enough evidence of the same code path." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument error vs AutoImageProcessor URL loading; unrelated failures." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Different tokenizer regressions: mDeBERTa special-token insertion vs LlamaTokenizer ByteLevel/Metaspace override." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP zero-probability output issue vs Perceiver non-default-resolution failure; different models and symptoms." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen2.5-VL/Qwen video-input position-id regression in v5.3.0; 45381 is a narrower report of the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus image-generation test failure vs Phi-4 multimodal model load failure; different code paths." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token-count tracking vs custom compute_loss API signature change; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed vs Smollm3 RoPE layer count bug; unrelated model-specific issues." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken special-arg duplication vs Mistral tokenizer patch crash; both tokenizer-related but different failures." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError vs TimesFM window_size AttributeError; unrelated APIs." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Model loading key error vs Float8 storage lookup TypeError; different load-time problems." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency regression vs Mistral regex patch crash; unrelated subsystems." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Mistral-3 dtype mismatch in preprocessing/model loading vs DiffusionGemma pipeline breakage; not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer bug vs Qwen3.5 kernel registration crash; different code paths." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU tensor creation bug vs T5 decoder-input validation message; unrelated." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "mDeBERTa add_special_tokens regression vs CodeLlama encode/decode leading-space regression; different tokenizer behaviors." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE, but one is Smollm3 layer dropping and the other is Qwen2.5-VL temporal position scaling; different underlying issues." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs AutoImageProcessor URL loading failure; unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "Isolated reproduction of issue 38071 vs broken Nemotron example; no clear shared bug." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype mismatches, but they affect different models and code paths; not safe to merge as duplicates." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version pin problem vs stale auto_mappings config reference; unrelated CI/package issues." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device_map='auto' forward mismatch vs T5 decoder validation error; different subsystems." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training RuntimeError vs BART generate() UnboundLocalError; unrelated failures." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "Issue 38071 reproduction vs FA2 long-context performance regression; different bugs." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "RTDetrV2 output inconsistency vs VideoPrism output-field mixup; different model families and symptoms." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file/from_pretrained breakage vs loading a specific model failure; too broad to treat as the same issue." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug vs sequence-classification zero-loss bug; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and the verdicts are conservative overall. The only accepted overlap, issue:44479 with issue:45381, is well supported by the shared Qwen2.5-VL video-input/vision_position_ids regression theme. The other soft-edge rejects are cautious and do not overclaim duplicate status." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 23, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43819", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44625", + "issue:44737", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45588", + "issue:45663", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46463", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46846" + ], + "soft_pairs": [ + "issue:44625|issue:44877", + "issue:44737|issue:45588", + "issue:45663|issue:46846", + "issue:45357|issue:45920", + "issue:43540|issue:46693", + "issue:44913|issue:46121", + "issue:28282|issue:32090", + "issue:43697|issue:45216", + "issue:43720|issue:44898", + "issue:43761|issue:46829", + "issue:43643|issue:45375", + "issue:45200|issue:46463", + "issue:44466|issue:45005", + "issue:41762|issue:44936", + "issue:44361|issue:44442", + "issue:44493|issue:46050", + "issue:43653|issue:44361", + "issue:43819|issue:44811", + "issue:43525|issue:46701", + "issue:43688|issue:43749", + "issue:38175|issue:43295", + "issue:43452|issue:44843", + "issue:43994|issue:44898", + "issue:45372|issue:46170", + "issue:43531|issue:43742" + ], + "prepared_review_unit_hash": "a9b2671b397b42188ce341099fc4b060a16f7f7a65ef2f8096f15d31989ee248", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35663, + "estimated_input_tokens": 8916, + "estimated_eval_tokens": 18088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items cover unrelated loading, config, tokenizer, training, and vision/audio bugs. All suggested soft pairs look like false positives rather than the same underlying issue.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the cluster does not share one underlying bug; it is a mix of distinct, unrelated regressions and feature bugs.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No issue is a good global representative for deduplication here; the items are too diverse to anchor a meaningful canonical duplicate.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and granite_speech strict-loading are different config bugs." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange placement and flash_attention s_aux=None are unrelated code paths." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states and Qwen3.5 TP-plan linear_attn are different model-specific issues." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Incorrect save_pretrained visual encoder keys is not the same as wrong AutoTokenizer token IDs." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3OmniMoe video processing error and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoX rotary_pct reload defaulting and rope validation TypeError are different bugs." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import error and Trainer _gpu_broadcast_one NoneType error are unrelated failures." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output mismatch and Qwen3.5 save_pretrained checkpoint corruption are separate regressions." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver interpolate_pos_encoding failure are different model paths." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both mention hidden_states, but the models and failure modes differ." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Generic AutoConfig trust_remote_code field loss is not the same as Qwen3_5MoeVisionConfig strict field dropping." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids handling and T5 decoder-input error messaging are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both concern tied weights, but one is device-dependent save serialization and the other is a broader translation-model issue." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() after train() are different trainer/deepspeed bugs." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and FastSpeech2ConformerTokenizer loading failure are unrelated tokenizer issues." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird mask-token decode bug and MLuke task AttributeError do not share the same defect." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC from_latents mismatch and Whisper batch_decode skip_special_tokens behavior are different features." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to DiffusionGemmaGenerationOutput pipeline failure." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP_CPU_RAM_EFFICIENT_LOADING are separate problems." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and processor.tokenizer regression are different bugs." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading breakage and offline model_info call in Mistral regex patch are distinct from_pretrained issues." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 nonsensical outputs and Perceiver non-default resolution failure are unrelated vision-model bugs." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 mistral_common import failure and Windows ROCm torch.distributed dependency issues are different environment problems." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M loading KeyError are separate model-specific defects." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 24, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:41720", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43550", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43749", + "issue:43756", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44554", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45356", + "issue:45440", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46002", + "issue:46050", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46821" + ], + "soft_pairs": [ + "issue:45542|issue:46178", + "issue:42898|issue:46491", + "issue:43295|issue:45356", + "issue:43653|issue:44568", + "issue:29159|issue:33357", + "issue:43646|issue:43749", + "issue:43452|issue:43577", + "issue:44464|issue:44743", + "issue:43756|issue:46402", + "issue:43688|issue:45704", + "issue:43653|issue:43927", + "issue:43688|issue:45701", + "issue:44843|issue:44991", + "issue:44484|issue:44704", + "issue:44821|issue:46821", + "issue:44479|issue:44625", + "issue:45491|issue:46002", + "issue:43550|issue:44361", + "issue:33666|issue:36010", + "issue:43688|issue:45440", + "issue:44734|issue:46612", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:44464|issue:44977", + "issue:41720|issue:44464", + "issue:44977|issue:46693", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:43577|issue:44554" + ], + "prepared_review_unit_hash": "335b7a80c2b09e3144130297ef242a1514cbb216d84ac85cf05878a2014568a7", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36552, + "estimated_input_tokens": 9138, + "estimated_eval_tokens": 18532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose group of distinct Transformers issues, with many tokenizer/version-regression reports but few true duplicates. I would not merge any of the soft-edge pairs; they generally point to different code paths, models, or failure modes.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45701 is the broadest representative here: a generic tokenization-regression report that can umbrella several nearby tokenizer complaints without being tied to one specific model or edge case.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best single issue to anchor the cluster because it is broad, central to the tokenizer/version-regression theme, and more representative than the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend/import errors, but they concern different backend mappings and different failure points." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both involve tokenization behavior, but one is a global v5 cleanup-space change and the other is a CodeLlama leading-space round-trip regression." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different regressions: processor/tokenizer image-passing breakage versus Kimi-K2.5 codec and regex warning handling." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are special-token issues, but they affect different models and different token additions (mask token vs BOS/EOS)." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "One is slow/fast tokenizer inconsistency; the other is a MacOS bus error on a CLIP model." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model init breakage and FSDP CPU RAM-efficient loading are separate initialization/loading problems." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Tokenizer/model loading via gguf is unrelated to BLIP2 dtype propagation." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation with state/cache, but the concrete bugs are different code paths and models." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different model-specific loading bugs: RoPE layer dropping versus Sam3 text-encoder weights not loading." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and an RMSNorm memory leak are unrelated implementation bugs." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration bug versus config losing custom token IDs after save/load." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "One is an auxiliary-loss math bug; the other is a broad tokenization-version regression." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info() behavior and a specific tokenizer load failure are different issues." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Save-pretrained shard size question is not the same as kwargs being dropped in cached_file." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size validation are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "A video-input regression and num_labels propagation are different Qwen3.5 bugs." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is a Gemma3 GPU padding/attention issue and the other is classification-head init/checkout." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile/SDPA model execution failure and a tokenizer AttributeError are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training support and a GenerationMixin import error are distinct issues." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization is not the same as DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "KV-cache continuation crash and skipped beam-search cache reorder are different generation bugs." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and Qwen2-VL multi-GPU training are not the same failure." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization of tied weights depending on device is different from sinq quantization save/load breakage." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and compiled-forward generation inconsistency are separate bugs." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "A correctness failure with flash-attention is distinct from a long-context performance regression." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field loading failure and SDPA/torch.compile failure affect different model code paths." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field model loading and BitNet packed-weight unpacking are unrelated loading bugs." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation and an MPS attention correctness issue are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 25, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:42796", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43646", + "issue:43688", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45584", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46693", + "issue:46710", + "issue:46846" + ], + "soft_pairs": [ + "issue:43643|issue:44561", + "issue:43611|issue:46846", + "issue:43720|issue:43927", + "issue:33666|issue:36331", + "issue:43278|issue:43688", + "issue:43504|issue:44610", + "issue:43782|issue:46693", + "issue:43606|issue:43927", + "issue:43262|issue:43295", + "issue:44514|issue:45290", + "issue:39692|issue:43493", + "issue:43720|issue:44361", + "issue:43525|issue:43572", + "issue:44964|issue:45405", + "issue:44554|issue:46365", + "issue:43493|issue:43825", + "issue:44977|issue:46209", + "issue:44625|issue:45584", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:28218|issue:33357", + "issue:42796|issue:44977", + "issue:43994|issue:46192", + "issue:44849|issue:46209", + "issue:39692|issue:43295", + "issue:43278|issue:43844", + "issue:43493|issue:43844", + "issue:33357|issue:33666", + "issue:46209|issue:46710", + "issue:43646|issue:44466" + ], + "prepared_review_unit_hash": "42fa95d5608cc922fe0a4fa1d5b9877cd83cab990d24058489488f8e88007e77", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36206, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; the suggested links mostly connect superficially similar Transformers issues across unrelated models, configs, and code paths.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not share one underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative; 43611 is the broadest regression report, but it still does not summarize the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but one is about missing config fields and the other about removal of is_torch_fx_available; different breakages." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "One is a base_model_prefix loading regression; the other is a Qwen3.5 tensor-parallel OOM/shape-plan bug." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading during accelerate vs DiaConfig token ID persistence; unrelated model families and failure modes." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training support and a custom trainer method-signature error are different issues." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to auxiliary-loss normalization in OLMoE/GPT Oss." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Legacy field loading failure for BEiT is unrelated to OmDet processor/model size mismatch." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL loading with weight_only=True and FA2 long-context performance regression are different problems." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig token ID save/load corruption." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Default sampling-rate handling and processor.tokenizer/image regression are separate audio/multimodal bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Batched padding=False crash and tool-call messages without content are distinct apply_chat_template edge cases." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Broken documentation example and HF-vs-JAX implementation discrepancy are not the same underlying issue." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading failure and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing pad-token fields, but in different model configs and different attribute names; not one bug." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal and a PEFT version pin issue do not share the same code path." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness and Trainer import failure due to datasets are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch and pipeline translation error messaging are different subsystems." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation bug in Qwen3.5 and FP8 inference failure on B200 are distinct hardware/model issues." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "num_labels propagation and Whisper empty-transcription handling are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loading regression and inability to load ScandiBERT are not the same bug." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 PLE device placement and sinq save/load quantization breakage are different failures." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing after added tokens and a MacOS bus error in CLIP are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "BPE marker handling in Ministral and Qwen3.5 flash-attention generation are different tokenizer/model bugs." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 bad outputs with AutoModel/pipeline and return_tensors being ignored are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state bug and FP8 B200 inference failure do not share a concrete code path." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Docs example errors and processor.tokenizer/image regression are separate issues." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Eval dtype change for embeddings and ZeRO-3 gradient blow-up are different training behaviors." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and ZeRO-3 gradient regression are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error in CLIP and Qwen2-VL multi-GPU training are different model/use-case failures." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference on B200 and DeepSeek accuracy regression after upgrade are distinct bugs." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency are separate v5 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": 24, + "review_unit_index": 26, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43937", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44869", + "issue:44964", + "issue:45072", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:46285", + "issue:46399", + "issue:46424", + "issue:46468", + "issue:46489", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46832", + "issue:46846" + ], + "soft_pairs": [ + "issue:44568|issue:46489", + "issue:44849|issue:45357", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:43824|issue:44589", + "issue:43927|issue:44361", + "issue:44488|issue:44843", + "issue:44568|issue:45812", + "issue:46821|issue:46832", + "issue:45072|issue:46832", + "issue:44589|issue:45520", + "issue:43575|issue:45405", + "issue:43504|issue:43606", + "issue:46399|issue:46846", + "issue:43257|issue:43299", + "issue:43606|issue:44112", + "issue:45245|issue:46710", + "issue:43334|issue:45759", + "issue:43334|issue:43572", + "issue:43572|issue:44291", + "issue:44493|issue:46285", + "issue:43937|issue:46701", + "issue:44464|issue:46424", + "issue:43504|issue:43653", + "issue:44464|issue:45584", + "issue:45200|issue:45229", + "issue:46468|issue:46832", + "issue:44869|issue:46752", + "issue:43844|issue:44964" + ], + "prepared_review_unit_hash": "000b6c64d199014472be9e689aa89abe4f3e15335f5431929cef0d0300e3d925", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36553, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose cluster of mostly unrelated Transformers bug reports that only share broad themes like loading regressions, config changes, and tokenizer/model-family issues. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44291 is the broadest and most representative regression here: a v5+ loading failure around `init_empty_weights`/model initialization that matches the cluster\u2019s dominant load-path theme better than the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44291 is the best single issue to anchor the cluster because it is concrete, regression-oriented, and broadly about model loading internals rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-related, but they describe different failures in different models and code paths; not the same bug." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "One is an `output_hidden_states` runtime issue, the other is a `save_pretrained` key regression; different behaviors and fixes." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift and checkpoint key mismatch are unrelated issues." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failing janus generation test and a PEFT version bump are not the same underlying problem." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a missing class and a storage-object lookup error are distinct failures." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different models, different exceptions, different code paths." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model loading failure for a specific model and an offline-mode `model_info()` regression are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both concern tokenization output, but one is missing added BOS/EOS tokens while the other is a broader Granite token-id regression." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window-size handling and RT-DETR feature-level handling are unrelated." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Different models and different bugs: dtype mismatch vs forward-shape mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup and `flash_attn` import key errors are separate compatibility issues." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "TP OOM on Qwen2 and an unreleased PEFT minimum-version bump are not the same bug." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field loading in BEiT segmentation and CPU offload device mismatch in Bark are unrelated." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Both mention Qwen3.5, but one is kernel registration failure and the other is tensor-parallel plan coverage; distinct fixes." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen MOE loading reports, but one is accelerate/deepspeed conversion and the other is a dev-version loading break; not the same concrete bug." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A runtime device mismatch and a stale CI test are different problems." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count overflow and post-upgrade accuracy regression are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal config handling, but one is a missing `pad_token_id` attribute and the other is `from_config` not unwrapping `text_config`; different failure modes." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing-token-id style config regressions, but they affect different models and fields." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "One is a config field rename/regression, the other is an initialization-arg loading failure; not the same issue." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys and CLIP text-model structure inconsistency are separate regressions." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GenerationConfig validation and a diffusion pipeline failure are not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and cache max-length semantics are different generation/cache issues." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different model families and failures: legacy preset field vs tokenizer special-token registration." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Both touch generation, but the root causes are different: compiled-forward chunking vs empty-transcription/alignment handling." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Same model family, but one is a missing default for text-only fine-tuning and the other is a multi-GPU OOM." + }, + { + "left": "issue:46468", + "right": "issue:46832", + "accept": false, + "reason": "An example script breakage and an RT-DETR forward type error are unrelated." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decode crash and empty-list chat template crash are different empty-input edge cases in different components." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient behavior and Phi-4 multimodal loading 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": 24, + "review_unit_index": 27, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43572", + "issue:43696", + "issue:43701", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44186", + "issue:44423", + "issue:44493", + "issue:44554", + "issue:44734", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45229", + "issue:45406", + "issue:45446", + "issue:45479", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46821", + "issue:46829" + ], + "soft_pairs": [ + "issue:45229|issue:45823", + "issue:43873|issue:46050", + "issue:29942|issue:30333", + "issue:43994|issue:44493", + "issue:45588|issue:46050", + "issue:29159|issue:32090", + "issue:42490|issue:43696", + "issue:44977|issue:46701", + "issue:45084|issue:45520", + "issue:28218|issue:34567", + "issue:43065|issue:46369", + "issue:45479|issue:46829", + "issue:44423|issue:44734", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:45406|issue:46121", + "issue:44977|issue:46710", + "issue:37428|issue:43957", + "issue:45072|issue:45198", + "issue:43295|issue:43450", + "issue:45588|issue:45759", + "issue:43540|issue:45200", + "issue:44186|issue:46192", + "issue:43572|issue:46821", + "issue:43295|issue:43873", + "issue:45200|issue:45823", + "issue:45823|issue:46192" + ], + "prepared_review_unit_hash": "e7d6b92a1648c6392f6b6a808515ad143453ed5e93eef6edfc985770351dd296", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36478, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad mix of unrelated issues across tokenization, serving, quantization, multimodal processors, attention, and model-specific regressions. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the items are heterogeneous and do not form a single duplicate topic.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good representative for the cluster because the reported failures span many unrelated subsystems and models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both mention Gemma4/inference, but one is CUDA OOM and the other is a device-mapping forward mismatch; different bugs." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization, but one is about offloading behavior and the other about save/load corruption for sinq; not the same code path." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting on job failure are unrelated subsystems and failure modes." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 wrong outputs and unexpected position-id keys are distinct model/regression symptoms." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "One is a flash-attention sink-less model crash; the other is a quantized model persistence bug. No shared underlying defect." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and a Trainer GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A trailing-slash import warning is unrelated to a GPT-oss CUDA OOM." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Different models and different failure surfaces: flash-attention generation bug vs image-text-to-text pipeline failure." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation error and Python 3.13 flash_attn import lookup are different issues." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added token and TrainerState token count not updating are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Both touch SAM3, but one is about a dummy Conv2d implementation and the other is a memory overflow when calling the model." + }, + { + "left": "issue:45479", + "right": "issue:46829", + "accept": false, + "reason": "Zero-loss classification edge case and a VideoPrism hidden_states output bug are different model bugs." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve-related, but one crashes on multimodal inputs and the other on KV-cache continuation tensor indexing." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "An MPS attention correctness issue and a flex_attention import version check are not the same bug." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and a DeepSeek accuracy regression after upgrade are different failures." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4 processor _tokenizer attribute crash and rope-params JSON list handling are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "A flash-attention generation issue for Qwen3.5 is unrelated to a DeepSeek accuracy regression." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Missing flash-support import and meta-device model-loading breakage are different issues." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "BF16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures do not share a concrete code-path bug." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video output shape are different multimodal-processing problems." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention crash on sink-less models and missing text_config unwrap in composite Qwen configs are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaulting are distinct bugs." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash on NER/batched truncation and ignored return_tensors with text_kwargs are separate tokenizer issues." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLm config pad_token_idx regression and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading behavior are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device-mapping mismatch and ignored return_tensors behavior are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 28, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue: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:44554", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44987", + "issue:45127", + "issue:45198", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45520", + "issue:45563", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46512" + ], + "soft_pairs": [ + "issue:43295|issue:44610", + "issue:29870|issue:29942", + "issue:45520|issue:46178", + "issue:43572|issue:44987", + "issue:43232|issue:44849", + "issue:43550|issue:43844", + "issue:43450|issue:43575", + "issue:44554|issue:45356", + "issue:37428|issue:43824", + "issue:42490|issue:43493", + "issue:39692|issue:46192", + "issue:38175|issue:43493", + "issue:44521|issue:45290", + "issue:44466|issue:45127", + "issue:43653|issue:44112", + "issue:45381|issue:46209", + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:42915|issue:43824", + "issue:43950|issue:46285", + "issue:43824|issue:43975", + "issue:43334|issue:43525", + "issue:43452|issue:46512", + "issue:43262|issue:43450", + "issue:44442|issue:45198", + "issue:44792|issue:45563" + ], + "prepared_review_unit_hash": "31e9a5d0acb50737d555d56d9c0a589ede0a7807c632caf0f315213d3c6a8b16", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35834, + "estimated_input_tokens": 8959, + "estimated_eval_tokens": 18174 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes tokenizer, generation, vision/audio processor, config/import, and performance issues across unrelated code paths. The soft pairs are mostly keyword-similar but not the same underlying bug or change, so none should be merged.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both involve processor/tokenizer inputs, but one is a regression in custom model code and the other is an OmDet-Turbo size mismatch; different code paths and fixes." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate() decoder mask error and Flash Attention 2 test failures are unrelated bugs in different subsystems." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both are import/backend mapping failures, but one is a flash_attn import issue on Python 3.13 and the other is an unsupported tensorflow_text backend entry; not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "One is a missing pad_token_idx config attribute, the other is a model loading failure for a specific repository; no clear shared underlying bug." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus and Qwen3.5 output_hidden_states behavior are different generation bugs." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba and gradient growth under ZeRO-3 are unrelated training/runtime problems." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batching shape and tensor-parallel OOM are different issues with no shared fix path." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi tokenizer codec warnings are unrelated; one is a backend math bug, the other is tokenizer regression." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they reference different missing symbols/modules and different affected models; not the same import bug." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path slash import warning and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 doc example problems and return_tensors being ignored are different behaviors and fixes." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one reports zero probabilities and the other a broader HF-vs-JAX discrepancy; not clearly the same concrete bug." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but one is assistant mask generation for multimodal inputs and the other is a crash on tool-call messages; different failure modes." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied weights, but one is serialization differing by device and the other is LoRA merging with extended vocabulary causing collapse; distinct bugs." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI device-override test are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids and FP8 inference failure on B200 are different model/runtime issues." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype regression during evaluate and MoE training memory inefficiency are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer extra-space behavior and output embedding reinitialization after resize are different bugs in different parts of the stack." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3MoE FP8 failure and Qwen2.5-VL import error are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained and CLIP text-model structure inconsistency are different regression classes." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Qwen2.5-VL import failure and DeepSeek detokenization regression are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they affect different model configs and likely different fixes; not enough evidence of the same underlying bug." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading failures and stale config.dtype after from_config are unrelated API regressions." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and video processor batch-shape bugs are different processor issues." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "AutoTokenizer loading failure for FastSpeech2ConformerTokenizer and Wav2Vec2 save/tokenization failure are different speech-tokenizer bugs." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image generation test failure and a stale num_return_sequences warning are unrelated generation issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 29, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43901", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44448", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46821" + ], + "soft_pairs": [ + "issue:44898|issue:45412", + "issue:44479|issue:46192", + "issue:43819|issue:44112", + "issue:45200|issue:45325", + "issue:43827|issue:43901", + "issue:43388|issue:43526", + "issue:44561|issue:46234", + "issue:43335|issue:43550", + "issue:41720|issue:46209", + "issue:44857|issue:45593", + "issue:43819|issue:45083", + "issue:44206|issue:45584", + "issue:44610|issue:44857", + "issue:46512|issue:46821", + "issue:45759|issue:46285", + "issue:45520|issue:46170", + "issue:38175|issue:45412", + "issue:43606|issue:45083", + "issue:37428|issue:43425", + "issue:43335|issue:43653", + "issue:29942|issue:32090", + "issue:43550|issue:44112", + "issue:28282|issue:33357", + "issue:43611|issue:43931", + "issue:44448|issue:44743", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:43278|issue:43825", + "issue:29127|issue:32090" + ], + "prepared_review_unit_hash": "778cca388c6fd6106febdce16f259b81e7d6f9f2389a99cb56a75acd09beecab", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36743, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad vocabulary (pipelines, import utilities, multimodal models, or hardware errors) but do not look like the same underlying bug or change. I would not collapse these into duplicate groups.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs across model loading, processors, training, docs, and hardware-specific regressions, so there is no single issue that safely represents the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue stands out; the set is too diverse for one issue to serve as a reliable representative duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different problems: Perceiver non-default resolution failure vs RT-DETR model memory not being released." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "Both involve multimodal inputs, but one is a video-input regression and the other is return_tensors/text_kwargs precedence." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Unrelated: DAC latent decoding mismatch vs a stale device-override CI test in GraniteSpeech." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both touch multimodal preprocessing, but Gemma mm_token_type_ids defaults and Qwen2.5-VL rope temporal scaling are distinct bugs." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they cover different pipeline/documentation mismatches and different behaviors." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both concern labels, but the bugs are in different components and have different failure modes." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both are import_utils helper regressions, but they are different missing symbols with different compatibility fallout." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different code paths: sparse-layer creation from config vs torch.compile/SDPA failure in Bamba-9B-v2." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are device/GPU-specific, but one is a Qwen3 auto-mapping CUDA assert on A800 and the other is an FP8 inference failure on B200." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different model/training bugs: LwDetr AMP crash vs D-FINE not using auxiliary losses when denoising is off." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different subsystems and symptoms: DAC latent/forward mismatch vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Both affect audio-ish pipelines, but the root causes are unrelated: unsupported feature-extractor arg vs empty transcription after token alignment." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor image-size mismatch and AMP/CUDA loss crash are unrelated failures." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Different issues: config.dtype staleness after from_config vs TimesFM window_size raising AttributeError." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both involve model structure/configuration, but one is composite Qwen multimodal config unwrapping and the other is CLIP text-model structural inconsistency." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different platform/runtime failures: flash_attn import on Python 3.13 vs torch.distributed dependency issues on Windows with AMD ROCm." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated: SigLIP zero probabilities vs RT-DETR memory cleanup." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different bugs in different code paths: CPU offload device mismatch vs qwen3_omni_moe output-length helper behavior." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "A specific missing-import regression is not the same as a broad Torch 2.10 incompatibility report." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different failures: sparse layer creation in SwitchTransformersConfig vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a Trainer NoneType broadcast error are separate bugs." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different problems in different areas: torch.compile/SDPA failure vs stale CI device-override test." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "ImportError for missing PyTorch and a MacOS bus error with a community CLIP model are not the same issue." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Different loading regressions: base_model_prefix handling vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different model behaviors: Pegasus output regression vs qwen3_5 recurrent states resetting with cache." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different bugs: SwitchTransformers sparse-layer construction vs Beit pretrained preset loading with a legacy field." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Different symptoms and code paths: DebertaV2 Python 3.13 parsing issue vs qwen3_omni_moe helper behavior." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift in eval and an incorrect pipeline() translation error message are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 30, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43335", + "issue:43526", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44617", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234", + "issue:46326", + "issue:46431", + "issue:46566", + "issue:46697" + ], + "soft_pairs": [ + "issue:44514|issue:44521", + "issue:37428|issue:44351", + "issue:43720|issue:44112", + "issue:43335|issue:45083", + "issue:43335|issue:45593", + "issue:43335|issue:44112", + "issue:45290|issue:46326", + "issue:46431|issue:46566", + "issue:45588|issue:45859", + "issue:45127|issue:45245", + "issue:34689|issue:35141", + "issue:42490|issue:43854", + "issue:45310|issue:45478", + "issue:45200|issue:45588", + "issue:43819|issue:44493", + "issue:43606|issue:44857", + "issue:44448|issue:44779", + "issue:39692|issue:43526", + "issue:26413|issue:31501", + "issue:44617|issue:46697", + "issue:28218|issue:32090", + "issue:45459|issue:46234", + "issue:39692|issue:44493", + "issue:44206|issue:45823", + "issue:43701|issue:45083", + "issue:44857|issue:45072", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:44360|issue:44561" + ], + "prepared_review_unit_hash": "c33b163afb43442158d5edb09b5954b3f665d495ae91d0d9f835624ad0dcb060", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36457, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The only clear duplicate-looking pair is the two Qwen3.5 MoE `from_pretrained` regressions (45310/45478); the rest describe different models, features, or failure modes and should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45310 is the earlier, clearer representative of the exact duplicate pair with 45478; both report the same Qwen3.5 MoE `from_pretrained` failure on transformers>=5.4.0.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the strongest canonical issue for this cluster because it is the only near-exact duplicate pair and has a concise, concrete failure description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve `apply_chat_template`, but one is a batched-padding crash and the other is incorrect assistant masks for multimodal inputs; different bugs." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different breakages." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Completely different failures: BitNet loading vs a GraniteSpeech CI test/device override issue." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different models and different helper/config code paths." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated bugs in different model families." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "No shared code-path bug; model config issue vs CI test failure." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both touch chat-template logic, but they describe different tokenizer behaviors and failure modes." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Processor chat-template absence vs device placement of DiffusionGemma weights are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5-MoE-related problems: flash-attention sink handling vs CPU offload rotary embedding behavior." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "Extended-vocab LoRA collapse is unrelated to the category-count runtime error." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Both concern model loading/embedding behavior, but the concrete bugs and affected models differ." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "A trailing-slash local-path warning is not the same as the GLM-4.7-Flash unit test load failure." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title, same model family, same transformers>=5.4.0 `from_pretrained` regression." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 token-type defaults and flash-attention sink handling are different bugs." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent reconstruction mismatch and unexpected position-id keys are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Device mismatch with CPU offload and AMP float16 loss crash are different issues." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different output regression for Pegasus vs tokenizer correctness regression for DeepSeek." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation/quantization example problems are not the same as a BeitImageProcessor label-reduction bug." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Training resume iterator failure and FineWeb training not starting are too different to merge as one bug." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM and image over-padding are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space bug and Trainer broadcast TypeError are different failures." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer error masking and missing import-utils availability helper are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc/example issues do not match the position-id key regression." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Feature-extractor argument handling and Gemma4 PLE device placement are different code paths." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to the qwen3_omni_moe feature-length helper issue." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype-related failures in different components." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Unsupported NoneType broadcast and MacOS bus error in CLIP are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and tensor-parallel OOM are different bugs." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to the v5 `is_torch_fx_available` removal breakage." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The only clear duplicate pair in the provided data is 45310/45478, which share the same title and regression description, and the rest of the rejected pairs are reasonably distinguished by model, code path, or failure mode. No evident overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 31, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:27957", + "issue:29870", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46655" + ], + "soft_pairs": [ + "issue:43550|issue:45083", + "issue:38175|issue:44493", + "issue:29942|issue:35141", + "issue:27957|issue:34689", + "issue:29870|issue:32090", + "issue:44448|issue:44977", + "issue:45920|issue:46192", + "issue:43278|issue:43329", + "issue:40444|issue:43526", + "issue:45290|issue:45381", + "issue:44977|issue:45229", + "issue:10000|issue:15354", + "issue:43278|issue:43381", + "issue:45290|issue:46655", + "issue:44855|issue:46399", + "issue:43927|issue:45698", + "issue:29870|issue:33290", + "issue:44857|issue:45588", + "issue:37428|issue:42175", + "issue:32090|issue:33290", + "issue:44561|issue:44779", + "issue:43873|issue:45229", + "issue:25251|issue:32090", + "issue:44448|issue:44466", + "issue:43976|issue:45440", + "issue:42490|issue:43873", + "issue:44568|issue:45491", + "issue:45588|issue:45823", + "issue:41720|issue:45229", + "issue:43278|issue:43575", + "issue:44977|issue:45563" + ], + "prepared_review_unit_hash": "d4c1617c2b1551bef3c936c84a494d720758786672599dbb85f3d608412e713b", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37245, + "estimated_input_tokens": 9312, + "estimated_eval_tokens": 18880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug/change; the cluster is a mix of unrelated tokenizer, generation, quantization, multimodal, and training/runtime issues. The strongest standalone issue anchor is the broad v5 tokenizer regression in issue 45920.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45920 is the broadest, most cross-cutting bug report here: a v5 tokenizer regression affecting multiple model families, with inbound references and a clear shared failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best representative issue for this set because it has the widest impact and the clearest cross-model regression pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Different subsystems and symptoms: torch.compile/SDPA failure vs a multimodal feature-length helper bug." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "A model producing zero probabilities is unrelated to unexpected position-id keys during loading/serialization." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same bug as embedding reinitialization after resize." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Both mention model loading, but they target different models and different failure modes." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Generation-time decoder_attention_mask bug is unrelated to distributed broadcast of NoneType in Trainer." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation regressions, but the titles point to different model-specific issues and no shared code-path." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer regression affecting token IDs is not the same as return_tensors being ignored when kwargs are passed." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Dtype drift in evaluation is unrelated to an undefined video-token helper branch." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multi-image VL fine-tuning failure and BeitImageProcessor label reduction bug are different components." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template/tool-call crash is not the same bug as wrong video vision_position_ids." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation failure and multi-GPU CUDA OOM are different underlying problems." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "These are unrelated old issues: DistilBERT model error vs torch.jit.script GeneratorExp export failure." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Evaluation dtype mismatch is not the same as gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Tool-call chat templating crash and video padding bug are both multimodal, but not the same code path." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 parsing/IndentationError is unrelated to a missing decorator on a rotary-pos-emb registration." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one is config token IDs and the other is loading the wrong custom module." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Generation bug is unrelated to an Adafactor/deepspeed OOM during training." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash and flash_attention sink-less model AttributeError are different failures." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Importing a flash-attention utility and missing TensorFlow in a torch install are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer NoneType broadcast error is not the same issue as deepspeed optimizer OOM." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of a utility breaking trust_remote_code models is unrelated to a tokenizer regression." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading malfunction and multi-GPU OOM may both be memory-related, but they are not the same bug." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior is unrelated to distributed broadcast of NoneType." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "One is a generation-output regression; the other is device-dependent lm_head serialization. Similar theme, different bug." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility issue is unrelated to DeepSeekV3MoE divergence from the remote implementation." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local path import warning has no connection to quantization offloading behavior." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are different subsystems." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention AttributeError and device_map forward mismatch are separate runtime problems." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device-mapping assert on A800 is not the same as multi-GPU OOM on Gemma4." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "BF16-to-FP32 eval dtype drift is unrelated to tensor-parallel load OOM." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "A flash-attention generation bug is unrelated to a stale warning about num_return_sequences." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 32, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45803", + "issue:46121", + "issue:46369", + "issue:46693" + ], + "soft_pairs": [ + "issue:44871|issue:44977", + "issue:43381|issue:43701", + "issue:29127|issue:34567", + "issue:33357|issue:39692", + "issue:45198|issue:45803", + "issue:43653|issue:44743", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:45372|issue:45588", + "issue:43611|issue:46121", + "issue:42915|issue:42994", + "issue:29870|issue:34689", + "issue:45372|issue:45406", + "issue:43412|issue:45588", + "issue:44206|issue:44479", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:29942|issue:30064", + "issue:45491|issue:46693", + "issue:43065|issue:45412", + "issue:43065|issue:43994", + "issue:45245|issue:45563", + "issue:45459|issue:45712", + "issue:29127|issue:33357", + "issue:44265|issue:45198", + "issue:43066|issue:44462", + "issue:43575|issue:43701", + "issue:45372|issue:45459", + "issue:45440|issue:45593", + "issue:43994|issue:45412", + "issue:29127|issue:35141", + "issue:42490|issue:43381", + "issue:45412|issue:46369" + ], + "prepared_review_unit_hash": "7ecca6f3ed23fbfef38792fd89f910dc0eabe39a1ea794ef0caa8b6e8ecc19ae", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37694, + "estimated_input_tokens": 9424, + "estimated_eval_tokens": 19104 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated closed issues; I would not merge any of the soft-similarity pairs except the Gemma 4 processor loading/reporting regression, which looks like two symptoms of the same breakage. There are no PRs in the input.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45372 is the clearest anchor candidate: it has a concrete regression, explicit version impact, and downstream references, and it appears to be the root cause behind the related Gemma4Processor serve failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45372 is the strongest overall triage candidate because it describes a specific, reproducible loading regression with a clear dependency-related root cause and broader downstream impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: Gemma3 EOS-token config mismatch vs Qwen3.5 flash-attention generation issue." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Unrelated areas: gradient checkpointing eval-mode restriction vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "Different subsystems and symptoms: LayoutLMv3 box-info error message vs TrainerState token-count tracking." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error is unrelated to SigLIP2 documentation/example problems." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure is not the same bug as a bare except in FuyuBatchFeature conversion." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to Qwen3.5 recurrent-state reset behavior." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are different code paths and different failure modes." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash is not the same underlying issue as Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor loading/import failure and flash_attention.py s_aux=None crash are separate bugs in different paths." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base-model-prefix loading regression and convert_rope_params_to_dict TypeError are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are distinct quantization issues." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate() decoder mask bug is unrelated to Llama 3.2 Vision model loading breakage." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": true, + "reason": "Both point to the same Gemma4 processor loading regression: the import failure in one issue plausibly leaves Gemma4Processor incompletely initialized, leading to the missing _tokenizer crash in serve." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n executorch export issues and flash_attention sink-less model crash are different failures." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in feature extraction is unrelated to the Qwen video-input regression." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer misconfiguration and DeepseekV3MoE divergence are different model-specific bugs." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer mask-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void-segmentation-map processing are unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both mention FA2/long-context, but one is a NaN-correctness bug and the other is a performance regression; not the same underlying change." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy-conv cleanup and RT-DETR memory-release behavior are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d cleanup does not match SigLIP2 nonsensical output behavior." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime error and stale paged-generate warning are different issues." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking without protobuf and leftover dummy classes in dummy_pt_objects.py are unrelated maintenance issues." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and CLIP MacOS bus error are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export / torch_compilable_check failure is not the same bug as Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder-type mismatch in v5 and ignoring tokenizer.json are different tokenizer-loading problems." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "TP OOM when loading Qwen2-57B and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 loading regression and protobuf-related tokenizer error masking are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss omission are different model bugs." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 box-message clarity and embedding reinitialization after resize are different problems." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash local-path import warning is unrelated to gradient-checkpointing eval-mode behavior." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR memory leak and Sam3 litetext memory overflow are different memory issues in different models." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge decisions are conservative overall. The only accepted pair (45372/45406) is phrased cautiously enough to remain plausible from the titles and link structure, and the rest are clearly defended as unrelated. No PRs are present in the packet, so that part is also correct." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 33, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43720", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45381", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45600", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693" + ], + "soft_pairs": [ + "issue:43421|issue:45491", + "issue:43575|issue:44387", + "issue:44442|issue:45072", + "issue:43526|issue:45834", + "issue:42915|issue:43931", + "issue:43526|issue:46693", + "issue:43824|issue:44279", + "issue:43526|issue:44186", + "issue:27957|issue:29127", + "issue:43994|issue:46369", + "issue:27957|issue:33290", + "issue:43334|issue:43531", + "issue:45250|issue:46640", + "issue:33290|issue:34689", + "issue:46121|issue:46399", + "issue:33290|issue:35141", + "issue:45588|issue:45600", + "issue:43381|issue:43873", + "issue:44514|issue:45381", + "issue:43761|issue:45859", + "issue:43646|issue:44077", + "issue:44977|issue:45245", + "issue:43262|issue:44206", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:45003|issue:45440", + "issue:42490|issue:44743", + "issue:43720|issue:44442" + ], + "prepared_review_unit_hash": "27a4630c858d8ef1683d1f96e7e931ef183746432285db785a9487f07a1b12e0", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35963, + "estimated_input_tokens": 8991, + "estimated_eval_tokens": 18238 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous. The soft-similarity pairs mostly share broad themes like OOM, Flash Attention, model loading, or processor behavior, but they point to different models, configs, or code paths, so none are safe duplicate merges.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Different bugs: runtime special-token/post-processor updates vs Gemma3 NaN embeddings with sliding-window attention." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is tensor-parallel load OOM for a specific Qwen2 model and the other is int4 quantization memory regression." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated subsystems: tokenizer loading failure vs dtype mismatch during bfloat16 inference." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 OCR long-input index errors." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and failures: FP8 config handling vs Qwen3-VL weight-shape mismatch on load." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Label reduction in an image processor is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific missing export/import error is not the same as a generic dependency issue." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different processors/tokenizers and different crash conditions." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to LayoutLMv3 error-message clarity." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Different problems: nonsensical SigLIP2 outputs vs SAM3 LiteText memory overflow." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention support and deepspeed Adafactor OOM are different code paths and causes." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding-window issues are distinct bugs." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are vague FA2 reports, but there is no concrete evidence they describe the same underlying bug." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer OOM and a model-loading regression for Llama 3.2 Vision are unrelated." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-validation TypeError and Qwen3.5 kernel registration ValueError are different failures." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM in deepspeed/Adafactor is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention sink-less crash and auto_mappings CI breakage are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is not the same as quantization offloading behavior." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is batched apply_chat_template padding behavior and the other is video vision_position_ids." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen3.5MoE CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model init breakage in Transformers 5.0.0 is not the same as patchtsmixer post_init policy changes." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation issue and category-cardinality RuntimeError are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default and LasrFeatureExtractor center-arg crash are different audio bugs." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset with cache and Whisper batch_decode skip_special_tokens are separate behaviors." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver interpolation failure are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "sys.modules access issue in modeling_utils is unrelated to DeepseekV3MoE divergence." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Trailing-slash import warning has nothing to do with recurrent-state caching." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading bug is unrelated to tokenizer loading failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 34, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:42175", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43643", + "issue:43701", + "issue:43723", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45325", + "issue:45479", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46506", + "issue:46697" + ], + "soft_pairs": [ + "issue:42175|issue:46234", + "issue:43316|issue:43525", + "issue:43723|issue:45479", + "issue:27957|issue:29870", + "issue:43493|issue:43827", + "issue:44077|issue:44479", + "issue:45325|issue:46697", + "issue:44062|issue:45907", + "issue:43873|issue:44871", + "issue:43761|issue:44079", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:43316|issue:45759", + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:43761|issue:44188", + "issue:44190|issue:44496", + "issue:43931|issue:45216", + "issue:43232|issue:43388", + "issue:44442|issue:45803", + "issue:42907|issue:45698", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:27957|issue:32090", + "issue:43550|issue:43701", + "issue:43575|issue:43742", + "issue:25251|issue:28282" + ], + "prepared_review_unit_hash": "9c002b0423d371ce5270bf5a14175af43bd31039c8d28f7e31f4f0a4ae2d8fc3", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36001, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs span unrelated model bugs, config issues, packaging/import errors, and docs regressions. None of the candidate edges look like the same underlying bug or change, so all soft links should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a credible canonical representative because the set is not a duplicate cluster; the items cover many unrelated subsystems and failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Different problems: one is TensorFlow missing from a torch extra install, the other is a missing import_utils helper for falcon mamba SSM." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both mention config API inconsistencies, but they concern different models and different missing fields; not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and zero-loss classification behavior are unrelated failure modes." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta is unrelated to Bart generation failing on decoder_attention_mask assignment." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation parity is unrelated to documentation still referencing removed pipeline APIs." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "One is a patchtsmixer config validation issue; the other is a video-input regression in Qwen VL models." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope index scaling and Swin2SR image over-padding are different image/video preprocessing bugs." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-arg duplication is unrelated to list_repo_files failing to forward revision." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id inconsistency are separate issues." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and generic ModelOutput key assignment are not the same code-path bug." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields with trust_remote_code and rotary_pct not persisting on reload are different config serialization problems." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 IndentationError in torch.jit parsing is unrelated to the DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config handling, but one is a Gemma3TextConfig API mismatch and the other is composite Qwen text_config unwrapping; different fixes." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL shape mismatch during load are unrelated model loading failures." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Loading failures for physical-intelligence/fast and a backend mapping error for tensorflow_text are different issues." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Both are regressions in model behavior, but one is missing hidden_states output and the other is divergent attention kernels under torch.compile." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to an unrecognized model/config.json error." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "A Qwen3-VL shape mismatch on load is unrelated to Qwen3.5 checkpoint saving being incorrect." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwarg synchronization after sync_gpus and gather_for_metrics label truncation are different distributed-training bugs." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer failing on a specific tokenizer class is unrelated to FuyuBatchFeature swallowing exceptions." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and loading the wrong custom module after save_pretrained are different serialization paths and bugs." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch and CPU/CUDA result divergence are unrelated problems." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Running 3d_parallel.py and OOM when loading Qwen2-57B with tensor parallelism are different distributed/runtime issues." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Trainer broadcasting NoneType through _gpu_broadcast_one." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM in tensor-parallel Qwen2-57B loading and a MobileLLM key error are different model-loading failures." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting behavior and missing PyTorch for AutoModel are entirely unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 35, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43650", + "issue:43701", + "issue:43716", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44464", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:45542", + "issue:45584", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46424", + "issue:46821", + "issue:46832" + ], + "soft_pairs": [ + "issue:43606|issue:43701", + "issue:46234|issue:46291", + "issue:44464|issue:46421", + "issue:16998|issue:22355", + "issue:43295|issue:43825", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:43316|issue:46821", + "issue:44077|issue:44534", + "issue:44871|issue:46050", + "issue:44162|issue:44792", + "issue:45803|issue:46365", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:43404|issue:43441", + "issue:45632|issue:46424", + "issue:45803|issue:46170", + "issue:44610|issue:46369", + "issue:43650|issue:46202", + "issue:43761|issue:46832", + "issue:43572|issue:46178", + "issue:43540|issue:44514", + "issue:45542|issue:46234", + "issue:43065|issue:44617", + "issue:43504|issue:45698", + "issue:44792|issue:44977" + ], + "prepared_review_unit_hash": "59f61e0f77bd04c011faf31d808d76037ff0aefdb85364b33387199173929c07", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34980, + "estimated_input_tokens": 8745, + "estimated_eval_tokens": 17746 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose semantic cluster, not a true duplicate set: the items span many unrelated Transformers regressions and model-specific bugs. None of the soft pairs look like the same underlying issue/change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45698 is the best anchor for the cluster because it is a concrete from_pretrained/save_pretrained custom-module loading regression and the closest recurring theme across nearby items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the strongest global representative: it is specific, user-facing, and sits at the center of the save/load custom-model regression pattern, though the set is still too mixed for a real duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "Different failures: CPU offload device placement vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Both are import-related, but they target different missing checks/dependencies and different code paths." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Related to chunked generation/cache behavior, but one is inconsistent outputs under compiled forward and the other is spurious recompilation from lazy cache init." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Unrelated topics: model_max_length discussion vs missing transformers.onnx module." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Different bugs: processor/tokenizer regression vs pipeline error-message wording." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Different model/API bugs: processor.tokenizer regression vs Gemma eos_token_id config mismatch." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Different models and symptoms; one is Gemma config mismatch, the other is Whisper empty-transcription generation failure." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Different code paths: Gemma3TextConfig API discrepancy vs image preprocessor/model dtype mismatch." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "No shared underlying bug beyond both being config/API issues in different model families." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Different problems: disallowed optional post_init vs non-persistent buffers being initialized with junk." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Both involve round-tripping config/state, but the concrete failures and models are different." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "Different model families and different failure modes; not the same bug." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors in tensor conversion is unrelated to a Trainer import failure caused by datasets." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Both touch initialization/config reload, but one is a broad v5 custom-model init breakage and the other is a specific rotary_pct persistence bug." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are model-loading errors, but one is gguf_file handling and the other is missing model_type in config.json." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but different concrete issues: tied weights vs FlashAttention failure." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is a trust_remote_code path collision and the other is max_cache_length handling." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Unrelated bugs: exception handling in Fuyu tensor conversion vs Windows/ROCm import dependency issues." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different models and symptoms: processor size mismatch vs memory overflow." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "No real overlap; one issue is unrelated/largely non-technical, the other is a Gemma pipeline roundtrip failure." + }, + { + "left": "issue:43761", + "right": "issue:46832", + "accept": false, + "reason": "Both are forward-path errors, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Different areas entirely: StableLm config field missing vs tensorflow_text backend registration failure." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both involve Qwen multimodal behavior, but video processing and batched chat-template padding are distinct code paths." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Both are import/backend detection issues, but they involve different optional dependencies and different error conditions." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Same project area, but dummy layer definition and CUDA OOM are not the same underlying bug." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both concern pretrained loading, but one is a legacy-field preset load failure and the other is wrong custom-module resolution after save/load." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes; failed image-generation test vs flash-attention generation issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 36, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43335", + "issue:43352", + "issue:43388", + "issue:43475", + "issue:43525", + "issue:43531", + "issue:43644", + "issue:43673", + "issue:43688", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44479", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:45127", + "issue:45200", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46421", + "issue:46617", + "issue:46640", + "issue:46697", + "issue:46832" + ], + "soft_pairs": [ + "issue:43388|issue:43688", + "issue:44792|issue:45600", + "issue:45127|issue:45200", + "issue:43352|issue:46640", + "issue:43673|issue:44743", + "issue:41950|issue:43475", + "issue:43525|issue:43531", + "issue:44190|issue:44964", + "issue:44734|issue:45406", + "issue:44534|issue:44913", + "issue:35141|issue:42490", + "issue:46082|issue:46697", + "issue:44869|issue:46832", + "issue:45632|issue:46617", + "issue:43673|issue:46421", + "issue:44855|issue:45588", + "issue:43827|issue:43994", + "issue:43931|issue:44060", + "issue:29870|issue:35141", + "issue:44617|issue:45584", + "issue:45563|issue:45584", + "issue:43644|issue:44913", + "issue:44933|issue:45362", + "issue:25251|issue:27957", + "issue:43335|issue:44855", + "issue:44479|issue:44734", + "issue:45381|issue:46369" + ], + "prepared_review_unit_hash": "ea63981393fd902efa14c3507ac713aa9318eaff748eae2cbabf9aa935f30c30", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35946, + "estimated_input_tokens": 8987, + "estimated_eval_tokens": 18230 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is largely heterogeneous. Most soft pairs are only loosely related by subsystem keywords, not the same bug. I found no strong duplicate PR candidates, and only one borderline issue pair around trust_remote_code caching, which I still rejected as too symptom-level vs root-cause different.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 45632 is the clearest root-cause-style report in the cluster: it identifies a specific cache-path collision mechanism with a concrete fix surface, and it is the closest thing to a duplicate hub among the listed issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45632 is the most actionable and specific bug report here, with a direct failure mode and a focused remediation path; it is a better representative than the broader or more symptom-oriented reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different bugs: metric gathering drops tuple labels vs auxiliary-loss normalization in MoE models." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated: janus image-generation test failure vs auto-mapping references to removed configs." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different areas: LoRA/extended-vocab collapse with tied embeddings vs Gemma4 multimodal token-type defaults." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is a specific model not supported yet and the other is a generic FA2 issue; too broad to merge." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/state, but one is GenerationMixin chunked-prefill cache missing and the other is Qwen recurrent-state reset; not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different model/pipeline problems: processor selection in video-classification vs missing vision encoder output attribute." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Separate model-config bugs: missing pad_token_id vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different loading paths and failures: local dataset loading script vs multimodal model loading regression." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both are transformers serve crashes, but one is KV-cache continuation indexing and the other is a missing processor attribute; distinct code paths." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Different config/runtime bugs: non-persistent buffers initialized with junk vs GPTNeoX rotary_pct reload regression." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Unrelated: embedding reinitialization after resize vs path-with-trailing-slash import warning." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Different components: LlamaConfig head_dim validation vs Swin2SR image over-padding." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Different failure modes and models: Whisper decode crash vs RT-DETR feature-level mismatch." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Same broad trust_remote_code/cache theme, but one is a leaf-name cache collision and the other is a generic FileNotFoundError when loading from cache; not clearly the same underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is cache missing and the other is spurious recompilation from lazy init; related area, not the same bug." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Completely different: Python 3.13 decorator parsing/import failure vs flash_attention sink-less-model AttributeError." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs cleanup about removed pipelines vs a model producing bad outputs with AutoModel/pipeline." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different Qwen model issues: weight-shape mismatch during load vs tied-weights warning wiring the wrong tensors." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Bart generate() decoder-mask bug vs embedding reinit after resize; no concrete overlap." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated: SAM3Video OOM vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Different generation bugs: stale warning for num_return_sequences vs Whisper crash after align_special_tokens." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Different classes of regression: non-persistent buffer junk vs config reload losing rotary_pct." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Import-from-image_utils issue vs Qwen3.5 chat crash; no shared bug." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Different behavior: pipeline top_k nesting regression vs XLM-R Flash Attention 2 support question." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs Python 3.13 indentation/import parsing failure; unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both touch newer generation/video paths, but one is a video-input regression in Qwen VL models and the other is serve KV-cache indexing." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Different symptoms and likely fixes: incorrect vision_position_ids vs SAM3LiteText memory overflow." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 37, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:25251", + "issue:29870", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43643", + "issue:43854", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44246", + "issue:44462", + "issue:44464", + "issue:44496", + "issue:44521", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44877", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46369", + "issue:46489", + "issue:46655", + "issue:46697", + "issue:46752" + ], + "soft_pairs": [ + "issue:43550|issue:44190", + "issue:44077|issue:44877", + "issue:41720|issue:45245", + "issue:43065|issue:44610", + "issue:43335|issue:44190", + "issue:44464|issue:45563", + "issue:45127|issue:45357", + "issue:45381|issue:46655", + "issue:39692|issue:44190", + "issue:44112|issue:45600", + "issue:44779|issue:46489", + "issue:44617|issue:46369", + "issue:43526|issue:46697", + "issue:43540|issue:44734", + "issue:43295|issue:45276", + "issue:45290|issue:46752", + "issue:44737|issue:45803", + "issue:44462|issue:45907", + "issue:44521|issue:45381", + "issue:45276|issue:45584", + "issue:44938|issue:45542", + "issue:25251|issue:29870", + "issue:45632|issue:46234", + "issue:43854|issue:44964", + "issue:44246|issue:45003", + "issue:44964|issue:45600", + "issue:43643|issue:44496", + "issue:44112|issue:44964" + ], + "prepared_review_unit_hash": "71199239f5143c11809f1a7babca722600a59aaafa4ea1153d4f887f10e310a2", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36207, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the items cover many unrelated bugs across tokenizers, processors, model loading, generation, and CI. None of the soft pairs are safe duplicates based on titles alone; a few are in the same API area (e.g. apply_chat_template or tokenizer regressions) but still look like distinct concrete failures.", + "confidence": 0.9, + "canonical_issue_reason": "Issue #44521 is the strongest representative available: it has the most engagement/inbound references and is a concrete, user-facing API bug, while the rest of the cluster is too mixed to support a single true canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "#44521 is the best issue candidate for triage because it is active, well-referenced, and centered on a widely used API path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Different failure modes and subsystems: torch.compile/SDPA model inference vs local dataset loading in an example script." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but one is about disallowing optional post_init and the other about strict loading of a specific Granite Speech config; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated runtime failures: CUDA assert during Qwen3 auto device mapping vs a category-cardinality error." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Both touch vision models, but one is a dummy layer in Sam3PixelDecoder and the other is an input-size mismatch in OmDet-Turbo processing." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Completely different areas: SwitchTransformers sparse-layer construction vs dataset loading in a training example." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Generation bugs, but different concrete issues: compiled-forward inconsistency vs a stale warning about num_return_sequences." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both mention model save/merge behavior, but one is LoRA/vocabulary collapse and the other is incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are multimodal/video-related, but they point to different code paths: vision_position_ids vs padding calculation in a different video processor." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Doc example/model mismatch and quantization issues are unrelated to the local dataset loading failure." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Different CI problems: stale GraniteSpeech device-override test vs auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Related tokenizer regressions, but the titles describe different scopes/models; not enough to conclude the same underlying bug." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related in Sam3-family models, but one is CUDA OOM in Sam3Video and the other is memory overflow in sam3-litetext; likely distinct." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different image-processor bugs: BEiT label reduction vs Swin2SR over-padding on divisible dimensions." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different failures: video input validation in Qwen3OmniMoe vs KV-cache continuation indexing in transformers serve." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Different regressions: processor.tokenizer access breakage vs gemma4 resize_token_embeddings not updating tied embeddings." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Same general API, but different edge cases: tool-call assistant messages with no content vs passing an empty list; not clearly the same bug." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Unrelated bugs: CPU allocation in XLNet positional encoding vs bare except swallowing errors in Fuyu tensor conversion." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Different repository/API issues: tokenizer.json resolution vs list_repo_files not forwarding revision." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both involve multimodal chat/vision behavior, but one is assistant mask generation and the other is video vision_position_ids; different concrete bugs." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated model behaviors: gemma4 embedding resizing vs Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend handling are separate problems." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Different generation/pipeline problems: nested list output shape vs Bart generate() unbound local error." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Different import/config issues: trust_remote_code cache-path collision vs a missing utility function export." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but they concern different models and likely different loading paths/configurations." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import-time performance intermittency is not the same as unsafe sys.modules access; different bug classes." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different model-loading/auto-mapping failures: Phi-4 multimodal load vs stale Sam3LiteText auto_mappings references." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config/load errors, but one is missing fields with trust_remote_code and the other is an unrecognized model lacking model_type." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake in GraniteSpeech is unrelated to a model load failure for Phi-4 multimodal." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 38, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43650", + "issue:43673", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44734", + "issue:44792", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45245", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:46082", + "issue:46121", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:27957|issue:35141", + "issue:46082|issue:46121", + "issue:42175|issue:44279", + "issue:45245|issue:45584", + "issue:42796|issue:44521", + "issue:36246|issue:41628", + "issue:44186|issue:44734", + "issue:43650|issue:44220", + "issue:36246|issue:38617", + "issue:43404|issue:45216", + "issue:43479|issue:45375", + "issue:32090|issue:35141", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:43673|issue:46424", + "issue:43531|issue:45600", + "issue:44016|issue:44220", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:45083|issue:46506", + "issue:42907|issue:43441", + "issue:43381|issue:45593", + "issue:44683|issue:45446", + "issue:43526|issue:43901", + "issue:43673|issue:44336", + "issue:43976|issue:44279", + "issue:44496|issue:45042", + "issue:43901|issue:44496", + "issue:44792|issue:46424", + "issue:44016|issue:44062" + ], + "prepared_review_unit_hash": "0f93d63911fc2552adede2445561e28f8258302428bb59836cccd51e4501a8b3", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36687, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most candidates are unrelated bugs, import errors, regressions, docs issues, or test failures. I found no safe duplicate/mergeable pair among the soft edges.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 44521 is the most central and active item in the set (open, highest inbound references, substantial discussion) and is the best available representative of the cluster, even though the surrounding items are not truly cohesive.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 has the clearest product-level bug description and the strongest cross-reference activity, making it the best standalone issue to anchor triage for this noisy cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Different code paths: Flash Attention 2 support vs token embedding reinitialization after resize." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Both are config-related, but one is about `head_dim` validation and the other about rope-validation list handling." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Both mention dependencies, but the failing backend/package and symptoms are different." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated: category-cardinality error vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling is distinct from multimodal assistant mask generation." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports/symbols with no shared concrete failure path." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/NER crash is unrelated to server KV-cache continuation indexing." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "These titles do not describe the same bug; one is nonspecific, the other is audio feature extraction." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Separate import errors from different modules and symbols." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different model families and different failures: weight tying vs checkpoint save correctness." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both touch config defaults, but the model types and missing fields are different." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding reinitialization on resize." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Buffer access error and CPU/CUDA output divergence are different problems." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline image-processor lookup bug is unrelated to a notebook syntax error." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both involve cache terminology, but one is missing cache in generation and the other is a cache-config semantics issue." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and auto_mappings CI breakage are not the same underlying bug." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature-extraction issue are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version incompatibility is distinct from failing to load a specific model repo." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different regressions in different model stacks: processor/tokenizer API break vs T5Gemma embedding resize bug." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different model-specific behavior bug vs CPU/CUDA discrepancy in another model." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but saving dequantized models and FlashAttention failures are different concrete issues." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode failure is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Flex-attention compilation failure and PyTorch version-check import bug are related only at a broad subsystem level." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Image processor label reduction bug and pipeline docs mismatch are different classes of issue." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache continuation behavior and ANSI color output in loading_report are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python support regression is not the same as a general dependency issue." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Missing model registration/config and PIL backend requiring torchvision are distinct failures." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for a pipeline does not match an unrecognized-model import/config error." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus test failure is unrelated to cache-length configuration behavior." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and `AddedToken` keyword-argument TypeError are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 39, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44327", + "issue:44351", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44521", + "issue:44779", + "issue:44933", + "issue:45020", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46512", + "issue:46515", + "issue:46693", + "issue:46752" + ], + "soft_pairs": [ + "issue:43441|issue:45588", + "issue:44496|issue:45759", + "issue:43824|issue:44933", + "issue:46123|issue:46369", + "issue:44327|issue:46752", + "issue:44521|issue:46693", + "issue:44279|issue:46515", + "issue:43299|issue:45216", + "issue:45335|issue:45584", + "issue:46082|issue:46399", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:44075|issue:44368", + "issue:39692|issue:43901", + "issue:43976|issue:45405", + "issue:46082|issue:46512", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:42796|issue:43650", + "issue:41950|issue:45020", + "issue:44779|issue:45812", + "issue:43299|issue:45357", + "issue:43479|issue:43525", + "issue:44242|issue:45200", + "issue:44466|issue:45276", + "issue:43299|issue:43854", + "issue:41950|issue:45823", + "issue:43653|issue:45593" + ], + "prepared_review_unit_hash": "b5c0caf82209769eaa9ff0b09964da6f78c14532547f186af8b666e60b781fe4", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36204, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set does not form a real duplicate cluster: the items span unrelated model, tokenizer, pipeline, config, and docs bugs. All soft edges are rejected because they only share broad subsystem keywords, not the same underlying defect.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is clearly canonical; the issues are too heterogeneous to represent one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because there is no common concrete failure mode across the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention FlashAttention, but one is a Ministral model failure and the other is a sink-less flash_attention.py AttributeError; different code paths and bugs." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both concern model loading/config handling, but one is an unrecognized model_type error and the other is text_config unwrapping for composite Qwen multimodal configs." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they target different symbols and modules with no shared underlying change." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "A pipeline batching bug and a memory overflow report are unrelated failure modes." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans top-k bounds crash and empty-list chat template IndexError are distinct pipeline errors." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Multimodal assistant mask generation and FA2 long-context performance regression are different problems." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "These are generic dependency complaints, but they involve different dependencies and different breakages." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen regressions, but one is model loading and the other is save_pretrained serialization; not the same bug." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Different models and different behaviors: token embedding resize propagation vs Whisper empty-transcription generation." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration failure are unrelated." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A general dependency issue is not the same as bumping an unreleased PEFT minimum version." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer/processor regressions, but one is processor.tokenizer/image passing behavior and the other is Deepseek tokenization output correctness." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD optimizer arguments being ignored is unrelated to a Qwen warning about tie_word_embeddings." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but one is a SigLIP2 example mismatch/quantization failure and the other is a TextClassificationPipeline parameter documentation mismatch." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python compatibility failures and PEFT version pinning are unrelated release issues." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Config validation for head_dim is different from stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "A dtype-loading bug in Blip2 is not the same as Qwen3.5 checkpoint serialization corruption." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A missing HybridCache import may be one symptom of broader import breakage, but these reports do not describe the same concrete defect." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "A tokenizer BPE-marker bug and a vague data request are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup and remote_code compatibility are different issues." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenization failures." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3VL load failure and Qwen3.5 visual encoder save_pretrained keys are different sides of the workflow and not the same bug." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "One is default multimodal config initialization; the other is a missing pad_token_id on Llama4Config." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss gating and Gemma 4 mm_token_type_ids defaults are different model-training behaviors." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both involve embedding/weight handling, but one is device-dependent serialization and the other is resize_token_embeddings propagation." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "A Qwen3VL loading regression and a GLM-4.7-Flash unit-test loading issue are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor lookup and Gemma4 PLE device mismatch do not share the same code-path failure." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss handling are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 40, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43525", + "issue:43650", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44336", + "issue:44361", + "issue:44462", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46209", + "issue:46291", + "issue:46399", + "issue:46851" + ], + "soft_pairs": [ + "issue:44683|issue:45542", + "issue:43650|issue:46209", + "issue:44462|issue:45081", + "issue:44016|issue:44291", + "issue:44361|issue:45593", + "issue:45103|issue:45372", + "issue:43441|issue:45834", + "issue:42994|issue:43317", + "issue:33290|issue:45656", + "issue:45081|issue:45907", + "issue:45600|issue:45712", + "issue:44623|issue:44749", + "issue:44261|issue:44263", + "issue:44336|issue:46851", + "issue:45859|issue:46851", + "issue:42175|issue:43976", + "issue:44623|issue:45397", + "issue:44671|issue:44779", + "issue:43723|issue:44162", + "issue:43901|issue:44246", + "issue:43673|issue:43761", + "issue:45542|issue:45800", + "issue:43441|issue:44683", + "issue:43824|issue:43976", + "issue:43525|issue:43881", + "issue:44016|issue:45823", + "issue:46291|issue:46399", + "issue:44188|issue:44336" + ], + "prepared_review_unit_hash": "74451c8a51a8b49094fab23a7176bb654ee7179881647a7fe98195ac80300734", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35411, + "estimated_input_tokens": 8853, + "estimated_eval_tokens": 17962 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated regressions and feature bugs across Transformers v5, with no soft pair that clearly describes the same underlying problem. Several are adjacent in subsystem or model family, but the failure modes differ enough that none should be merged as duplicates from the available evidence.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 44779 is the clearest concrete regression report in the set: it names a specific model family (DeepSeek), a version boundary (v4 vs v5), and a user-visible correctness failure. It is a reasonable representative anchor even though the overall set is not a tight duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44779 is the strongest standalone issue for triage because it is specific, reproducible in principle, and describes an explicit behavior regression rather than a vague symptom or compatibility note.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Different subsystems and failures: flex_attention/torch compatibility vs missing TensorFlow backend installation." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Unrelated: a vague request to add data vs an FP8 inference failure on B200." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both tokenizer-related, but one is AutoTokenizer ignoring tokenizer.json and the other is a Mistral regex patch crash; different bugs." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is unrelated to init_empty_weights TypeError during model loading." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Different models and code paths: MLuke tokenizer task error vs D-FINE auxiliary loss behavior." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling is unrelated to Gemma 4 processor import failure." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR index error are different model-specific bugs." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantized models, but one is save failure and the other is dequantized load/offload failure; not the same defect." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed/optimizers, but one is OOM with Adafactor and the other is double optimizer stepping." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer regex patch crash is unrelated to list_repo_files revision forwarding." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are CI/repo hygiene issues, but one is stale auto_mappings entries and the other is leftover dummy classes." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to the reported slowdown after upgrade." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Both are GLM/MLA adjacent, but one is a missing config epsilon causing precision drift and the other is a torch.split return-value issue." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI codes in loading_report is unrelated to Qwen3.5 variable-length position_ids behavior." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Same model family, but CPU-offload incompatibility is not the same as variable-length input handling with position_ids." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Dependency/install backend issue is unrelated to Python version compatibility." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing processor save outputs is unrelated to Gemma-4 zero3 from_pretrained loading." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 correctness regressions, but CamemBERT masked LM predictions and DeepSeek tokenizer output are distinct code paths." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and ESM2 failure are different model-loading bugs." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to intermittent import slowness." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache chunked_prefill bug and CLIPVision hidden_states regression are different issues." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorFlow backend packaging problem is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both mention attention kernels, but one is a model-specific FlashAttention failure and the other is a torch>=2.9 compiled flex_attention issue." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2.5-VL import and Python 3.9 compatibility are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different model families and different load failures; no shared concrete bug." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 device mismatch during forward." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both involve kernels integration, but one is a dependency/version requirement during import and the other is a Qwen3.5 registration crash; not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to ANSI escape code output in loading_report." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 41, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42886", + "issue:43299", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43643", + "issue:43784", + "issue:43976", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44451", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46132", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:44589|issue:45362", + "issue:43525|issue:43643", + "issue:46655|issue:46726", + "issue:44336|issue:44373", + "issue:45325|issue:46851", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:45083|issue:46851", + "issue:44297|issue:45397", + "issue:44246|issue:44496", + "issue:46399|issue:46851", + "issue:45561|issue:45563", + "issue:45072|issue:46829", + "issue:45103|issue:46399", + "issue:44242|issue:45593", + "issue:46614|issue:46665", + "issue:43526|issue:45003", + "issue:43540|issue:46752", + "issue:43531|issue:45362", + "issue:42491|issue:43299", + "issue:44295|issue:45397", + "issue:45588|issue:46851", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:45003|issue:46821", + "issue:44451|issue:46752", + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:41950|issue:44220" + ], + "prepared_review_unit_hash": "2a5c68ddc2748be405f19e97de9053a375c497b64916b240619a7cc6f0c2c093", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36312, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft pairs share model family or API keywords, but the underlying failures differ in code path and symptom. I did not find any pair that looks like a true duplicate or a single PR-worthy change set.", + "confidence": 0.18, + "canonical_issue_reason": "issue:44246 is the broadest, most user-facing regression in the set and has the strongest discussion signal; it works best as a representative issue, though the cluster is not a clean duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44246 is the best single issue to keep as a stand-in for this noisy cluster because it is generic and high-signal, unlike the more model-specific or incidental reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Different failure classes: missing Float8 storage vs a Qwen chat/runtime crash." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both mention config fields, but one is Llama4-specific pad_token_id, the other is a generic trust_remote_code config omission." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding bug vs missing-vision-backend processor error; unrelated paths." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI output formatting bug vs a docstring issue; not the same bug." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both involve position_ids, but one is Qwen2.5-VL image temporal scaling and the other is Qwen3.5 variable-length inputs." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Import/export issue for AutoImageProcessor vs Python-version compatibility regression." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError vs tensorboard/TensorFlow backend setup error." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Helper length calculation in qwen3_omni_moe is not the same as Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config metadata mismatch vs Gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:44242", + "right": "issue:44496", + "accept": false, + "reason": "Mixture-of-experts aux loss bug vs unrecognized model/config loading failure." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Kernel registration/decorator crash vs position_ids handling; different code paths." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race vs stale generation warning; unrelated test/runtime bugs." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "bf16 dtype mismatch in model inference vs wrong hidden_states output mapping." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring future-annotations crash vs missing-decorator registration error." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both are aux-loss related, but one is router-logits loss wiring and the other is denoising/auxiliary-loss omission." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend state vs inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "Image processor reduce_labels bug vs unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing error vs empty-list chat template crash." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE vs Qwen3.5 chat crash; different mechanisms." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE family, but one is LoRA compatibility across branches and the other is base model loading breakage." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access bug vs Gemma-4 zero3 loading failure." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention sink-less model crash vs position_ids variable-length handling." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance issue vs Gemma-3 eos_token_id config inconsistency." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Terminal ANSI formatting bug vs GLM-5 RoPE discussion; unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "sys.modules access safety bug vs TimesFM window_size AttributeError." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure for ScandiBERT vs empty chat-template input crash." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache failure vs AttentionInterface.register changing callback behavior." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile + SDPA bug in Bamba vs CPU/CUDA result divergence in PPDocLayoutV3." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup vs audio feature extraction bug; different subsystems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 42, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:42757", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44038", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44351", + "issue:44466", + "issue:44479", + "issue:44496", + "issue:44561", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45584", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46655", + "issue:46726" + ], + "soft_pairs": [ + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:44734|issue:46424", + "issue:45003|issue:45561", + "issue:43540|issue:46655", + "issue:44496|issue:45003", + "issue:43673|issue:44561", + "issue:44162|issue:45200", + "issue:44479|issue:46655", + "issue:44295|issue:44749", + "issue:45375|issue:45759", + "issue:44242|issue:44857", + "issue:45859|issue:46399", + "issue:43262|issue:44246", + "issue:43475|issue:46369", + "issue:36246|issue:43596", + "issue:45137|issue:45600", + "issue:44877|issue:45375", + "issue:45292|issue:45584", + "issue:43295|issue:45292", + "issue:44623|issue:46726", + "issue:44466|issue:45335", + "issue:44038|issue:46506", + "issue:29870|issue:30333", + "issue:44987|issue:45459" + ], + "prepared_review_unit_hash": "9eb58d40f54f7524da690c70eaba88992eb28eb22b88ddc7a81476f8fd311c7e", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35720, + "estimated_input_tokens": 8930, + "estimated_eval_tokens": 18116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: it mixes unrelated import errors, model-specific regressions, config/load bugs, cache issues, and docs/test problems. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated failure modes across different models and subsystems, so there is no safe duplicate hub for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduping this set because no item is representative of the others; the cluster is too diverse to collapse into one issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Both are output/embedding-adjacent regressions, but one is a DeepSeek tokenizer bug and the other is resize_token_embeddings behavior; different code paths." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols/modules and different root causes." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: Qwen2.5-VLImageProcessor vs HybridCache." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mentioning return_all_scores and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is MOE weight conversion with accelerate+deepspeed and the other is a ZeRO3 deque underflow." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "Cache-related, but one is serve/KV continuation tensor indexing and the other is max_cache_length handling." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access bug and xdist file race are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processing bugs, but they affect different models and have different symptoms/root causes." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "An unrecognized model config error is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Different failures: missing GenerationMixin cache in chunked_prefill vs trust_remote_code breakage from removed helper." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 model breakage and Gemma 4 token-type defaults are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video regressions, but for different model families and different preprocessing issues." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A buffer/position_ids error and a performance regression report are not the same bug." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal config issues, but one is a missing config field and the other is from_config unwrapping behavior." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss omission and an AMP CUDA crash are different bugs." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both mention rotary embeddings, but CPU offload incompatibility and kernel registration failure are distinct code-path problems." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling rate and slow import behavior are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 output attribute missing vs SAM3-LiteText memory overflow are different failures." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Different import/model-loading contexts: Qwen2.5-VLImageProcessor import error vs ZeRO3/BertModel IndexError." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque underflow and stale auto_mappings entries are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve strict config handling, but they are different models and different missing config fields." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Both touch embeddings/tokenization, but one is resize_token_embeddings and the other is Whisper empty-transcription handling." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression and embedding resize behavior are different issues." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Saving processor files and missing vision-backend processor recognition are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both are embedding-weight consistency bugs, but one is lm_head serialization and the other is decoder.embed_tokens resizing." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "A Qwen3-VL-Moe bug and CPU/CUDA result divergence in PPDocLayoutV3 are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "BART generation UnboundLocalError and MLFlow reporting behavior are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure and protobuf-related tokenizer error masking are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 43, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:42199", + "issue:42886", + "issue:43065", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:43994", + "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:44898", + "issue:44977", + "issue:44995", + "issue:45200", + "issue:45229", + "issue:45250", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726", + "issue:46829", + "issue:46832", + "issue:46851" + ], + "soft_pairs": [ + "issue:42199|issue:46851", + "issue:43352|issue:45250", + "issue:44479|issue:46170", + "issue:43653|issue:44162", + "issue:45412|issue:46123", + "issue:44060|issue:44077", + "issue:44368|issue:44977", + "issue:46170|issue:46832", + "issue:42886|issue:45229", + "issue:44877|issue:46170", + "issue:44995|issue:45200", + "issue:43475|issue:43540", + "issue:45397|issue:45656", + "issue:43065|issue:43408", + "issue:44368|issue:45563", + "issue:43723|issue:46710", + "issue:43931|issue:44368", + "issue:44995|issue:45588", + "issue:45987|issue:46082", + "issue:44188|issue:46202", + "issue:44898|issue:46829", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:44188|issue:46421", + "issue:45685|issue:46431", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:43994|issue:46726" + ], + "prepared_review_unit_hash": "35a125a43019330cde2206c4f74ea59ff20e284c15508b813e363743597e839b", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36497, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are broad, cross-topic mismatches spanning unrelated models and subsystems; none are safe duplicate merges.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: these items are not one duplicate cluster, but a heterogeneous set of unrelated bugs, warnings, and regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative for deduplication because the set does not share one underlying defect; any choice would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality/background-class handling is unrelated to Qwen3.5 variable-length position_ids." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is a specific Nemotron FlashAttention2 support gap; the other is a generic Flash Attention 2.0 topic, not the same concrete bug." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen models is unrelated to the Windows/ROCm torch.distributed import error." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and an ESM2 breakage are different issues with different code paths." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR GC/memory-release behavior is unrelated to MaskGenerationPipeline's final-batch is_last bug." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are different model/config problems." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-embeddings warning during fine-tuning is not the same as a flash-attention generation failure." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Windows/ROCm dependency loading differs from the RT-DETR forward error on too many feature levels." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 CUDA OOM are unrelated failures." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict granite_speech config loading and Windows/ROCm import issues do not share a code path." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale-cache crash and Gemma4 mm_token_type_ids defaulting are different bugs." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 vision encoder missing attribute and Qwen3OmniMoe video processing ValueError are unrelated." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma4 zero3 from_pretrained and double optimizer stepping under deepspeed are not the same defect." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is distinct from the sam3_video/sam3_tracker model-type warning." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both mention warnings, but one is tie_word_embeddings and the other is num_return_sequences; different behavior." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 is unrelated to the DeepSeek-R1 accuracy regression." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to a Qwen3.5 tied-embeddings warning." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache on second forward and flash_attention.py crashing on s_aux=None are different failures." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract violation and LlamaConfig head_dim validation are separate issues." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip failure on \u2581." + }, + { + "left": "issue:44898", + "right": "issue:46829", + "accept": false, + "reason": "Perceiver non-default-resolution failure and VideoPrism hidden_states misassignment are different model-specific bugs." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request rejection is unrelated to Gemma pipeline roundtrip tokenization failure." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same as the Gemma roundtrip bug." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "allow_is_bidirectional_skip branching under torch.compile and cache lazy-init recompilation are different code paths." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram integer support and missing chat template on a processor are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel-decoder architecture details do not match the final-partial-batch is_last bug." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and processor.save_pretrained missing files are related only broadly, not the same fixable bug." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a v4.57.3\u21925.3.0 performance regression are not duplicates." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 producing nonsensical outputs and AutoProcessor reporting a missing vision backend are distinct issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 44, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43441", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43986", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44373", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44964", + "issue:45092", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45656", + "issue:46132", + "issue:46326", + "issue:46399", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46832", + "issue:46851" + ], + "soft_pairs": [ + "issue:43761|issue:44242", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:44871|issue:46132", + "issue:44623|issue:45656", + "issue:43232|issue:43673", + "issue:42994|issue:43482", + "issue:43441|issue:46752", + "issue:45375|issue:45478", + "issue:43475|issue:43643", + "issue:43475|issue:46821", + "issue:44188|issue:46851", + "issue:28282|issue:30990", + "issue:43986|issue:46726", + "issue:41628|issue:44933", + "issue:44869|issue:45356", + "issue:44964|issue:45137", + "issue:45310|issue:45375", + "issue:45230|issue:45397", + "issue:39692|issue:46726", + "issue:44038|issue:44623", + "issue:42994|issue:43525", + "issue:44242|issue:46832", + "issue:44373|issue:46851", + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43784|issue:46399" + ], + "prepared_review_unit_hash": "2b24b18e45254e031e7108f017462d34d35af947240848f649299fb3a5ecb435", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35248, + "estimated_input_tokens": 8812, + "estimated_eval_tokens": 17880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous regression reports, not a single duplicate cluster. Two soft edges look like true duplicates: 43986/46726 for the same AutoProcessor crash when a required vision backend is missing, and 45375/45478 for the same Qwen3.5-Moe from_pretrained regression. The remaining pairs are either different code paths, different models, or too broad to merge confidently.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43986 is the cleanest issue to anchor the cluster because it is a concrete AutoProcessor/vision-backend missing-dependency crash, and issue:46726 describes the same failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43986 is the best global issue candidate because it is a focused, well-scoped bug report with a clear duplicate in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Different code paths and symptoms: CLIPVisionModel hidden_states vs load-balancing loss." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are broad v5 regressions, but they involve different models and failures." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance slowdown report is not the same bug as optimizer stepping twice." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and inference slowdown are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id mismatch is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save_pretrained files is unrelated to optimizer step duplication." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both touch generation, but they describe different bugs and code paths." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and GGUF loading failure are different operations." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 is unrelated to empty chat template input handling." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Both report the same Qwen3.5-Moe from_pretrained regression; the config-field omission plausibly explains the generic load error." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Different models and different missing-field symptoms; not the same defect." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Different models and unrelated runtime failures." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to variable-length position_ids handling." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch import error and Sentence Transformers loading stall are different issues." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": true, + "reason": "Same AutoProcessor crash when a required vision backend is missing." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Missing AutoImageProcessor import and nonexistent image_utils import are only loosely related." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp crash and Kimi tokenizer codec regression are different tokenization bugs." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen3.5-Moe, but the failures are not clearly the same underlying bug." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Placeholder bug report and gemma-4 zero3 from_pretrained error are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 documentation errors are not the same as the AutoProcessor missing-backend crash." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3.5/VL model bug and processor save_pretrained missing files are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure and missing pad_token_id on Llama4Config are different bugs." + }, + { + "left": "issue:44242", + "right": "issue:46832", + "accept": false, + "reason": "Load-balancing loss logic and RTDetr feature-level mismatch are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "A wrong docstring is not the same as a runtime variable-length position_ids failure." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading regression and continue_final_message behavior are different failures." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance and InternVL2 meta-initialization incompatibility are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen3.5 kernel-registration crash are different code paths." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is not fully aligned with the soft-edge verdicts and overstates some evidence. In particular, the canonical-issue note claims 43986/46726 have \"near-identical wording,\" which is not supported by the packet metadata/titles alone, and the summary calls the Qwen3.5-Moe case only \"related\" even though the soft-edge verdict accepts 45375/45478. Overall the analysis is mostly conservative, but a few claims are too strong for the evidence visible in the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 45, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43479", + "issue:43504", + "issue:43704", + "issue:43723", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44016", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45406", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45753", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46231", + "issue:46693", + "issue:46701", + "issue:46829" + ], + "soft_pairs": [ + "issue:45406|issue:46202", + "issue:43873|issue:44945", + "issue:44945|issue:45753", + "issue:41628|issue:44351", + "issue:42673|issue:43704", + "issue:42994|issue:43824", + "issue:45081|issue:45103", + "issue:46202|issue:46701", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:44222|issue:45310", + "issue:43278|issue:45137", + "issue:42831|issue:44222", + "issue:43232|issue:44792", + "issue:43504|issue:45561", + "issue:45561|issue:45600", + "issue:42175|issue:44933", + "issue:44496|issue:45561", + "issue:30333|issue:33290", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:42175|issue:45712", + "issue:42898|issue:44568", + "issue:43479|issue:46829", + "issue:46077|issue:46123", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:42673|issue:46693", + "issue:43723|issue:44568", + "issue:42898|issue:45812", + "issue:44016|issue:46231" + ], + "prepared_review_unit_hash": "6ba208ac8647f5e39bedfcc0b2eaa0c26437e65228d2677210657124d2c08593", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36930, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue cluster; the only clear duplicate is the repeated Qwen3ForCausalLM VRAM-leak report. Canonicalization is based on the exact same title, the same visible symptom, and higher discussion activity on issue:42673.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it has the exact same title and visible VRAM-leak symptom as issue:43704, and it has more discussion activity, so it is the stronger representative of that duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best global issue representative because it is the only clear duplicate target in the cluster and has the richest visible discussion for consolidation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Both mention Gemma, but one is a processor load crash and the other is a pipeline/tokenization roundtrip failure; different bugs." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to pipeline-parallel incorrect outputs." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption and a Qwen3_5 image-specific infinite loop are distinct generation failures." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and likely separate fixes." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and the same visible VRAM-leak symptom for Qwen3ForCausalLM in multiple dataloader threads; straightforward duplicate." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure and a Qwen2_5_VL import error are unrelated bugs." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex loading crash and auto-docstring annotation handling are different subsystems and failure modes." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Gemma roundtrip tokenization failure and a DiffusionGemma image-text pipeline issue are not the same underlying bug." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5/MoE, but the visible failure modes differ and do not indicate one shared bug." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports with no evidence of the same root cause." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained failure and Qwen3.5 MoE from_pretrained failure are separate lifecycle operations." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift during eval and a ZeRO3 deque IndexError are unrelated training-time bugs." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy regression and the other is a save_pretrained failure." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update logic after sync_gpus and a janus model image-generation test failure are not the same code path." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "A legacy-field pretrained-load bug and a pytest-xdist race in testing utils are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Captured-info file races under xdist and stale auto_mappings references are different CI/test maintenance issues." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Missing TensorFlow backend in a pip extra and a nonexistent image_utils import are separate packaging/import problems." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config loading failure and an xdist file race are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed training jobs and DeepSpeed Adafactor OOM are different failure modes." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility for Transformers 5.1.0 and an import error from image_utils do not share a root cause." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "A Sentence Transformers loading hang and token-embedding resize reinitialization are distinct bugs." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "TensorFlow backend omission and leftover dummy PT classes leaking into dir()/check_repo.py are unrelated repo hygiene issues." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "These are both tokenizer-related regressions in v5, but they affect different behaviors." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Multimodal config initialization and VideoPrism output field misuse are unrelated model-specific bugs." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Bidirectional attention mask construction and partial-batch is_last handling are separate pipeline bugs." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files and Qwen3.5 MoE from_pretrained errors are different serialization/load paths." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4MultimodalConfig default initialization and Whisper timestamp decode crashing on a trailing replacement character are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leakage in dataloader threads and FA2 long-context performance regression are different memory/performance issues." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading in v5 and token ID generation for mdeberta-v3 are separate tokenizer regressions." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "These are both v5 tokenizer behavior changes, but one concerns cleanup spacing and the other wrong token IDs for Granite models." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and a docs parameter-name mismatch are unrelated documentation issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering looks conservative, but the canonicalization wording overstates the evidence: the packet shows the two Qwen3ForCausalLM issues have the same title and activity levels, but it does not expose their full bug descriptions, so \"exactly matches ... bug description\" is not grounded. Please qualify that claim to match only what is visible in the packet (same title / same VRAM-leak symptom / higher discussion activity), then the rest would be acceptable." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 46, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:41628", + "issue:42222", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44448", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44933", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46082", + "issue:46132", + "issue:46231", + "issue:46762" + ], + "soft_pairs": [ + "issue:42898|issue:44779", + "issue:43479|issue:44079", + "issue:42222|issue:45200", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:43874|issue:45092", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:42898|issue:45356", + "issue:42898|issue:43295", + "issue:44295|issue:45656", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:30333|issue:35141", + "issue:44060|issue:45125", + "issue:44222|issue:44297", + "issue:22355|issue:28282", + "issue:44075|issue:46231", + "issue:44933|issue:45712", + "issue:44360|issue:46762", + "issue:44448|issue:46132", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:42796|issue:43723", + "issue:44222|issue:44623", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:41628|issue:42757", + "issue:45071|issue:46082" + ], + "prepared_review_unit_hash": "bcd45e4bcff0c04cd25d2c9e3c35208dc3aa554fd007cd4428ea101971f3039f", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35804, + "estimated_input_tokens": 8951, + "estimated_eval_tokens": 18158 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is broadly heterogeneous: mostly unrelated Transformers issues spanning tokenization, model loading, config, training, serving, and utility regressions. The soft-similarity pairs share general subsystem language but not the same concrete bug or fix path, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is about clean_up_tokenization_spaces behavior while the other is Deepseek-specific tokenization output; different code paths and fixes." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Phi4MultimodalConfig default initialization and ModelOutput key assignment are unrelated internals; no shared bug mechanism." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Both concern multimodal model inputs, but one is broken VitPose model files/imports and the other is Gemma 4 mm_token_type_ids defaults; not the same defect." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and packages: sentence-transformers nn import vs missing Qwen2.5-VL class." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation crash and auto_docstring annotation crash are entirely different failure modes and code paths." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing get_number_of_image_patches in GLM46V and meta-init incompatibility for InternVL2 are distinct multimodal loading issues." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and MLflow reporting on failed training jobs are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow job-status reporting and Llama 3.2 Vision model loading are different bugs with no common fix path." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different tokenizer behavior changes." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "clean_up_tokenization_spaces regression and processor.tokenizer/image-passing regression are separate API behaviors." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access error and deepspeed optimizer double-step are unrelated runtime bugs." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example script multi-label output bug and local dataset loading issue are different script-level failures." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning and leftover dummy classes in dummy_pt_objects.py are unrelated maintenance issues." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow failed-job reporting and embedding resize/post_init reinitialization are separate training/model bugs." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Wrong tied-weights warning and missing _tp_plan are different Qwen3-Next issues." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained behavior for moe models and tokenizer_class metadata mismatch are unrelated save/load bugs." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import-related, but one is a missing transformers.onnx module and the other is missing PyTorch dependency detection." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD args not being used is a runtime optimizer bug; the other is a documentation parameter-name mismatch." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import and dummy_pt_objects cleanup are different import/export problems." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer lacking ReLU and Minimax attention numerical differences are not the same algorithmic issue." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output differences and AttentionInterface.register behavior change are different regressions." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config metadata mismatch and deepspeed double optimizer step are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy and processor.save_pretrained missing files are distinct FP8/save-path problems." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Ministral tokenizer BPE marker handling and AutoTokenizer loading failure are different tokenizer issues." + }, + { + "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 persistence; not the same bug." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default config initialization and non-persistent buffer junk are different initialization/storage bugs." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime error and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Cannot import AutoImageProcessor from transformers and cannot import is_offline_mode from huggingface_hub are separate dependency/export issues." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type checking regression and LlamaConfig head_dim validation are unrelated config behaviors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 47, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:30990", + "issue:38175", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43644", + "issue:43723", + "issue:44038", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44829", + "issue:44977", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46421", + "issue:46424", + "issue:46431", + "issue:46655", + "issue:46710" + ], + "soft_pairs": [ + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:46132|issue:46710", + "issue:44222|issue:44484", + "issue:43723|issue:44977", + "issue:44190|issue:46082", + "issue:43232|issue:46424", + "issue:43122|issue:46209", + "issue:44206|issue:45103", + "issue:44263|issue:45092", + "issue:43232|issue:45834", + "issue:46209|issue:46431", + "issue:43475|issue:46305", + "issue:44734|issue:46421", + "issue:46305|issue:46655", + "issue:44295|issue:44623", + "issue:44263|issue:44360", + "issue:30990|issue:38175", + "issue:44263|issue:44373", + "issue:42831|issue:45310", + "issue:44279|issue:46328", + "issue:42907|issue:46050", + "issue:45381|issue:46305", + "issue:45092|issue:45357", + "issue:43644|issue:46305", + "issue:44829|issue:46002", + "issue:22355|issue:27957", + "issue:44261|issue:45092", + "issue:44483|issue:45406", + "issue:42831|issue:44038" + ], + "prepared_review_unit_hash": "1a29f912c5f08e33e229418e7b9ad1058f54e88fdb7dec1839e11f67cf4be46b", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36362, + "estimated_input_tokens": 9091, + "estimated_eval_tokens": 18438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues; the set is a heterogeneous mix of v5 loading/saving regressions, cache/generation bugs, tokenizer/processor problems, and model-specific numeric or architecture issues. I do not see a true duplicate cluster here, so only a broad representative issue can be picked.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the broadest generic loading regression (AutoTokenizer.from_pretrained in v5) and is the closest thing to an umbrella anchor, even though the cluster overall is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring typo vs. GLM-5 RoPE implementation bug; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config save/load mismatch vs. Qwen3.5 MoE from_pretrained error; different code paths." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "AttentionInterface.register behavior change vs. accuracy regression report; not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained bug vs. max_shard_size question; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Generic tokenizer loading failure vs. flash-attention generation issue; different failures." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading example bug vs. LlamaConfig head_dim validation; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs/sync_gpus bug vs. cache max_length config behavior; different cache paths." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer output drift across versions vs. FP8 inference on B200; unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor center-arg crash vs. auto_docstring annotations crash; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer split issue vs. remote-code checkpoint/meta-init incompatibility; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs bug vs. OCR long-input index error; unrelated." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference failure vs. missing chat template error; unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 missing attribute vs. MoonshineStreaming off-by-one; different model bugs." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "Serve KV-cache tensor indexing crash vs. lazy cache recompilation issue; not the same defect." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both video-related, but one is a sliding-window off-by-one and the other is padding calculation; distinct bugs." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer access error vs. processor.save_pretrained missing files; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same broad subsystem, but torch.split return values and missing ReLU are different bugs." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang vs. SigLIP zero-probability issue; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer behavior bug vs. docstring typo; not a duplicate." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs. Qwen3.5 MoE from_pretrained error; unrelated." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Dependency issue vs. SequenceFeatureExtractor.pad performance regression; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized model save failure vs. sinq quantized save/load breakage; both quantization-related but different implementations." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids bug vs. Moonshine streaming window bug; unrelated." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "InternVL2 meta-init incompatibility vs. Qwen3.5 visual encoder key save_pretrained regression; different checkpoint bugs." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk in v5 vs. streaming window off-by-one; unrelated." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "FlashAttention3 training degeneration vs. NaNs after checkout/init; both numeric symptoms but different causes." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx module vs. XLMRoberta Flash Attention 2; unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA RMS-eps precision issue vs. checkpoint/meta-init incompatibility; unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection vs. Gemma4Processor missing _tokenizer; serve-related but different failures." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs. Qwen3-VL-Moe bug under v5; different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 48, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44488", + "issue:44521", + "issue:44568", + "issue:44704", + "issue:44945", + "issue:44964", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46369", + "issue:46402", + "issue:46762" + ], + "soft_pairs": [ + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:39401|issue:44568", + "issue:42886|issue:43066", + "issue:27957|issue:30990", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:44188|issue:44373", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:42796|issue:43122", + "issue:43646|issue:46002", + "issue:42907|issue:44945", + "issue:30990|issue:33357", + "issue:43576|issue:43784", + "issue:39401|issue:44488", + "issue:44295|issue:44297", + "issue:42371|issue:44263", + "issue:43976|issue:44945", + "issue:46172|issue:46762", + "issue:42907|issue:44964", + "issue:43756|issue:44060", + "issue:44117|issue:44704", + "issue:42907|issue:43937", + "issue:43784|issue:45600", + "issue:41628|issue:45278", + "issue:44704|issue:45290", + "issue:39401|issue:44521" + ], + "prepared_review_unit_hash": "a6e7ff741ba082654af2b0bacf40d3f0a8bf23def7daf9f9ec61cc6c29fe1d68", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36094, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes import/export regressions, tokenizer behavior bugs, model-loading issues, quantization, and attention/kernel problems. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.22, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set, covering a class of import regressions rather than a single narrow edge case.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single representative issue, but only for the import-error slice; the cluster overall is too diverse to have a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different export paths." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Same SAM3 family, but one is a type-warning/misconfiguration issue and the other is missing text-encoder weights." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Unrelated bugs: FP8 accuracy regression versus an image-driven infinite loop." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "No module import failure versus tokenizer spacing behavior after added tokens." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and different behaviors." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure versus wrong decoder-type selection in v5." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention compatibility for XLM-R versus Sentence Transformers hanging on load." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Related to imports, but one is a specific huggingface_hub symbol removal and the other is a broader transformers upgrade regression." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer offline-cache loading and quantized-model saving are different code paths." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Runtime attention divergence versus a docstring-only issue." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Both mention SAM3, but one is a model-type warning and the other is a memory overflow." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation sync/update bug versus a D-FINE loss-computation bug." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer-specific BPE marker handling versus a broader version-to-version tokenization difference." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage versus NaNs in classification heads." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Dequantized model saving failure versus incorrect output under pipeline parallelism." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading stall versus MacOS bus error; different failure modes and likely different causes." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken CLI env command versus an import-time NameError in sentence-transformers integration." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/model loading failures with no clear shared code defect." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Buffer registration/read issue versus saved tokenizer_class mismatch." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings API complaint versus a torch.split return-value bug." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility issue versus pipeline-parallelism output corruption." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Different numerical/kernel problems in different models." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Quantized-model save failure versus multimodal model load failure." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE-layer mismatch in Smollm3 versus a tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping assumption bug versus AutoProcessor kwargs propagation bug." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Both are model/config regressions, but in different models and different failure points." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import-time NameError in sentence-transformers integration versus stale auto_mappings references." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a single missing export while the other is a broad upgrade regression." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Processor kwargs forwarding bug versus chat-template crash on tool-call messages." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping bug versus multimodal assistant-mask generation bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 49, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42757", + "issue:42898", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43611", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44521", + "issue:44625", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46326", + "issue:46328", + "issue:46614" + ], + "soft_pairs": [ + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:43408|issue:43475", + "issue:43122|issue:44521", + "issue:43122|issue:46326", + "issue:44038|issue:44297", + "issue:42907|issue:43452", + "issue:39401|issue:46614", + "issue:44038|issue:44295", + "issue:43116|issue:45200", + "issue:22355|issue:29159", + "issue:45216|issue:45478", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:43122|issue:44779", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:42898|issue:46614", + "issue:43937|issue:44485", + "issue:38617|issue:45278", + "issue:43066|issue:44779", + "issue:43611|issue:46002", + "issue:44355|issue:46231", + "issue:43116|issue:43493", + "issue:43976|issue:45446", + "issue:44038|issue:45478" + ], + "prepared_review_unit_hash": "81f6ed98edab015bdbdc3c686c92750a6a06d767cf281814bf6b2d6ca7190212", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36610, + "estimated_input_tokens": 9153, + "estimated_eval_tokens": 18562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers bugs across tokenizers, imports, save/load, model configs, and training paths. All suggested soft edges look like false positives and should be rejected.", + "confidence": 0.58, + "canonical_issue_reason": "No single issue cleanly covers the whole cluster; issue:43122 is the least-bad anchor because it is the broadest tokenizer-regression report and is closest to several tokenizer-related soft matches.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43122 is the best representative of the largest coherent subtheme (v5 tokenizer behavior changes), but it still does not explain the many import, serialization, and training bugs in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Both mention model/training behavior, but one is a config propagation bug and the other is a flash-attention training regression; different code paths." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated topics: DSA/ReLU discussion versus GLM-5 RoPE implementation." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same SAM 3 area, but one is a warning about model type selection and the other is a missing output attribute; not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenizer/template behavior, but multimodal assistant masks are a separate failure mode from slow/fast tokenizer inconsistencies." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but this is a mistral_common continue_final_message bug, not the same regression as the v5 tokenizer inconsistency report." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "One is a Qwen3-VL-Moe from_pretrained issue; the other is tokenizer save_pretrained metadata mismatch. Different symptoms and code paths." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Both concern loading/saving, but dequantized save failure and gguf_file from_pretrained breakage are distinct problems." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer-like bugs, but one is Qwen3 offset_mapping and the other is stale espeak language backend state; unrelated internals." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different bugs entirely: Qwen3-VL-Moe from_pretrained versus position_ids buffer read behavior." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "One is an example script output issue; the other is a multimodal token-type default/config issue. Not the same underlying bug." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Import failure for transformers.onnx versus tokenizer slow/fast inconsistency; no shared root cause." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a save_pretrained regression and the other is a from_pretrained/load error on a different model variant." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention model loading/saving, but FP8 save_pretrained moe and Qwen3-VL-Moe import/runtime errors are different issues." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and unrelated modules." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different tokenizer families and likely different implementations." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Two import errors, but one is is_offline_mode from huggingface_hub and the other is HybridCache from transformers; unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor/pipeline training bug versus classification example script behavior; no shared code path." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Both touch distributed/eval behavior, but embedding dtype drift and pipeline-parallel output corruption are different bugs." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Import error for transformers.onnx versus a LayoutLMv3 error-message clarity issue; not duplicates." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backend dependency problem versus Python 3.14 load failure; different failure classes." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model families and symptoms: SigLIP2 implementation discrepancy versus Qwen3_5 image infinite loop." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "torch.compile attention-kernel divergence and numpy-to-list padding inefficiency are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Both tokenizer-adjacent, but clean_up_tokenization_spaces behavior and stale phonemizer language state are separate bugs." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5-specific, but GenerationConfig validation and RoPE implementation are different root causes." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A single missing import symbol versus broad import breakage after upgrade; not the same defect." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but one is a decoder-type/config issue and the other is incorrect Deepseek tokenization output." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading with base_model_prefix versus NaNs in classification head initialization; different code paths." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file execution errors versus a documentation parameter-name mismatch; no overlap." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Classification example output bug versus SigLIP2 discrepancy; unrelated subsystems." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility/load issue versus a flex_attention PyTorch version check bug; different layers of failure." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Same broad Qwen3.5/Moe area, but the concrete problems differ: one is a generic Qwen3-VL-Moe from_pretrained bug, the other a Qwen3.5 Moe from_pretrained 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": 24, + "review_unit_index": 50, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43618", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44075", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44625", + "issue:44704", + "issue:44936", + "issue:44995", + "issue:45071", + "issue:45072", + "issue:45083", + "issue:45092", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:46002", + "issue:46077", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46655", + "issue:46697", + "issue:46710", + "issue:46752", + "issue:46762", + "issue:46829" + ], + "soft_pairs": [ + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:44625|issue:46002", + "issue:45083|issue:45446", + "issue:42371|issue:43874", + "issue:43618|issue:46829", + "issue:44075|issue:44936", + "issue:43116|issue:43825", + "issue:43992|issue:44704", + "issue:43066|issue:46710", + "issue:42222|issue:43441", + "issue:44995|issue:46697", + "issue:28348|issue:46640", + "issue:44263|issue:46762", + "issue:46614|issue:46752", + "issue:45092|issue:46762", + "issue:43827|issue:45446", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:42673|issue:42796", + "issue:33453|issue:39401", + "issue:45356|issue:46614", + "issue:44380|issue:46077", + "issue:43673|issue:46328", + "issue:42673|issue:46655", + "issue:42222|issue:46752", + "issue:45405|issue:45446", + "issue:44291|issue:45071" + ], + "prepared_review_unit_hash": "4f62c84f2944f7974e2aee32f67151650b639a826780367556692e31d321a253", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35350, + "estimated_input_tokens": 8838, + "estimated_eval_tokens": 17932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated model- and component-specific bugs. I did not find any soft pairs that look like the same underlying issue or change, so I rejected all candidate duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "issue:33453 is the broadest and most generally phrased report in the set ('Regression in tokenizer loading'), making it the best canonical anchor among these mostly unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:33453 is the clearest high-level issue title and the most reusable representative of the cluster, even though the cluster does not contain true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "Different problems: a VRAM leak in Qwen3ForCausalLM vs a dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5, but one is save_pretrained key handling and the other is a from_pretrained loading error; different code paths." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Config propagation for num_labels is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Different subsystems and failures: qwen3_omni_moe feature-length helper vs flex_attention PyTorch version gating." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 behavior settings are unrelated to a missing image-processor method causing multimodal token counting failure." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both mention output fields, but they affect different model outputs and different assignments; not the same bug." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling is separate from trainer.evaluate() failing after train()." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label classification failure is not the same as a v5 pipeline translation-task error message/docs issue." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing encoder weights on load is different from AutoProcessor failing to forward kwargs to cached_file." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder type regression and DeepSeek accuracy regression are different concrete issues." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose model breakage and Ministral flash-attention failure are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Stale indexer cache causing second-forward crashes is unrelated to image over-padding." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "One is a feature request to add Flash Attention 2 support for GPT2; the other is a generic flash-attention issue." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "A torch.split return-value bug in GlmMoeDsaIndexer is not the same as numerical differences in Minimax MSA attention." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Stale phonemizer backend state and empty-list apply_chat_template crash are unrelated." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-initialization incompatibility for InternVL2 is unrelated to Minimax attention numerical discrepancies." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to a PyTorch version check bug in flex_attention." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Distributed optimizer-state corruption and missing generation cache during chunked prefill are different bugs." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig validation and a stale num_return_sequences warning are different issues." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "A VRAM leak in Qwen3ForCausalLM is unrelated to tokenizer BPE-marker handling in Ministral." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer-related, but one is a generic loading regression while the other is a specific offset_mapping bug; not the same underlying issue." + }, + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer codec handling regression and stale phonemizer language backend state affect different components and failure modes." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling being ignored under SDPA/FlashAttention is a different bug from Gemma4 building causal masks despite bidirectional settings." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing in chunked prefill is unrelated to SequenceFeatureExtractor.pad inefficiency." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leakage in a model forward path is unrelated to incorrect video-processor padding." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Vitpose model breakage is unrelated to an empty-list crash in apply_chat_template." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A PEFT version bump/release issue is unrelated to the flex_attention version check bug." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both touch v5-era initialization/type handling, but one is an unexpected _is_hf_initialized argument and the other is PretrainedConfig type checking; different defects." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 51, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44485", + "issue:44496", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:45656", + "issue:46002", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46617", + "issue:46762" + ], + "soft_pairs": [ + "issue:44117|issue:45588", + "issue:44466|issue:46002", + "issue:39401|issue:44779", + "issue:44410|issue:45310", + "issue:43937|issue:44977", + "issue:45071|issue:46512", + "issue:45341|issue:45561", + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:43450|issue:43986", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:42617|issue:45341", + "issue:43122|issue:46298", + "issue:43408|issue:43742", + "issue:45362|issue:46328", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:42222|issue:46178", + "issue:42371|issue:44261", + "issue:39401|issue:46209", + "issue:43937|issue:44496", + "issue:44410|issue:45478", + "issue:42371|issue:46617", + "issue:44261|issue:46762", + "issue:38617|issue:44220", + "issue:44933|issue:45278", + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:44263|issue:44485" + ], + "prepared_review_unit_hash": "8c6af995ff176fefabf8ea3a342aa80d866841e24ef7d98cbacc348eeba81810", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36325, + "estimated_input_tokens": 9082, + "estimated_eval_tokens": 18420 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated transformers subsystems (tokenizers, model loading, config, training, flash-attn, optimizers, etc.). The soft edges are mostly superficial text similarity and should not be merged.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Both are runtime bugs, but one is tokenizer mapping/None handling and the other is a flash_attention integration AttributeError; different code paths and fixes." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "One reports inconsistent lm_head serialization/tied weights; the other reports NaNs in classification heads on init. Unrelated symptoms and components." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenization correctness, but Qwen3 offset_mapping and Deepseek v5 tokenization are model-specific bugs with different causes." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5/Qwen3next, but one is missing projections in layer 0 while the other is a from_pretrained MoE loading error; not the same underlying bug." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 generation config validation and Qwen3.5 flash-attention generation issues are different failure modes in different paths." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "PretrainedConfig type-checking regression and stale config.dtype after from_config are distinct config-handling bugs." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A testing_utils bug and a pytest-xdist race in captured_info.txt are both test infra issues, but not the same defect." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "testing_utils bug vs. SequenceFeatureExtractor.pad performance issue; unrelated functionality and impact." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FA3 training degeneration and Qwen3.5 save_pretrained regression are different code paths and different failure symptoms." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video processor shape bug vs. AutoProcessor crash without torchvision; related domain, but different root causes and fixes." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and Mistral regex patch crash are separate tokenizer-loading failures." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Import errors, but for different symbols and modules: layer_type_validation vs AutoImageProcessor. Not the same missing-export bug." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Running 3d_parallel.py and a small testing_utils bug are unrelated; no shared code path." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior change across v4/v5 and a noisy logging message are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning for sam3_tracker vs key error loading MobileLLM are different model-loading issues." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crash and a SequenceFeatureExtractor.pad performance complaint are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech and a docs/parameter-name mismatch in set_training are different concerns." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained error; one is a docs/design question, the other a loading bug." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model breakage and a backend-mapping error for tensorflow_text are different model/backend issues." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API settings guidance vs MLA q_a_layernorm precision issue; different subsystem and no shared defect." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping bug and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 and unrecognized model/config.json loading for Olmo-Hybrid are separate load-time errors." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both reference Qwen3.5 MoE, but missing projections and from_pretrained error are not the same concrete bug." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 API settings issue and trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "MLA layernorm epsilon precision bug and Minimax attention numerical differences are both numerical, but clearly different implementations and failures." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for a missing configuration symbol vs _torch_extract_fbank_features bug; unrelated code paths." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but image_utils nonexistent import and many import errors after upgrade are too broad to be the same concrete issue." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args not used and optimizer step called twice under deepspeed are different optimizer bugs." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Wrong tokenizer decoder type and tokenization changes across versions are related to tokenizers generally, but not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return values in GlmMoeDsaIndexer and GLM-5 RoPE implementation are different low-level issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 52, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42222", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46369" + ], + "soft_pairs": [ + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:43931|issue:44410", + "issue:42222|issue:45542", + "issue:45071|issue:45542", + "issue:44484|issue:45478", + "issue:44483|issue:45464", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43874|issue:44261", + "issue:43012|issue:43577", + "issue:27957|issue:43352", + "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44933|issue:46231", + "issue:44261|issue:44485", + "issue:45753|issue:46369", + "issue:44117|issue:44987", + "issue:43874|issue:44263", + "issue:43531|issue:45341", + "issue:45440|issue:46172", + "issue:43673|issue:46123", + "issue:43097|issue:45588", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:44038|issue:44410", + "issue:44410|issue:45375", + "issue:43097|issue:46050", + "issue:43986|issue:45372", + "issue:43986|issue:44484" + ], + "prepared_review_unit_hash": "4722c8e7cffc87a11ebcf6d782d862019f734cbee8d7377e26ae74cc61e97b8e", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37101, + "estimated_input_tokens": 9276, + "estimated_eval_tokens": 18808 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft edges connect broadly similar symptom classes (imports, model loading, FlashAttention, multimodal regressions) but not the same underlying bug or change. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.27, + "canonical_issue_reason": "Issue 43097 is the broadest and most centrally connected regression report in the set, but the cluster does not actually collapse into one duplicate issue; it is just the least-specific representative.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43097 is the best representative because it sits closest to multiple other v5-regression-style reports and has the broadest framing, even though the underlying issues are distinct.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Both mention v5-era breakage around model internals, but one is about removed tie-embedding behavior and the other about unexpected position-id keys; different bugs." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache/chunked_prefill behavior is unrelated to a testing_utils bug; no shared code-path." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Both are import/type-related regressions, but one is missing AutoImageProcessor and the other is PreTrainedConfig type checking; different failure modes." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both concern Qwen variants, but one is a weight-shape load mismatch and the other is missing projections in a specific layer; not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "A broken vitpose model namespace is unrelated to a TensorFlow backend dependency error." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PreTrainedConfig typing regression and undefined tf backend error are separate issues." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "One is about save_pretrained shard sizing, the other is a from_pretrained error for Qwen3.5 MoE; different code paths." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both hit chat/completions, but one is a general API acceptance regression and the other is a streaming inference failure on Qwen3.5-0.8B; not the same root cause." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different model families and different tensor operations; no evidence they are the same defect." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Both involve DSA-style logic, but one is about a missing ReLU in the indexer and the other is a DeepSeek-V4 comb transpose; not duplicates." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "An image-patch-count helper missing versus an rms_norm_eps precision issue are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch bfloat16 compilation warning is not the same as Blip2 dtype fields staying float32." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention FlashAttention 2 support, but for different models and different implementation gaps." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Qwen3-VL weight loading and Qwen3-VL-Moe bugs are different model-specific failures." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both are FlashAttention-related regressions, but one is a model-support issue and the other is degenerate training with FA3; different concrete bugs." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Tie-embedding removal and gguf_file tokenizer/model loading failures do not share a specific code path." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access and a testing_utils bug are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/torchvision crash and testing_utils bug have no common root cause." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "An image_utils import error and a documentation parameter-name mismatch are not the same issue." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "A missing config field for MLA normalization and a GLM-5 RoPE implementation discussion are different defects." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "An infinite-loop generation bug for a specific image and a memory overflow in sam3-litetext are distinct runtime failures." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and a model-loading failure in transformers>=5.1.0 are not the same bug." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing get_number_of_image_patches and torch.split return values are unrelated implementation bugs." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug do not overlap in code path." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepseekV3MoE divergence and a DeepSeek-V4 comb transpose issue are different model/version problems." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache missing during chunked_prefill is unrelated to MaskGenerationPipeline dropping the final partial batch." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Tie-embedding removal and a flash_attention.py crash on s_aux=None are separate failures." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but from different packages and different symbols; not the same underlying breakage." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel not applied with model_init are different training-path issues." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Two Qwen3-related reports, but one is a v5 bug report and the other is missing layer projections; no shared root cause." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing qkv/gate projections and a missing deepstack_visual_indexes config field are not the same defect." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A v5 tie-embedding API removal complaint and a quantized-model save/load breakage are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are processor/loading failures, but one is missing torchvision and the other is a mistral_common import regression; different causes." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor torchvision dependency failure and max_shard_size behavior are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 53, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43582", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821" + ], + "soft_pairs": [ + "issue:46655|issue:46664", + "issue:42890|issue:46298", + "issue:46298|issue:46752", + "issue:46172|issue:46710", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:43012|issue:46821", + "issue:44062|issue:44117", + "issue:44117|issue:46701", + "issue:43502|issue:43992", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44117", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43825|issue:44655", + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43992|issue:44484", + "issue:43012|issue:44368", + "issue:43066|issue:43906", + "issue:43352|issue:43976", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "issue:44162|issue:46172", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:36683|issue:43582" + ], + "prepared_review_unit_hash": "7374bcff7a4ec91a863658c9b764de73575054438abf1dc70339228757ecfb3b", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37323, + "estimated_input_tokens": 9331, + "estimated_eval_tokens": 18918 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft links are mostly between superficially similar but distinct issues; I would reject all candidate merges. For a canonical anchor, issue 46655 is the clearest concrete bug report in the set.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 46655 is a concrete, reproducible bug report with a specific failure mode in the SmolVLM video processor, making it the best duplicate anchor among this set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46655 is the most actionable standalone bug here: specific subsystem, explicit symptom, and enough detail to serve as a stable reference point.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Related model area, but different bugs: padding calculation vs inconsistent num_frames semantics." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Unrelated problems: test seeding flakiness vs a noisy logging message." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "No shared underlying bug; logging noise and empty-list chat template crash are different." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Same model family only; one is a dtype/transpose bug, the other an accuracy regression after upgrade." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they miss different symbols and likely stem from different causes." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Different areas and symptoms; v5 API removal warning is not the same as quantization offloading failure." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated: a PyTorch precision warning versus an AttributeError on window_size." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Both tokenizer-related, but one is an AddedToken constructor conflict and the other is a mapping/None handling bug." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Different code paths entirely: tokenizer mapping vs image-text pipeline generation failure." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Both involve loading, but one leaks network requests under local_files_only and the other misses embed_tokens weights." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Training/evaluation state bug versus an import-time Trainer failure from an unrelated dependency issue." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Different layers: cached_file kwargs forwarding vs docstring processing crashing on future annotations." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Different concrete bugs: GPT2 attention scaling under SDPA/FlashAttention vs cache lazy initialization recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure is unrelated to a backend name validation error." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video-model/torchvision crash and tokenizer mapping None are unrelated failures." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both touch saving, but one is dequantized model saving and the other is pipeline serialization." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Different bugs in different subsystems: saving dequantized models vs image-triggered infinite loop." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Documentation/error-message issue versus save_pretrained pipeline serialization bug." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Unrelated model-specific training bugs; no shared code path." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A compile-time warning and an SDPA compile failure are different symptoms and fixes." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Repo hygiene/dummy class leak is unrelated to a logging message." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Both involve save/load sizing, but shard-size policy and missing weights are different issues." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Unrelated warning types: float32 precision warning versus tie_word_embeddings notice." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "A tokenizer decoder type bug is not the same as an isolated reproduction of another issue." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Different failures: FlashAttention support gate vs Python-version compatibility." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different model/backend bugs; no concrete shared fix." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "API removal warning and noisy logging are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "Different model families and failure modes; not the same bug." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Empty transcription crash is unrelated to Trainer import issues." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention scaling ignored in backends is a different bug from register() changing function behavior." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTSMixer post_init policy and Trainer import failure are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention MoE models, but one is FP8 save_pretrained and the other is a from_pretrained loading error." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon warmup TypeError 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": 24, + "review_unit_index": 54, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:29870", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45310", + "issue:45479", + "issue:46077", + "issue:46082", + "issue:46365", + "issue:46369", + "issue:46829" + ], + "soft_pairs": [ + "issue:44380|issue:45479", + "issue:42175|issue:46365", + "issue:43064|issue:44380", + "issue:42757|issue:43824", + "issue:42490|issue:43012", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:38617|issue:43502", + "issue:44038|issue:44230", + "issue:43618|issue:43761", + "issue:42994|issue:44655", + "issue:43756|issue:44485", + "issue:43299|issue:43867", + "issue:44625|issue:46365", + "issue:45276|issue:46077", + "issue:36683|issue:43475", + "issue:36010|issue:42757", + "issue:44483|issue:46369", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:43901|issue:44655", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:43208|issue:46829", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:43992|issue:45310", + "issue:43064|issue:44492" + ], + "prepared_review_unit_hash": "28e818b0f02eaa94816792cccdac7f4fb4f68e1d7b8ec138f304f7ec508d56c3", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37691, + "estimated_input_tokens": 9423, + "estimated_eval_tokens": 19102 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a broad mix of unrelated Transformers issues (imports, model-specific regressions, config bugs, packaging, saving/loading, and attention/masking problems). No soft pair looks like the same underlying bug, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Different bugs: GPT2 attention scaling under SDPA/FlashAttention vs zero-loss classification behavior across sequence-classification models." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Packaging/backend install issue is unrelated to Trainer import failure caused by datasets masking the import path." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Different subsystems: FSDP2/PEFT optimizer-state corruption vs attention scaling config being ignored." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and packages; not the same underlying failure." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path trailing-slash warning is unrelated to bf16 compile-time PyTorch precision warnings." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast label-reduction bug are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions request handling failure is different from Qwen2_5_VLProcessor batched template crash." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output attentions missing is a different regression than GPT2 attention scaling under specific backends." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing configuration_utils import symbol and local_files_only still making network calls are different code paths." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "One is a loading bug for Qwen3-VL-Moe; the other is a request for fp8 support/inference capability." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both concern CLIP outputs, but one is missing attentions while the other is missing hidden_states; distinct regressions." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure is unrelated to inability to save Pipeline objects." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer-count bug and GLM-5 RoPE implementation discussion are not the same concrete defect." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading regression and state_dict-sorted load error are different loading problems." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug is unrelated to Trainer import failing because of datasets." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 token-embedding resize issue is different from bidirectional attention mask construction." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Sam3VisionEncoderOutput missing fpn_position_embeddings are unrelated attribute errors." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different modules and versions; not a single duplicate issue." + }, + { + "left": "issue:44483", + "right": "issue:46369", + "accept": false, + "reason": "API request rejection and model memory overflow are different failure modes." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support limitation for NemotronH is unrelated to GLM-5 GenerationConfig validation failure." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading regression is unrelated to saving Pipeline objects." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for return_all_scores is not the same as a save_pretrained pipeline bug." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config vocab_size attribute bug and patchtsmixer post_init validation are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python version compatibility failures at different versions are not the same issue." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Sorted state_dict load error and Qwen3.5 checkpoint-save regression are distinct save/load problems." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "num_labels propagation bug is unrelated to Gemma4 bidirectional attention masking." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "One is attention-mask semantics; the other is config validation for explicit head_dim." + }, + { + "left": "issue:43208", + "right": "issue:46829", + "accept": false, + "reason": "xLSTM training blockers and VideoPrism output field mismatch are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions regression and Qwen3.5 save_pretrained regression do not share the same code path." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing config attributes in different model families." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Gemma3 vocab_size issue is unrelated to Qwen3.5 num_labels propagation." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate decoder_attention_mask unbound error is unrelated to tensor-parallel training bugs." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder and Qwen3.5 from_pretrained failure are different loading bugs." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2 has nothing to do with a cache-strategy typo." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 55, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46617", + "issue:46664", + "issue:46851" + ], + "soft_pairs": [ + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:44908|issue:46851", + "issue:29870|issue:33453", + "issue:44355|issue:44855", + "issue:44938|issue:45071", + "issue:36683|issue:43064", + "issue:43867|issue:46202", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:41669|issue:44246", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:42898|issue:46664", + "issue:43502|issue:44062", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:44222|issue:45125" + ], + "prepared_review_unit_hash": "35fb60cdd7c65f6d53b69e640733d257cac1b0556ff00649e7a8136067862909", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36069, + "estimated_input_tokens": 9018, + "estimated_eval_tokens": 18292 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues; the soft-similarity pairs do not look like the same underlying bug/change and should not be merged. The broadest representative issue is the version-upgrade regression report about many import errors.", + "confidence": 0.55, + "canonical_issue_reason": "issue:45278 is the most representative broad regression report in the set: it covers many import failures after upgrading from 4.57.0 to 5.5.0, which matches the cluster\u2019s general theme of v5 breakages better than the narrow model- or subsystem-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best standalone issue to anchor the cluster because it is concrete, recent, and broad enough to summarize the shared \u2018v5 upgrade broke many things\u2019 pattern without being overly model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Both are v5-related regressions, but one is about cache/layer update decorators and the other is a broad import-error regression; different code paths and fixes." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD optimizer args being ignored is unrelated to importing Trainer being blocked by datasets import behavior." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Both mention input/shape handling in training, but one is a scheduler kwargs bug and the other is a variable-length position_ids issue; not the same bug." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate() decoder_attention_mask bug is unrelated to a tokenizer-loading regression." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python import errors and DebertaV2Model indentation/script parsing failures are different failure modes with different fixes." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure and PretrainedConfig type-checking regression are unrelated compatibility issues." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config missing vocab_size and FSDP2/PEFT optimizer-state corruption are distinct bugs in different parts of the stack." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State_dict sorting load failure is unrelated to Gemma pipeline roundtrip behavior." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Model loading keyed by state_dict order and Qwen3.5 vision config field dropping are different config/load paths." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Missing set_seed in SAM HQ tests causing flakiness is unrelated to xdist races on captured_info.txt." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Removing import * for faster imports and intermittent slow import transformers are related only at a very broad import-performance level, not the same fix." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific no_grad decoration bug is not the same as a generic complaint that v5 breaks too many models." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and Qwen2-57B-A14B-Instruct OOM under tp are different issues even if both involve tensor parallelism." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions missing and patchtsmixer post_init allowance are unrelated model API issues." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache/layer no_grad decoration and Python 3.9+ / 5.1.0 compatibility are different regressions." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 Moe from_pretrained failure are model-specific loading bugs with different root causes." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State_dict ordering load failure and incorrect visual encoder keys on save_pretrained are separate serialization problems." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch dependency error and tokenizer-loading regression are unrelated import/load failures." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Missing attentions assignment in CLIPOutput and CLIP text-model structure inconsistency are different CLIP API changes." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to DeepseekV3 implementation divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Seed-related test flakiness and Phi-4 multimodal model loading are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "SAM HQ test seed flakiness and GraniteSpeech stale device override CI failure are separate test issues." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Test seeding flakiness is unrelated to auto_mappings references to removed configs." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenizer cleanup-space behavior change and SmolVLM num_frames semantics are unrelated API changes." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only still triggering API requests and AddedToken receiving duplicate special kwargs are different tokenizer/network bugs." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV cache continuation indexing crash in transformers serve and trust_remote_code cache FileNotFoundError are different loading/runtime paths." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 and checkpoint reload incompatibility after upgrading from v4.57 are related only at the broad version-change level, not the same concrete bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "int4 quantization CUDA reserved-memory/OOM is unrelated to checkpoint reload failures after version upgrade." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained on moe models and missing _tp_plan for Qwen3_5MoeForConditionalGeneration are distinct tensor-parallel/serialization issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 56, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:46664|issue:46726", + "issue:30990|issue:31795", + "issue:43502|issue:44961", + "issue:43502|issue:44222", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43299|issue:44556", + "issue:44355|issue:45071", + "issue:33453|issue:34689", + "issue:44355|issue:44655", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:44315|issue:44360", + "issue:31795|issue:38617", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:44351|issue:46617", + "issue:44485|issue:44961", + "issue:44908|issue:44961", + "issue:36296|issue:43901", + "issue:43576|issue:44938", + "issue:46143|issue:46144", + "issue:43475|issue:46617", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:44485|issue:46664" + ], + "prepared_review_unit_hash": "aea4f282da83e4bea8d37387dbb7b42cc1a4e0aa5791df1537107af1b9effc42", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 39, + "serialized_chars": 38258, + "estimated_input_tokens": 9565, + "estimated_eval_tokens": 19386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated regressions, import/load failures, docs issues, or model-specific bugs. I found no true duplicate pair to merge; the soft links are mostly superficial keyword similarity.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43576 is the broadest user-facing v5 regression report in the set and the closest thing to an umbrella representative, but the cluster does not form a single duplicate bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43576 is the best available anchor for the cluster because it is broad, user-facing, and linked by several soft-similarity candidates, though it still does not explain the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Both involve loading/import failures, but one is a missing exported class and the other is a cache/file-not-found problem; different root causes." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated bugs: local_files_only network leakage vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Different code paths: a missing image-processor method vs trust_remote_code cache loading failure." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update no_grad behavior and Sam3PixelDecoder dummy Conv2d are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Both mention v5-era behavior, but one is a broken CLI command and the other is AttentionInterface.register semantics." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 MoE-related, but one is missing tensor-parallel plan and the other is a from_pretrained regression; not the same concrete fix." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow job reporting and tokenizer loading regression are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python-file errors and slower filtering after upgrade are different issues." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export paths." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen3.5 MoE issues: tensor-parallel plan vs missing config field." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Different generation/caching bugs with no clear shared failing code path." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video num_frames semantics vs AutoProcessor backend-missing import error are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hang in Sentence Transformers and model.forward documentation confusion are different kinds of issues." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only network calls and an unrelated 'racoon' report do not describe the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Different bugs: network access despite local_files_only and FP8 save_pretrained MoE support." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and an unrelated 'racoon' issue are not the same change." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting and tensor-parallel training are unrelated subsystems and failures." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "Bart generate() UnboundLocalError and docs confusion about forward arguments are not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-regression loading complaints, but one is Qwen3VL MoE-specific and the other is a generic checkpoint reload issue." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled file handling and PreTrainedConfig type checking are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but for different models and likely different root causes." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled file execution errors and save_pretrained pipeline serialization are different failures." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "huggingface_hub import failure and transformers env command breakage are distinct problems." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command and PreTrainedConfig type checking are not the same code-path problem." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application and DSA indexer missing ReLU are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and an import error from configuration_utils do not match." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "A broken CLI command and a missing model class import are different issues." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "'racoon' is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Missing HybridCache export and trust_remote_code cache FileNotFoundError are different loading/import failures." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and 'racoon' are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug and 'racoon' do not refer to the same underlying change." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and text-classification docs behavior are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken v5 env command and Python 3.14 load failure are different platform/runtime issues." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both concern RoFormer, but one is kwargs forwarding and the other is attention-interface usage; not the same fix." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "Sam3VisionEncoderOutput missing attribute and trust_remote_code cache loading failure are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained support and FP8 inference support for Qwen3-VL/Qwen3.5 MoE are different changes." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing exports: AutoImageProcessor vs PreTrainedModel." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel model_init behavior and FP8 inference on B200 are unrelated bugs." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 57, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46664" + ], + "soft_pairs": [ + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44360|issue:46664", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:43572|issue:45850", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:44230|issue:46095", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:44360|issue:45468" + ], + "prepared_review_unit_hash": "90dbeadd0f65b9d00dc608a9cebc1e34fe945b7c82a0b30bdf494dcf8c80f0d6", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38523, + "estimated_input_tokens": 9631, + "estimated_eval_tokens": 19518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated issues that happen to share v5-regression, import, cache, or model-family wording. I don\u2019t see a single underlying defect worth merging into one duplicate set, so I reject all soft edges.", + "confidence": 0.91, + "canonical_issue_reason": "No true canonical issue: the items are heterogeneous and mostly share only generic v5-regression or subsystem language.", + "canonical_pr_reason": null, + "best_issue_reason": "If an umbrella issue must be picked, issue:45278 is the most representative because it explicitly describes broad import failures after an upgrade.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Different problems: chunked_prefill cache initialization vs a typo in cache strategy naming." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific Qwen3.5 chat crash; the other is a broad complaint about many v5 model breakages." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading failure and tensorboard-only TensorFlow backend handling are unrelated code paths." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "A concrete processor.save_pretrained file bug is not the same as a vague generic bug report." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA ReLU discussion and SmolVLM num_frames semantics are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen3/Moe models, but one is a bug and the other is a missing tensor-parallel plan; different fixes." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading behavior and unsafe sys.modules access are different root causes." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "BBox hallucination/error and an infinite loop on a specific image are distinct Qwen3_5 problems." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Model output hallucination is unrelated to PretrainedConfig type-checking breakage." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and checkpoint reload incompatibility are both v5 issues but not the same defect." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup causing slower imports is not the same as missing GenerationMixin cache in chunked_prefill." + }, + { + "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 report." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is specific; the other issue is a generic umbrella complaint." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade incompatibilities, but one is checkpoint reload and the other is remote-code/meta-init incompatibility." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is too specific to be the same as broad model breakage after v5." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 regressions, but one is import errors and the other is a general model-breakage complaint." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and cache-strategy typo are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 support for Qwen3-VL/Qwen3.5 Moe is unrelated to a DeepSeekV4 weight-conversion question." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star performance cleanup does not match a specific missing Qwen3_5ForCausalLM import error." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3 tracker/model-type warning and Liger Kernel application in model_init are different subsystems." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests is unrelated to inverse_sqrt scheduler kwargs being ignored." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import-time slowness and lazy-loading malfunction are related only superficially; not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and scheduler kwargs handling do not share a concrete code path." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 unsupported and Qwen3-VL bbox hallucination are different issues." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version incompatibility is not the same as a Qwen3-VL output bug." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs ignored and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class mismatch on save_pretrained is not the same as a generic bug report." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access failure is a specific model behavior issue, not the same as a placeholder bug report." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Processor kwargs forwarding and scheduler kwargs handling are both kwargs-related but different APIs and bugs." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star usage cleanup is unrelated to the HybridCache import failure." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:41669", + "accept": false, + "reason": "A testing_utils bug does not match the import-star refactor/performance issue." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python 3.9/3.10 compatibility is not the same as a broad v5 regression complaint." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bbox output errors and Qwen3.5 Moe from_pretrained failures are separate model bugs." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Interpreter-version support and missing Qwen3_5ForCausalLM imports are different failure modes." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer and tied-weights-key AttributeError are unrelated implementation issues." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion and tokenizer-loading regression are not the same underlying bug." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading malfunction are distinct features with different fixes." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied in model_init is unrelated to flash_attention_3 degenerate training." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer discussion and Gemma-4 audio positional encoding are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 58, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43717", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218", + "issue:46655" + ], + "soft_pairs": [ + "issue:43519|issue:46655", + "issue:44273|issue:44908", + "issue:44655|issue:44861", + "issue:43576|issue:46218", + "issue:45230|issue:45310", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:46018|issue:46172", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:43525|issue:44861", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144" + ], + "prepared_review_unit_hash": "3392626e13a20d7252da6e8548dabe70615bcf1a0d052ab8973edf6bab18ce82", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 43, + "serialized_chars": 39688, + "estimated_input_tokens": 9922, + "estimated_eval_tokens": 20100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and mostly contains unrelated model-specific bugs, import failures, and v5 regression reports. The only plausible duplicate-like pair is the tokenizer v5 behavior reports (42913/43066); most other soft edges should stay separate.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43066 is the most specific, actionable report in the only credible duplicate pair; it captures a concrete tokenizer v5 regression rather than the broader symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43066 is the best single issue candidate because it is precise enough to anchor the tokenizer-regression subgroup and is a clearer canonical target than the broader v5 behavior complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both are processor bugs, but they affect different models and different failure modes (timestamps vs padding)." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading and scheduler kwargs are unrelated code paths and unrelated symptoms." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and tied-weight-key handling are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "CLI/env command breakage and missing Qwen module import are not the same underlying issue." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report is not enough to match a specific Qwen3.5 from_pretrained regression." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different models and different implementation bugs, even though both mention processor/model internals." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation and learning-rate scheduler behavior are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf work and a VRAM leak in Qwen3 are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion and a model-loading regression are different classes of issue." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-V4 related, but they describe different concrete bugs with different code paths." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leakage and RoPE implementation are unrelated failures." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both involve positional encoding, but they are different models and different bugs." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network leakage and video timestamp calculation are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance and a Qwen3 VRAM leak do not share a bug root cause." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad complaint about many v5 breakages is not the same bug as a specific missing module import." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and save_pretrained file emission are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling and Gemma4 audio positional encoding are different code paths." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Precision drift from missing rms_norm_eps and Gemma4 audio positional encoding are distinct bugs." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio-model continuous batching support and DeepSeek-V4 weight conversion are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Video timestamp math and multi-thread VRAM leaks are different problems." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different fixes." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash-Attention support and a missing model import are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": true, + "reason": "Both report a tokenizer behavior regression in Transformers v5; 43066 is the concrete decoder-type manifestation of the broader symptom in 42913." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Flash Attention 2.0 support requests for different models are not the same artifact." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs and an unrelated spam/irrelevant issue are not duplicates." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A cache-strategy typo and an unrelated issue are not duplicates." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression and an irrelevant issue are unrelated." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "An irrelevant issue cannot duplicate a broad v5-breakage complaint." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure and an irrelevant issue are unrelated." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key handling and chat-template tool-call crashes are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and a missing import symbol are different failure modes." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx and tied-weight-key crashes are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4 pad_token_id absence and tied-weight-key handling are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request and processor save_pretrained missing files are not the same bug." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they are different models and different support gaps." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() decoder-mask bug and slow from_pretrained loading are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on job failure and slow checkpoint loading are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow loading and tensor-parallel training bugs are different code paths." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Performance loading issue and forward-API documentation confusion are not duplicates." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support and a Qwen3.5 MoE from_pretrained error are different requests/failures." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and FP8 support are unrelated." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "init_weights usage in Mamba and RoFormer attention interface usage are different model implementations." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The only accepted soft edge, 42913/43066, is supported by the titles as a likely tokenizer-v5 duplicate, and the rest of the rejections are mostly justified by clearly different models, failure modes, or issue classes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 59, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-490", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "f9e11fdc207744d17418a82211275389ba84fe09b79aa50fa8cd61664968e65c", + "component_budget": { + "node_count": 490, + "item_count": 490, + "soft_pair_count": 1806, + "serialized_chars": 936089, + "estimated_input_tokens": 234023, + "estimated_eval_tokens": 468302 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7775, + "estimated_input_tokens": 1944, + "estimated_eval_tokens": 4144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated single-bug reports across different models and subsystems, so there is no strong duplicate cluster. At most, issue 43240 is the broadest and most connected item, but it is not a true canonical for the rest.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue exists because the titles describe distinct bugs in unrelated areas (norm math, Mask2Former loss handling, config typing, tokenizer warnings, DeepSeek gating, RoFormer attention, etc.). If one must be chosen, 43240 is the broadest and has inbound references, but it does not represent the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43240 is the most general and discussion-heavy item in the set, so it is the least niche candidate for a cluster anchor. That said, the set is not a real duplicate cluster, so this is only a weak fit.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Different models and different defects: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating. No shared code-path or concrete same bug." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "One is a type-hint problem in ModernBERTConfig, the other is a tokenizer regex warning regression. Unrelated symptom and subsystem." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value usage is a model-specific loss-input bug; 43240 is a generic kwargs passthrough issue. Not the same underlying defect." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "kwargs not forwarded to a loss function is unrelated to RoFormer not using the attention interface. Different components and fix shape." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former training-loss handling and tokenizer regex warning after 4.57.3 are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "No overlap in bug mechanism: unused ignore_value vs attention-interface usage in RoFormer." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former loss config/runtime bug and a typo in a quantization attribute name are not the same issue." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to loss calculation and an incorrect type hint for norm_eps are different classes of problems (behavioral vs typing)." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERTConfig type-hint correction and a quantization typo are unrelated changes." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm semantics (RMS norm question) and ModernBERT norm_eps typing are not the same bug." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value behavior and ModernBERTConfig norm_eps typing do not share an underlying code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "a4072ede3bc604462db280e25b6b35b43f9c9b9d1d4418b3fd2909d2a2fec57c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are unrelated and should not be clustered as duplicates: token truncation direction, ReduceLROnPlateau-like scheduling behavior, and Wav2Vec2 word boundary offsets.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 10519 is the most concrete and actionable of the three, but it is not actually a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "10519 is the best representative only because it has the clearest problem statement and highest discussion, not because it matches the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and requests: tokenizer truncation direction vs Wav2Vec2 word start/end offsets." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "One is about truncation strategy in tokenization; the other is about learning-rate schedule behavior. No shared bug." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "ReduceLROnPlateau-like functionality and Wav2Vec2 word offset extraction are unrelated feature requests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "c916e257b0bdf39e53eebdf7d737cd5ca2ecb94ce269c9cc156fcaeda5c58e49", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues do not describe the same bug: one is a Tapas tokenization mismatch, one is an auth/error-message problem while downloading private models, and one is a model-loading failure for bert-base-uncased.", + "confidence": 0.96, + "canonical_issue_reason": "issue:16618 is the broadest, most user-facing failure in the set and has the most discussion, but it should be treated only as a provisional anchor because the other issues are unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:16618 is the strongest standalone issue here because it is concrete, broadly framed, and more central than the other two; however, this cluster is not a true duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization behavior in Tapas is a different code path and different symptom from a model load failure for bert-base-uncased." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "A private-model download/auth error and a generic model-loading failure are distinct problems; 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": 4, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "403762a165005db799a0e08de45a8cc108eb9debe1b5bc04a794bee7bca8efa2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both community contribution requests, but they target different features: Flash Attention 2 support vs GGUF support. They are not duplicates and should not be merged.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different underlying requests and code paths: one is for Flash Attention 2 architecture support, the other for GGUF support. Same broad theme, but not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "06be9bed98d983dcee82a0377b0ad5d9c9ae2923fd844355eec71166b59aa4ae", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13523, + "estimated_input_tokens": 3381, + "estimated_eval_tokens": 7018 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13523, + "estimated_input_tokens": 3381, + "estimated_eval_tokens": 7018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of separate i18n translation requests by language, not one duplicate issue. The only clear duplicate pair is the two identical Thai translation issues (46222 and 46226).", + "confidence": 0.88, + "canonical_issue_reason": "Issue 46222 is the clearest canonical candidate because it has an exact duplicate twin (46226) with the same title/body, while the other items are either different languages or too ambiguous to merge safely.", + "canonical_pr_reason": null, + "best_issue_reason": "46222 is the strongest triage anchor: it is part of the only confidently mergeable pair, and it is open, making it the most useful representative of the duplicate subcluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation targets; same template wording alone is not enough to treat these as the same request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different translation targets; no evidence they are the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish request vs generic placeholder issue; not clearly the same language/task." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different languages (Turkish vs Romanian), so these are separate translation requests." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different languages (Turkish vs Spanish), so these are separate issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request vs generic placeholder issue; insufficient evidence of a duplicate." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish request vs generic placeholder issue; not clearly the same change." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different languages (Spanish vs Romanian), so they should not be merged." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request vs generic placeholder issue; similarity is too broad to merge." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request vs generic placeholder issue; no strong evidence of a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request vs generic placeholder issue; not enough to conclude same underlying issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request vs generic placeholder issue; ambiguous and not safely mergeable." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian request vs Thai request; different translation tasks." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian request vs Thai request; different translation tasks." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both use the generic template title, but there is not enough concrete evidence they are the same translation request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Generic placeholder titles and near-identical bodies are suggestive, but still not enough to confidently merge." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder issue vs Thai issue; not clearly the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder issue vs Thai issue; insufficient evidence of duplication." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Same generic placeholder title, but no explicit shared language/task to confirm a true duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder issue vs Thai issue; different request context." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder issue vs Thai issue; not safe to merge." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder issue vs Thai issue; no concrete evidence of the same change." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder issue vs Thai issue; not clearly a duplicate." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "These are exact duplicates: same Thai title and effectively identical content, so they look like the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, 46222/46226, is supported by identical titles and matching body length, and the other merges are appropriately treated as uncertain rather than forced." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-18", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:42738|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "be5ee491279c31b1f7b93831095f64521f42b0b4308db87b909c0a4e4fb2cdde", + "component_budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 40, + "serialized_chars": 24146, + "estimated_input_tokens": 6037, + "estimated_eval_tokens": 12330 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 40, + "serialized_chars": 24146, + "estimated_input_tokens": 6037, + "estimated_eval_tokens": 12330 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated model-addition requests across different families and modalities. None of the soft pairs look like the same underlying bug/change, so no duplicate/merge links should be accepted.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 42738 is the broadest umbrella-style request in the set ('BERT-like models with RoPE'), so it is the best representative of the cluster\u2019s general model-support theme, even though it is not a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "42738 is the most general issue and the closest thing to a cluster anchor; the rest are narrower, model-specific requests that do not collapse into one concrete change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert and DEIMv2 are different model families; only the high-level request pattern matches." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support and Qwen3-TTS support are unrelated changes." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are different models and likely different code paths." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct vision models; not the same concrete request." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vs LFM2.5 Audio spans different modalities and implementations." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR object-detection support is not the same as adding circuit-sparsity transformer support." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are unrelated model additions." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different model types and change surfaces." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated models." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and circuitgpt support are different changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are different model families." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model requests; same broad pattern, not same bug/change." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are not the same concrete change." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and circuit-sparse transformer support differ in model type and implementation." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS support are different model families." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different models and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are not the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT is a specific model request; 42738 is a generic RoPE feature request for BERT-like models." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "Mirko Privitera is unrelated noise, not a model-support issue." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by family but are different concrete model types; not one mergeable PR." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different models; same modality is too broad to merge." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 support are different requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and circuit-sparse transformer support do not share the same code path." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model additions." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different models and likely different implementations." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support and EUPE perception-encoder support are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and circuitgpt support are different concrete changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "Audio model support and SAM3-LiteText support are unrelated." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio support and Granite SWA+sink option are not the same change." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE model support are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech models; not one underlying fix." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 support are different model additions." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are both vision-language related, but they are different models with different architecture requests." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT and Mirko Privitera are not related issues." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS 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": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "777255869ac0b705a35bcac7b657ff77b5efa0d6b7b92fbb64426900f4a6e1d3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request about adding Pruna as an optimization framework, the other is a Vision RoPE refactor. No duplicate relationship is evident.", + "confidence": 0.99, + "canonical_issue_reason": "If one issue must be treated as the representative item, issue #46443 is the more substantive technical change; issue #38740 is a separate docs request and not the same topic.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46443 is the best standalone issue in the set because it describes an actual code refactor, whereas #38740 is a documentation-oriented feature request on an unrelated subject.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subjects and scopes: a docs request to add Pruna versus a Vision RoPE refactor. They do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "47dde66dbca08d53517254010a763b2a634865945502b00a86082e48f5675e55", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues do not look like duplicates: one is about set/block decoding behavior, the other is a request for DeepSeek v3.2 model support. They mention different problems and likely different code paths.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43037 is the better cluster representative because it is a concrete feature/support request with a clear model-specific target, while 41084 is a separate decoding behavior topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying subjects: decoding algorithm behavior versus adding DeepSeek v3.2 support. No shared target, files, or concrete code path overlap." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "e5f2930e706f60e094bcecd97d1078095792b4973f99983dd07669f46b0be773", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are both about memory-oriented model components, but they target different features: one is about adding a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, and the other is about integrating TiledMLP for lower memory use. They do not look like the same underlying request or bug.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #41306 is the more specific, concrete implementation request around `from_pretrained()` behavior and the FLCE/TiledFusedLogitsLoss path; it is the better single representative for this small cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #41306 is the better anchor because it is more narrowly defined and actionable, whereas #41826 is a broader architectural feature request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Both mention tiled memory-saving ideas, but they concern different components and different changes: a `from_pretrained()` flag for FLCE vs. integrating TiledMLP. They are not the same bug or change and would not be merged as one." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "42e79ff81d97ceb81234ca2d906feb834676b1ddc81acb3ec67d3fa4fcecbf12", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues both mention custom trainers, but they target different Trainer behaviors: one is about `remove_unused_column` customization, the other about FLOPS estimation. They are not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the more concrete and self-contained Trainer behavior request, but it should not be treated as a duplicate of 43600.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying problems: 43598 asks to make `remove_unused_column` more customizable in Trainer, while 43600 asks to account for custom trainers when estimating FLOPS. They may both involve custom trainers, but they do not describe 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": 11, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "ef985c7f060de5fe1946cdd12bf4869082cbbccf6f5d9fb254a3b079d98db83e", + "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": "The two issues are related to Qwen model support, but they request different changes: one is broad model registration for Qwen3-Omni, while the other is specific AutoModelForSequenceClassification support for Qwen3.5. They do not look like the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43684 is the broader feature request and better represents the cluster theme of missing Qwen model registration/support.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43684 is the best single issue to keep as the representative because it covers a more general registration gap rather than a narrow task-specific API addition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different APIs: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 sequence classification support. These are related in topic but not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "304454bc26b9f3b40f46192320aae0425cdabb53645c5ece3ed84d948bb800de", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4260, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4260, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues are near-identical short reports titled \"huggingface \" and likely duplicate each other; the \"Fett\" issue is unrelated and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43859 is the best canonical among the duplicate cluster because it matches the same title as the other two and has the only discussion activity, making it the most established representative.", + "canonical_pr_reason": null, + "best_issue_reason": "43859 is the strongest issue representative overall: it is one of the repeated \"huggingface \" reports and has the only visible discussion activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no evidence they describe the same underlying issue; \"Fett\" does not match the \"huggingface\" reports." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no evidence of a shared bug; this looks unrelated to the repeated \"huggingface\" issues." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no substantive overlap beyond generic similarity." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same short title and essentially indistinguishable issue text; likely duplicate reports of the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same short title and highly similar report content; appears to be the same issue duplicated." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same short title and highly similar report content; appears to be the same issue duplicated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are conservative and supported by the packet: 43845/43846/43859 share the same title and strong soft-similarity, while 43835 has a different title and no clear evidence of being the same issue. Canonical selection of 43859 is reasonable given the only discussion activity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "6c9e9b28e5b414d2b85a09e8f717a17b96ab0e828407c031e9f81c6c59bdc360", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All five issues are low-information and appear unrelated spam/vague noise rather than duplicates of a single bug or request. No soft pair shows evidence of the same underlying problem.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue exists because the cluster does not describe one shared bug or feature request. If forced to anchor the set, #44418 is the least obviously spammy, but it is still too vague to serve as a true duplicate representative.", + "canonical_pr_reason": null, + "best_issue_reason": "#44418 is the closest thing to a representative issue only because it is a generic documentation-related title rather than obvious spam, but it still lacks enough detail to be a strong canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are placeholder spam titles with no substantive body; no evidence of the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are placeholder spam titles with no substantive body; no evidence they describe the same bug or request." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a generic documentation suggestion; too little detail to treat as duplicates." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and an unrelated quoted-business title; no shared technical problem." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation enhancement versus spam placeholder; no common underlying change or bug." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation enhancement versus spam placeholder; not the same issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no content to establish a shared underlying bug or task." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and unrelated business-name title; no duplicate relationship." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and unrelated business-name title; no duplicate relationship." + } + ] + }, + "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": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "c02c358be5ce5f1b3e6cb0f0df4faaeb20596519a6ab96a4c78a4cb440fafb3b", + "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": "These two closed issues have identical titles and a soft-similarity signal, so they are plausible duplicates, but the packet does not provide enough body evidence to call them the same report with high confidence.", + "confidence": 0.79, + "canonical_issue_reason": "#45145 is the best canonical issue candidate because it was created first and has the only inbound reference, while matching #45151 on title.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest issue to keep as the cluster representative due to earliest creation and the inbound reference; no other distinguishing metadata is available.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Reject: the packet supports identical titles plus soft similarity, but it does not show the bodies are nearly identical or otherwise confirm the same underlying issue. Keep this as a conservative possible/likely duplicate rather than a confirmed duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the packet supports identical titles and a soft-similarity link, but it does not show the bodies are \"nearly identical\" or that #45145 has \"likely body content\" matching #45151. The duplicate verdict should stay conservative (e.g., possible/likely duplicate based on title + soft similarity), not state stronger evidence than the packet provides." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "a6eab40591b44105648078cda4844157e9c734bb22e1711193daff42dae21b21", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are related only at a very broad level (4-bit inference) but describe different bugs: one is a Gemma4 audio-module torch.finfo() TypeError on uint8 weights, the other is a BitsAndBytesConfig lm_head exclusion regression causing an AssertionError. They should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45674 is the clearer, more general regression report: it names the specific config behavior, the failure mode, and the affected 4-bit inference path. #45672 is narrower and model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different underlying bugs and different failure mechanisms: Gemma4 audio-module dtype handling vs. BitsAndBytesConfig skip-module exclusion behavior. Similar subsystem, but not 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": "issue", + "component_index": 17, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "cb5ee10049e5e94633c77ef5f65f6ed9343588ed85a861fc6b31b4b30f2069ca", + "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 are not convincing duplicates: they have different personal-name titles and different dates, with no body text, links, or shared targets to indicate the same underlying problem.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the artifacts appear to describe different people/records rather than one shared bug or task, and there is no supporting context tying them together.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong canonical candidate because there is no evidence they belong to the same underlying issue cluster; both are sparse, standalone reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Reject: the titles reference different names and different birth dates, and there is no additional metadata suggesting a single shared 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": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "73196cc479ba2b1e04905482b5c7601a45f5313d14f6490bf9f8c8d99b6e03fd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates; they are separate one-line reports with different names and dates and no shared technical context.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #45764 is the better placeholder canonical only by being the earlier of two similarly sparse, unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "#45764 is marginally preferable as the representative issue because it is earlier, but neither issue provides enough substance to be a strong canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different subject names and different dates; no evidence they describe the same underlying problem or request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "8cc215b1e5e4142738c9c098ccf85e596a07cfc2074ba9eb9cfae9a3e08e51c4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates. One requests a new Qwen3_5 token-classification/value-model class, while the other requests FP8 training support; they concern different features and code paths.", + "confidence": 0.97, + "canonical_issue_reason": "issue:46295 is the broader, more externally referenced request, but it is not actually a duplicate of issue:45810.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46295 is the more general/high-impact feature request in the cluster, though the cluster does not represent a single underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different asks: model-class addition for token classification vs FP8 training support. No shared code path or concrete duplicate behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "fc65fc122f1271fb23544a5255eb0d5155db611c32f545c160a7581f36584e68", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The items split into two exact-duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is only loosely related by domain and should not be merged with either pair.", + "confidence": 0.94, + "canonical_issue_reason": "There is no single canonical issue for the whole set because the cluster contains two separate duplicate topics. If one representative must be chosen, 45870 is a clean anchor for the first exact-duplicate pair because it is the earliest instance of that title/body.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best single issue representative among these items, but only for its own duplicate pair; 45872 is equally canonical for the other pair. Neither should absorb 45869.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Same broad financial/data theme, but 45869 is a dataset bundle promotion while 45870 is an example about time-series prediction. Not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as above: related topic, different artifact type and intent; not a duplicate." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact duplicate pair: identical title and essentially identical body length/content, describing the same example request." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are financial/DataForge themed, but one is an example request and the other is a scraping-service feature idea. Different concrete change/request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different feature/request than the example-prediction issue; only the general domain overlaps." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Same mismatch as 45870 vs 45872: overlapping domain, different underlying request." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same mismatch as 45870 vs 45873: not the same bug or change." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact duplicate pair: identical title and body size, clearly the same financial time-series + scraping service request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are supported as duplicate pairs by identical titles, matching body lengths, and jaccard 1.0, while 45869 is only soft-related. The soft-edge verdicts are conservative and do not overclaim evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "5626fb86b622ac57fc3414d36ada403f6ac283a373e52816fdcee23c9e23d857", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues concern static cache handling around `linear_attention`, but they surface as different failures: one is an `early_initialization` shape corruption / `RuntimeError`, the other is a Qwen3.5 `KeyError: 'linear_attention'`. Related area, not clearly the same underlying bug.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the underlying mechanism more directly (`early_initialization` corrupting linear-attention layer shapes) rather than a single model-specific crash symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the strongest representative of the cluster since it points to the likely root cause in static-cache initialization, making it more generally useful for deduping related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "They are closely related, but the reports describe different concrete failures (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`). Not enough evidence they are the same underlying bug or that one fix would plausibly cover both." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "c5d2a2c27ab23690c14a27b4b47cca5b932b2d92b39d15673bc3b09b91f23bcc", + "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": "#46552 is the better canonical issue because it is open and appears near-identical to the closed report #46551; the pair looks like a likely duplicate rather than a separately scoped bug.", + "confidence": 0.95, + "canonical_issue_reason": "#46552 is open and current, and it matches the closed report in title and apparent scope, so it is the best canonical issue to keep active.", + "canonical_pr_reason": null, + "best_issue_reason": "#46552 is the best issue because it is the active report and the strongest representative of this likely duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Identical titles, identical body length, and perfect soft-similarity make these look like a near-duplicate pair / likely same underlying bug, though the packet does not expose full bodies or an explicit duplicate link." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical issue choice is grounded (#46552 is open and has the stronger current signal), but the duplicate verdict is too strong for the evidence shown. The packet only gives identical titles, identical body length, and soft-similarity/jaccard 1.0; it does not expose the issue bodies or any explicit duplicate linkage. Please downgrade the soft-edge language from an absolute duplicate/exact same issue to a conservative 'likely duplicate' or 'near-identical' characterization." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "4a87d65f70e262e84f5f0e80acc74005720342c7b40881df21d24944cd4d8342", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues describe different training failures: one is a tensor shape mismatch during object detection training, the other is an out-of-memory problem after several epochs in RT-DETR v2. They are related by subsystem, but not the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 46657 is the more clearly scoped report and better represents the cluster topic, while 46692 is a separate OOM failure.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46657 is the best standalone issue here because it is a specific, actionable bug report; 46692 appears to be a different problem entirely.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Reject: tensor-size mismatch and out-of-memory are distinct failure modes, and nothing in the titles/evidence indicates the same underlying bug or a shared fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "0b04e8a468c80bb72494b160cc7f8078c228e419207bb8c502c84ee59f7ed666", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate bugs in different model-loading pathways: one is a ZeRO-3/zero.Init partitioning failure causing OOM, the other is a 4-bit device_map/max_memory dispatch issue causing an unexpected CPU offload ValueError.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue fits this cluster because the reports describe unrelated failures. If forced to pick one representative, #46822 is the cleaner standalone bug report, but it should not subsume #46823.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different underlying problems and code paths: ZeRO-3 zero.Init partitioning of a composite submodule vs 4-bit load_in_4bit/device_map='auto'/max_memory dispatching to CPU. They are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "12351fa81ffedf4f8c8671cf9f46972bc9f157e882631eab9ab0f1af654c9b02", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7223, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7223, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about VibeVoice, but they are not the same change: #40546 implements the core VibeVoice model/docs integration, while #42781 adds a separate realtime variant with additional tokenizer/processing/generation work. They overlap on shared model files, but the concrete scope is different enough that they should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "#40546 is the broader base implementation, older, and already has substantial review activity. It is the best representative of the main VibeVoice integration work in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "#40546 is the strongest standalone PR here because it covers the core model integration and documentation, whereas #42781 is a follow-on realtime extension with a distinct feature set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Shared VibeVoice files are not enough to make these the same change; #42781 is specifically a realtime extension with extra feature-extraction/processing/tokenizer work, so it is a related follow-up rather than a duplicate of the base implementation." + } + ] + }, + "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": 36, + "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": "2a27f534b7cd9b13c315514dde12b14f39ed707c960f40759b1b32c008f76caa", + "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 feature additions: one adds TimesFM forecasting with covariates, the other adds DINOv3 image classification support. They do not describe the same underlying bug or change, so this is not a duplicate cluster.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for duplication triage: the PRs target different models, different code paths, and different user-facing capabilities.", + "best_issue_reason": null, + "best_pr_reason": "PR 41224 is the more self-contained representative change in this cluster, with a focused model-support addition and accompanying docs/tests, but it is not a duplicate of PR 40755.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different features for different model families (TimesFM covariate forecasting vs DINOv3 image classification); no shared bug or mergeable code-path overlap." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 36, + "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": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-13", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "b58d6c28bd8a61a168282a789a9fd8adbd5fdee708e8ae799111f4e10d29de7f", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34784, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34784, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs. The only clear duplicate/mergeable pair is the two `fixed_cross_entropy` kwargs fixes, which target the same issue and the same code path.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical representative: it directly targets issue 43240, edits the exact same `loss_utils.py` path as the companion PR, and has more review/context around the kwargs pass-through fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest overall representative of the shared `fixed_cross_entropy` change because it is issue-linked and appears to cover the intended kwargs plumbing in the most complete form.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different features in different subsystems: Mistral tokenizer methods vs adding a new MobileLLM model." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated: tokenizer API addition vs Executorch dynamic-shape export tests." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Both touch processor/model-loading areas, but they fix different models and different problems." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs fix is unrelated to adding a new model." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Different code paths: loss helper kwargs vs Mistral4 test/model changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export test work is unrelated to Mistral4 test/model fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Different scope entirely: export test coverage vs new model implementation." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition vs class-attribute resolution fix; no shared bug/change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition and Falcon output-interface refactor are not the same change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model work is unrelated to the model-creation skill/docs PR." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-collection refactor is not the same concrete bug/change as Mistral4 fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model fixes do not duplicate the CLIP-like `layrnorm` rename fix." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Different goals: Mistral4 fix/tests vs adding a TDT loss kernel integration." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 model/test work is unrelated to serve chat parsing updates." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 tests and config-resolution order fix are unrelated changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fix and model-creation skill are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New MobileLLM model addition and skill/doc PR are not the same underlying change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same underlying fix: both add supported kwargs to `fixed_cross_entropy` in `loss_utils.py` for issue 43240, and the diffs are effectively alternative versions of the same patch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The only clearly mergeable pair is `pull_request:43251`/`pull_request:43254`, which is supported by the shared issue target `43240` and the same `loss_utils.py` kwargs plumbing. The other soft-edge rejections are appropriately cautious and do not overclaim shared bug identity. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 36, + "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": "0de734cff2c0d538f4b158cb14daf308468fdb1d3f345f931f3d84cfc12eaba5", + "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": "These are related GitHub Actions maintenance PRs, but they are not duplicates: one upgrades core workflow actions for Node 24 compatibility, while the other bumps Docker build actions to newer versions.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 42975 and 42976 update different action families and target different compatibility/version bumps, so they are separate changes.", + "best_issue_reason": null, + "best_pr_reason": "If one PR must represent the cluster, 42975 is the broader workflow-actions compatibility sweep; 42976 is a narrower Docker-action version bump.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow dependency upgrades, but they change different actions (checkout/cache/upload-artifact vs docker/build-push-action) and are not the same concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-7", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46562", + "pull_request:46658", + "pull_request:46705" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:42978|pull_request:46705", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43448|pull_request:46705", + "pull_request:43451|pull_request:45490", + "pull_request:43451|pull_request:46705", + "pull_request:45490|pull_request:46562", + "pull_request:45490|pull_request:46705", + "pull_request:46562|pull_request:46658" + ], + "prepared_review_unit_hash": "2f34c04d00519285ea2c87f53e7f0f85437977298c3a4fb4a6aca5d7ce382ab1", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 12, + "serialized_chars": 24646, + "estimated_input_tokens": 6162, + "estimated_eval_tokens": 12580 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 12, + "serialized_chars": 24646, + "estimated_input_tokens": 6162, + "estimated_eval_tokens": 12580 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated model-addition PRs. The only near-match is the Step 3.7 Flash pair, but it still looks more like a model implementation PR versus a separate conversion/tooling WIP PR, so I would not deduplicate them.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46562 is the most complete canonical candidate for the Step 3.7 Flash model: it adds the core implementation, docs, and tests in the main Transformers codepath.", + "best_issue_reason": null, + "best_pr_reason": "PR 46562 is the best representative PR in the set because it contains the substantive library change and test coverage; the others are different model launches or unrelated config work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models (ViT NEPA vs Molmo); same broad PR pattern, but not the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different models and codepaths; not a duplicate." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families; no shared underlying bug or change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:46705", + "accept": false, + "reason": "Model-addition PR vs distributed config PR; unrelated changes." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model generations with different implementations." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM; unrelated model additions." + }, + { + "left": "pull_request:43448", + "right": "pull_request:46705", + "accept": false, + "reason": "Model implementation PR vs distributed config support; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different models and change sets." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46705", + "accept": false, + "reason": "Molmo2 model addition is unrelated to distributed config plumbing." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "Both are model additions, but CTSM and Step 3.7 Flash are different models and codepaths." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46705", + "accept": false, + "reason": "CTSM model implementation is unrelated to distributed config support." + }, + { + "left": "pull_request:46562", + "right": "pull_request:46658", + "accept": false, + "reason": "Both concern Step 3.7 Flash, but one adds the library model implementation while the other is WIP scripts/mini-model tooling; not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-8", + "nodes": [ + "pull_request:43291", + "pull_request:43498", + "pull_request:43665", + "pull_request:44815", + "pull_request:45114", + "pull_request:46380", + "pull_request:46539", + "pull_request:46579" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43498|pull_request:46579", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46579", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46579", + "pull_request:45114|pull_request:46579", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46579" + ], + "prepared_review_unit_hash": "2b09335ea48d1d720b68d6a9fbc70d62f075cbfbea490f2d28eb5c14b7a35895", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23162, + "estimated_input_tokens": 5791, + "estimated_eval_tokens": 11838 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23162, + "estimated_input_tokens": 5791, + "estimated_eval_tokens": 11838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is heterogeneous: Whisper tokenizer tests, tie_weights compatibility, model test edits, FP8 dequantization, doctest/docs cleanup, generation config validation, CI integration setup, and typo fixes. The pairwise overlaps are mostly superficial, so I don\u2019t see a real duplicate cluster here.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the most substantive standalone bug fix in the set, with a concrete runtime/code-path change around FP8 dequantization and model loading. Even so, it is not a duplicate of the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer/test fix vs unrelated CLIP/ViT test edits; different models and different problems." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper timestamp decoding vs FP8 dequantization/loading; unrelated code paths." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper test/tokenization work vs generation watermarking/config validation; not the same bug." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46579", + "accept": false, + "reason": "Backward-compatibility shim for tie_weights vs typo cleanup; completely different intent." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Model test assertions vs Phimoe CI/integration test environment fix; no shared underlying defect." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only CLIP/ViT changes vs FP8 dequantization/runtime fix; unrelated." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Test edits in vision models vs generation config/runtime validation; different issue domains." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46579", + "accept": false, + "reason": "Test-only changes vs typo cleanup; not the same change." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequantization/model loading fix vs Phimoe CI infrastructure/test fix; unrelated." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Both touch core loading/generation areas, but they fix different concrete bugs: FP8 dequantization vs watermarking config validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46579", + "accept": false, + "reason": "Runtime bug fix vs broad typo cleanup; no common underlying problem." + }, + { + "left": "pull_request:45114", + "right": "pull_request:46579", + "accept": false, + "reason": "Doctest/documentation cleanup vs code typo cleanup; different artifact types and goals." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config validation/runtime fix vs Phimoe CI integration test fix; distinct problems." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46579", + "accept": false, + "reason": "Generation/runtime bug fix vs typo cleanup; not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 36, + "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": "1fc1d4da181b23019d951cb48ab20d18cb92c1a0bbc9f7fed1a0e993fe5eec29", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6347, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6347, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three PRs are unrelated dummy/'don\u2019t merge' changes in different areas (setup/versioning, comment CI, and security-gate workflow). They do not look like duplicates of the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: each PR targets a different code path and purpose (repo/setup metadata, self-comment CI, and PR security-gate workflow).", + "best_issue_reason": null, + "best_pr_reason": "PR 46747 is the cleanest standalone workflow change, but it is still unrelated to the other two PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: 43488 is about setup/version/bot-formatting and a vit test, while 46747 only changes the security-gate workflow trigger. Same broad CI/test theme, but not the same fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "43488 tweaks package/version metadata and a test; 43532 rewrites comment-CI/workflow plumbing and related test/utils files. They do not fix the same code-path problem." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch workflows, but 43532 is about self-comment/reporting CI and 46747 is about the PR security gate trigger. Different workflows, different purpose, not mergeable as one duplicate change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 36, + "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": "a86590630cb519380ed5b57edfd1f5de7cfad0a7bcd1c9772f5e57b0bbc5232e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate PRs add different new pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share documentation and registration scaffolding, but they target different underlying capabilities and model/test sets.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43613 is the broader/more complete representative of the visual segmentation line, with more model and test coverage and a larger surface area of changes.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the better cluster representative because it is more self-contained and comprehensive for its specific pipeline addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different features: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. The overlap is mainly shared docs/registry plumbing, not the same concrete code-path or 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": 10, + "component_count": 36, + "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": "082d6f075e770c93cd9065a9774b18c44ed8a9512b600dc895aa6b0ebdb936aa", + "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": "The two PRs touch the same file but implement unrelated Trainer extension points: one changes gradient-accumulation loss scaling, the other factors out signature-column inspection for column filtering. They should not be treated as duplicates or merged into one change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the more directly bugfix-like and self-contained change, but it is not a duplicate of #43663; the two address different Trainer code paths.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying behaviors: #43651 controls loss scaling during training steps, while #43663 refactors signature-column filtering for dataset preprocessing/PEFT. Shared file alone is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 36, + "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": "34c844677ca08eaf7b761135bab82ad7220c2a3f1d62c166cbc0bb08ad1bceaa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI serving file, but they appear to fix different annotation-related NameError cases. PR 43842 is a narrow fix for missing `pydantic.TypeAdapter` when pydantic is absent; PR 43656 is a broader typing/annotation cleanup that changes future-annotation handling and other type hints. They should not be treated as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the better canonical PR because it has the clearest, most specific failure mode and fix: avoid importing `TypeAdapter` at runtime when pydantic is not installed.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best representative of the cluster because it directly targets a concrete runtime import/annotation failure and is narrowly scoped.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Different underlying bugs: 43656 is a broader typing/future-annotations cleanup in `serve.py`, while 43842 specifically fixes runtime `TypeAdapter` resolution when pydantic is missing. Same file, but not the same concrete change or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 36, + "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": 36, + "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", + 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"pull_request:44068|pull_request:44722", + "pull_request:44068|pull_request:44116", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", + "pull_request:44059|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "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:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "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": "086b30c1969df623fea5bf58453602f00a2f421a3322b3bda7366db6bd99737a", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84507, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76940, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a batch of per-model refactors for standardized output tracing, not true duplicates of one another. The only clear duplicate-like groups are the GPT-Neo variants and the GPT-J/CodeGen variants.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the clearest representative of the repeated GPT-J/CodeGen output-tracing refactor: it touches the same concrete code path as the close GPT-J variants and is the most consolidated version of that change.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest single PR to represent the cluster because it matches the shared standardized-output-tracing change on GPT-J/CodeGen and appears to subsume earlier GPT-J-only iterations.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths (FNet/CVT vs GPT-J); only the general refactor theme matches." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Unrelated model implementations (FNet/CVT vs DeBERTa); shared umbrella issue is not enough." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both target the same GPT-J output-tracing refactor in the same code path." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different backbones and distinct refactors (RegNet/ResNet vs EfficientNet)." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet output tracing is unrelated to the GPT-J/CodeGen refactor." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different models and code paths; only the standardized-output-tracing theme overlaps." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are separate implementations with separate changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; same theme, different concrete change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same model/code path." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT; unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo; similar refactor pattern but not the same change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet refactor is separate from the GPT-J/CodeGen change." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different models; not the same bug/change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo vs ResNet; only a high-level refactor pattern overlaps." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are separate backbones and changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J refactors are unrelated concrete changes." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J vs MGP-STR; same theme only, not same code path." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated model changes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are separate model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 refactor is separate from GPT-J/CodeGen." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer output tracing is separate from GPT-J/CodeGen." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBERT are different models and code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT; same refactor theme, different concrete model." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBERT are different backbones with different code changes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT and Flaubert/XLM are unrelated implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are separate model refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet vs Flaubert/XLM; same theme only." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are separate model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are different model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 vs GPT-Neo; not the same underlying change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are unrelated." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are distinct models and changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are unrelated beyond the shared refactor style." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are different model-specific changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBERT are separate implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are different model paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are unrelated code changes." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are separate model refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are different models." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are different model implementations." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT and RegNet/ResNet are separate model refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT and SpeechT5 are unrelated." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different model families." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 do not share the same concrete change." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are unrelated model-specific PRs." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing change; 44722 is the consolidated version of the same refactor." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the cluster: it correctly treats most PRs as model-specific output-tracing refactors and only flags the GPT-Neo and GPT-J/CodeGen lines as duplicate-like. The accepted soft-edge pairs also look mergeable as single bugfix PRs for the same model/code path. I did not see clear evidence of overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 36, + "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": "21f1920737972cca4865828b1075b6817ded57ed2c60a7cd56284dac8c681299", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84507, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "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": "This cluster is a set of model-specific refactors to the same general output-tracing mechanism, but they touch different code paths and are not duplicates of one another. The PRs span RegNet, SqueezeBert, MPNet, VisualBert, TextNet, and SpeechT5; they are thematically similar, not the same change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "If one PR must represent the cluster, 44074 is the most complete example of the standardized output-tracing refactor pattern, with both implementation and tests. But there is no true duplicate PR here; the others are separate model migrations.", + "best_issue_reason": null, + "best_pr_reason": "44074 is the best single PR to anchor the cluster because it is a self-contained refactor with test coverage and clearly demonstrates the pattern. Still, it should not be treated as a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but they target different models and different implementations. Same theme, not the same concrete change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are separate model code paths; the shared decorator refactor is broad subsystem similarity, not a duplicate bug or patch." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are independent migrations for different model files. They could not plausibly be merged as one duplicate fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert each implement model-specific output tracing updates; they are related refactors, but not the same underlying change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 touch different architectures and code paths. The common output-capture theme is too broad for duplicate treatment." + } + ] + }, + "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": 36, + "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": "a4464fd0579b7332d79e7103efc12e69e72d0f12a6e598427299ea5b04c8f104", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40179, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40179, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of separate model-specific PRs that all follow the same output-tracing refactor pattern, but they do not fix the same concrete code path, so they should not be deduplicated together.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the best representative anchor: it has the broadest scope among the candidates and most clearly introduces the output-capturing/refactor pattern across related model files.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the strongest single exemplar of the cluster theme because it is more infrastructural and multi-file than the other model-specific refactors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and files (timm_backbone vs upernet); same refactor theme, but not the same bug/change or mergeable into one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different model code paths (timm_backbone vs vision_text_dual_encoder); similar tracing cleanup, but not a duplicate fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Separate model implementations (timm_backbone vs univnet); shared refactor pattern only, no shared underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and distinct forward/output paths; too broad to treat as one concrete change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "timm_backbone and codegen are unrelated code paths; same refactor concept is not enough to merge them." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated model-specific refactors, not the same underlying fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different architectures and files; both refactor output tracing, but not the same change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 and Depth Anything touch unrelated model stacks; no single shared code-path problem." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different encoder/decoder and vision backbone implementations; only the refactor theme matches." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 vs SpeechEncoderDecoder are distinct model paths; not a duplicate PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated models; same tracing refactor pattern, but not the same concrete bug/change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model subsystems and files; 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They share some boilerplate files from Transformers model integration, but they target different models, code paths, and release scopes, so they are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: these are unrelated model-addition PRs for different architectures and use cases.", + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the stronger representative of its own change because it has an explicit issue target and a more focused, model-specific implementation; however, it is still not a duplicate of 44662.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and different functionality: PenguinVL implementation vs Voxtral TTS support. Shared integration files are expected boilerplate and do not indicate the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44965-2", + "nodes": [ + "pull_request:44965", + "pull_request:46845" + ], + "soft_pairs": [ + "pull_request:44965|pull_request:46845" + ], + "prepared_review_unit_hash": "f6a5defe977be2c1e320f46f45d27321cb3f39ae94791cc4134f81daf1a760fe", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4219, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4219, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not duplicates. PR 44965 changes a workflow to convert PRs to draft, while PR 46845 changes CI branch routing and includes unrelated code/test edits in transformers internals. They do not appear to fix the same underlying problem.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46845 is the better cluster representative because its title and diff are more specific and substantive, whereas PR 44965 is a vague workflow experiment with a very different purpose.", + "best_issue_reason": null, + "best_pr_reason": "PR 46845 is the best overall representative of the cluster: it has a clearer change scope and more informative context than PR 44965, which is just a draft/try workflow tweak.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44965", + "right": "pull_request:46845", + "accept": false, + "reason": "Different change intents and code paths: 44965 alters a PR-documentation workflow to convert PRs to draft; 46845 adjusts CI caller configuration and touches modeling_utils/test files. They are not the same bug or change and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 36, + "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": "d5c30e2ac99ef9acf4f4caa8924ac452df2a8c38b19bb8cdf8218c0f24879b6d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4406, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4406, + "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 in theme but not duplicates: #44979 adds a general Module Fusion API, while #45363 wires n-to-1 kernel fusion into KernelConfig/model loading and integrations. They address different code paths and scopes.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44979 is the broader foundational API change and is the better representative anchor for the fusion work; #45363 is a separate, more specific integration layer built around kernel config.", + "best_issue_reason": null, + "best_pr_reason": "PR #44979 is the most central PR in the cluster because it defines the core module-fusion abstraction that later kernel-fusion work can build on.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "They share the fusion concept, but #44979 introduces a standalone module-fusion API while #45363 implements KernelConfig-driven n-to-1 kernel fusion and integration changes; different concrete changes, so not a duplicate." + } + ] + }, + "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": 36, + "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": "afb6fc13f25b211b7565f3437cef3a26f257c2def990aa4d569cbd81223c33ab", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests target the same AttributeError in `_patch_mistral_regex` / Mistral regex patching path and make the same code change in `tokenization_utils_tokenizers.py`; 45317 is the more complete version because it adds tests and has a clearer fix description.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same fix as 45086 but also adds test coverage and has the clearer, more specific title.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the strongest overall candidate since it appears to be the fuller, more review-ready change for the same underlying bug, with tests included.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same concrete code path; the diffs are effectively the same fix in `tokenization_utils_tokenizers.py`, so these look like duplicate/overlapping PRs that could be merged into one." + } + ] + }, + "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": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-3", + "nodes": [ + "pull_request:45115", + "pull_request:45569", + "pull_request:46565" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569", + "pull_request:45569|pull_request:46565" + ], + "prepared_review_unit_hash": "07a6e5d61077851e42edb3db08246601a86ec1617e7a8424d4904473884380dc", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 9557, + "estimated_input_tokens": 2390, + "estimated_eval_tokens": 5036 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 9557, + "estimated_input_tokens": 2390, + "estimated_eval_tokens": 5036 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs are about Nemotron H architecture work, but they target different changes; the third is a separate Nemotron 3.5 ASR streaming feature. The shared files are mostly auto-registry plumbing, not evidence of the same concrete fix.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "No PR in this set is a true duplicate of the others. If forced to pick a representative for the Nemotron H subcluster, #45569 is the broadest model-family change, but it is still distinct from #45115 and unrelated to #46565.", + "best_issue_reason": null, + "best_pr_reason": "#45569 is the strongest representative of the Nemotron H work because it covers the full model split/refactor and associated docs/tests, but it should not be treated as a duplicate canonical PR for the whole set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Same model family, but different scope: #45115 is a conversion/mapping and inheritance refactor for NemotronH, while #45569 is a broader 'proper Nemotron H and 3 and 2' model split with docs/tests. Shared filenames are mostly registry/model scaffolding, not the same concrete change." + }, + { + "left": "pull_request:45569", + "right": "pull_request:46565", + "accept": false, + "reason": "Both touch auto/modeling registry files, but they address different products and behavior: Nemotron H model refactoring versus Nemotron 3.5 ASR streaming. This is broad subsystem overlap, not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "45666f1f13d03e05973aa691ad29e6bdf6436753cb12a78438a95ba2014d2f3c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5954, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5954, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are closely related feature work, but they are not duplicates: #45333 is a config-only slice, while #45332 includes both configuration and the broader modeling/runtime integration needed for full heterogeneous model support.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45332 is the better canonical PR because it covers the full heterogeneous-model feature, including per-layer config plus modeling/runtime integration; #45333 is a narrower config-only subset.", + "best_issue_reason": null, + "best_pr_reason": "#45332 is the strongest standalone PR since it addresses the complete end-to-end code path, not just the configuration layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related but not the same concrete change: #45333 only adds per-layer config support, while #45332 also adds model execution/integration changes across masking, cache, and heterogeneous modeling utilities. They would not cleanly collapse into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 36, + "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-45346-2", + "nodes": [ + "pull_request:45346", + "pull_request:46818" + ], + "soft_pairs": [ + "pull_request:45346|pull_request:46818" + ], + "prepared_review_unit_hash": "7ec9f414728d4d1ec5ecfe4d00101a791f39ef237fabb3f855d37679d168f732", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5592, + "estimated_input_tokens": 1398, + "estimated_eval_tokens": 3052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5592, + "estimated_input_tokens": 1398, + "estimated_eval_tokens": 3052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs both touch MoE routing, but they fix different problems: one is a test-focused regression check for router logits, the other is a broad EP/DeepGEMM and FP8-scale contract change across many models. They are related in subsystem, not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46818 is the better canonical PR because it contains the substantive code-path fix and broader cross-model contract work, while pull_request:45346 is mostly a narrow regression-test addition.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46818 is the strongest representative of the cluster: it fixes a concrete runtime/kernel contract issue with implementation changes across the affected stack, not just a test assertion.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45346", + "right": "pull_request:46818", + "accept": false, + "reason": "Not the same underlying change. 45346 targets a double-softmax/router_logits regression in Mixtral and Qwen2-MoE tests, while 46818 fixes EP router contract and FP8 scale handling across many models and kernels. They are related but not mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 36, + "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": "4c906aad28e83f7bda1e8f7a96b0f7bc83d45303145c7ea9edf4fde686f24c3f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both artifacts are typing-related PRs in transformers, but they address different changes: PR 45415 is a broad type-checking sweep across many modules and config, while PR 45425 adds specific typing aliases/protocols for modeling_utils/PEFT and a few related helpers. They overlap in theme and a few files, but not in the same underlying fix/change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45415 is the broader, more central typing effort: it updates type-checking configuration and applies annotations across many core modules, making it the best representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45415 is the better cluster representative because it covers the larger cross-cutting type-checking pass; PR 45425 is a narrower typing cleanup focused on specific protocols and aliases.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Do not treat as duplicates: 45415 is a repository-wide type-checking sweep, while 45425 introduces targeted typing protocols/aliases for modeling_utils and PEFT. They share the same broad subsystem but not the same concrete change or 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": 23, + "component_count": 36, + "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": "988641df1990ade31881bedb165611851a24dd6e35dc9c23d0301801dd9ba012", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs both touch EP/loading internals, but they address different bugs and code paths: one is about ZeRO-3/accelerate launch config serialization, the other about FSDP2 expert parameters being overwritten during loading. They should not be collapsed as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the better representative of the cluster because it targets a concrete EP/FSDP2 loading overwrite bug with relevant loader and MoE changes; PR 45548 fixes a separate ZeRO-3/accelerate-launch issue and is not the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the strongest single PR here: it fixes a specific, user-visible EP correctness bug across the actual loading path. PR 45548 is narrower and addresses a different mechanism, so it is not the best cluster representative if only one must be chosen.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different underlying problems: 45548 removes serialized config state and adds an EP flag for DeepSpeed ZeRO-3/accelerate launch loading; 45662 prevents expert parameters from being overwritten during FSDP2 loading and adds DTensor/post-shard handling. Shared EP context and one filename are not enough to treat them as the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 36, + "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": "7dbd890a6fe9900f010eeb99f5dbf8466028115aa0dff47fb40cfe75ac0a4b84", + "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-safe captured_info logging problem, with #45645 extending the core fix into CI log aggregation. They are closely related and plausibly mergeable as one change.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the more complete fix: it includes the worker-safe output-file change plus workflow updates to collect multiple captured_info artifacts, matching the full bug-fix scope.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is best suited as the representative because it addresses the core xdist collision and the CI-side log preservation needed for the fix to work end-to-end.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying captured_info/xdist collision fix, and #45645 effectively subsumes #45639 with compatible changes in the same code path and adjacent CI handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "48138356ea5ea0417de558255f46a6a0d78e188a2baca0299297b9a63303b21e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are both linter/chore changes in transformers, but they target different rules and different underlying code paths: TRF003 changes model forward signatures/return behavior, while TRF018 changes model weight initialization logic. They are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46259 is the better anchor: it is the larger, more discussed PR and represents a concrete TRF018 modeling-rule implementation across many affected models.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46259 is the strongest representative of the cluster because it has broader scope and more activity, even though it is not the same change as the other PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different lint rules and different fixes: one adjusts forward return handling via can_return_tuple, the other rewrites weight initialization behavior. They do not fix the same bug and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "1e4233ad0485f2ec594560e12a5d804485e1a2d12f305f4ecf3806bacd5a49db", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one is a mixed CI/telemetry and model-config tweak PR, while the other is a test-migration PR adding DDP/kernel test scaffolding. They target different code paths and purposes.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR for a duplicate cluster; the PRs are unrelated in purpose and should be triaged independently.", + "best_issue_reason": null, + "best_pr_reason": "PR #46100 is the more coherent, self-contained change set, with a clear test-migration theme and focused file set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Reject: the overlap is only broad test/CI infrastructure. #45932 changes CI secrets plus multiple model implementation/config files, while #46100 adds DDP test config and model test migrations; they do not fix the same concrete bug or merge cleanly 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": 28, + "component_count": 36, + "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": "947caf11a96f74d4f4fe699ee22610e5da33f60e38235a223bcdc27668858ec7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs share some distributed-files overlap, but they are not the same change: #46126 is a focused EP/Trainer integration feature, while #46269 is a broad distributed branch-base PR spanning many unrelated areas. Not a duplicate pair.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "#46126 is the more self-contained, feature-specific PR; #46269 is a wide-ranging base/integration branch with many unrelated edits, so it is not a good canonical representative for a duplicate cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared filenames reflect the same subsystem, but the PRs target different scope and likely different changes. #46126 adds EP/Trainer integration; #46269 is a broad distributed branch-base update. Not mergeable as one concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46504|pull_request:46716" + ], + "prepared_review_unit_hash": "2ba279f0cd9a159351bc79bd58761fb588b0345edbc05b72f9406f7ff06090dd", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25909, + "estimated_input_tokens": 6478, + "estimated_eval_tokens": 13212 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25909, + "estimated_input_tokens": 6478, + "estimated_eval_tokens": 13212 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly unrelated workflow chore updates. The only strong cluster is the pr-ci-security-gate.yml group, but the individual PRs make different follow-up changes to that workflow rather than duplicating the same fix, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical duplicate exists here; pull_request:46554 is the closest representative because it makes the most substantive security-gate behavior change, while the others are separate workflow follow-ups or cosmetic edits.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46554 is the best single representative for the cluster because it contains the clearest functional change to CI/security behavior, but it still is not a duplicate of the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different changes: stdin handling in self-comment CI vs security checks in pr-ci-security-gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow files and different behavior changes; not the same bug or fix." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow and unrelated change; one updates comment/IO handling, the other edits security-gate metadata/comments." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and different concerns; no shared underlying bug." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and distinct fixes; no duplicate relationship." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening vs benchmark dispatch trigger; unrelated workflow behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow and different fix scope; not the same underlying change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Unrelated workflows with separate fixes; no duplicate bug/change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and distinct CI/security changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow changes; no shared concrete code-path problem." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow maintenance, but they change different jobs and different behavior." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and different edits; not duplicates." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Permission tweak in anti-slop vs shell quoting change in build-ci; unrelated." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and unrelated changes; no same bug/fix." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers checkout ref vs benchmark trigger logic; unrelated changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and distinct fixes; no duplicate issue." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Separate workflow concerns with no shared underlying bug." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark dispatch support vs shell quoting in build-ci; different behavior and code paths." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and distinct functional changes; not the same fix." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Build-ci command quoting vs pr-ci security-gate logic; unrelated changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and separate concerns; not duplicates." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different follow-up changes: 46554 adds file-change checks; 46558 adjusts permissions and approval gating. Separate changes, not one bug." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "46563 only adds explanatory comments around the reusable workflow; it is not the same functional change as 46554." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "46554 adds security checks; 46716 removes inherited secrets. Related area, but different concrete change." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Both touch the same workflow, but one changes permissions/flow and the other only adds comments; not duplicates." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Different changes to the same workflow file, but not the same underlying fix." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Comment-only clarification vs secret-handling change; different code-path implications." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflow changes; shell quoting in build-ci is not the same as security-gate documentation." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different fixes; no duplicate relationship." + } + ] + }, + "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": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "9457daa1303d16f074950aacb32d4f2bf4200366673a83033de743592047f4e8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both replace direct file-source reads, but they target different code paths in different modules: one in import_utils.py and one in modeling_utils.py. They are related by implementation theme, not by the same underlying bug or change, so they should not be deduplicated.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46207 is the clearer, more self-contained fix: it updates _can_set_attn_implementation in modeling_utils.py and includes tests, making it the better representative of this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #46207 is the strongest standalone candidate because it has a precise title, a concrete behavioral change, and test coverage; PR #46152 is a separate source-handling refactor in a different subsystem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both avoid open() on source text, but they fix different mechanisms in different files (_resolve_traversable in import_utils.py vs _can_set_attn_implementation in modeling_utils.py). They are not the same concrete change and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:46546" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:46546" + ], + "prepared_review_unit_hash": "d99d301922a23124d58f196ed7583d655036c89bf854806f3c5de7dab81e748f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4851, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4851, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs implement the same Moonshine streaming sliding-window boundary fix (include the rightmost token with <= instead of <) and point to the same tracking issue. PR #46546 is the more complete version because it also updates the Gemma4 copy and adds tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46546 is the best canonical PR: it covers the same boundary bug in Moonshine streaming, also patches the mirrored Gemma4 implementation, and includes tests.", + "best_issue_reason": null, + "best_pr_reason": "#46546 is the strongest representative of the fix because it is more complete and test-backed, while #46310 is a narrower subset of the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Same underlying bug fix: the right-window mask boundary changes from < to <= in the same code path, and both target issue 46305." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "bfe4608e28752032ee3d9994e11bb25849b445be9f24d8cd39a37508d10e29ca", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5996, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5996, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one adds multimodal support to continuous batching infrastructure, while the other adds the HunYuan VL model, docs, processors, and tests. They do not appear to fix the same code-path problem and should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46417 is the better canonical representative because it is a self-contained model addition with a clear feature boundary, while #46376 is a draft, broad infrastructure change.", + "best_issue_reason": null, + "best_pr_reason": "PR #46417 is the best representative of the cluster since it has a concrete, standalone scope and a clear title; #46376 is broader, draft, and about a different subsystem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different underlying changes: #46376 targets continuous batching multimodal support in generation infrastructure, while #46417 adds a new HunYuan VL model stack and documentation. They touch different code paths and are not plausibly one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 36, + "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": "8c3d7f3bf47189d93f54b6861d13f66b484b238d53eb860ab88ba063b29353a0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are unrelated: one fixes CodeLlama decode behavior by moving tokenizer decoder setup, while the other fixes DeepSeek-Coder/DeepSeek-LLM tokenizer-class selection in AutoTokenizer. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two PRs address different bugs in different code paths (CodeLlama decode stripping vs AutoTokenizer checkpoint-class routing).", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for the cluster because the items are not duplicates and do not represent the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying problems: PR 46574 fixes CodeLlama decoding of real leading spaces, while PR 46580 fixes incorrect tokenizer-class loading for specific DeepSeek checkpoints. They touch separate subsystems and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46603-2", + "nodes": [ + "pull_request:46603", + "pull_request:46604" + ], + "soft_pairs": [ + "pull_request:46603|pull_request:46604" + ], + "prepared_review_unit_hash": "370866d0d5fe2b99e8381b5812337b550cad9b09b044f660d68867d6b5ef9ad0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5496, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5496, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two Mistral-related PRs touch many of the same files, but they are different changes: one is a refactor/move of `MistralConverter`, the other adds tekken tokenizer detection, conversion, and save utilities. They are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46604 is the more substantive change set: it adds new tokenizer behavior and utilities, while 46603 is mainly a code move/refactor for the existing Mistral converter.", + "best_issue_reason": null, + "best_pr_reason": "PR 46604 is the best representative of the cluster because it delivers the concrete functional change; 46603 is a supporting structural refactor rather than the main feature work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Reject: 46603 moves `MistralConverter` into the integrations package, while 46604 adds tekken tokenizer detection/conversion/save utilities. Same subsystem and shared files, but not the same underlying fix or a single mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 36, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46741-4", + "nodes": [ + "pull_request:46741", + "pull_request:46773", + "pull_request:46781", + "pull_request:46831" + ], + "soft_pairs": [ + "pull_request:46741|pull_request:46781", + "pull_request:46741|pull_request:46773", + "pull_request:46741|pull_request:46831" + ], + "prepared_review_unit_hash": "77dac00a37c7e4e121f340e2b874a3ef41e3a21ce38fe752d8c1ac06bec7304c", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 10050, + "estimated_input_tokens": 2513, + "estimated_eval_tokens": 5282 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 10050, + "estimated_input_tokens": 2513, + "estimated_eval_tokens": 5282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four separate PRs touching neighboring model/runtime areas, but they fix different bugs: chunked-prefill/speculative decoding in Mamba2-style mixers, a padding-mask condition bug in linear-attention models, QuantizedCache layer construction for hybrid SSM+attention models, and CPU offload hook handling for Qwen3.5/Qwen3-Next. The shared theme is cache/offload/linear-attention infrastructure, not the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate PR stands out. If one canonical PR must be chosen for the cluster, PR 46741 is the broadest cache-related fix and the earliest of the set, but it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 46741 is the most central representative only in the loose sense that it addresses cache-dependent decoding logic in a core model implementation; however, it should not be used to subsume the others because their bugs and code paths are distinct.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46741", + "right": "pull_request:46781", + "accept": false, + "reason": "46741 fixes single-step cached decoding in Mamba2/Zamba2/Nemotron-H paths, while 46781 changes QuantizedCache construction for hybrid layer types. Different failure modes and different code paths." + }, + { + "left": "pull_request:46741", + "right": "pull_request:46773", + "accept": false, + "reason": "46741 is about chunked-prefill/speculative decoding state handling; 46773 fixes padding-mask application when batch size is 1 in linear-attention models. Same broad subsystem, but not the same bug." + }, + { + "left": "pull_request:46741", + "right": "pull_request:46831", + "accept": false, + "reason": "46741 updates cached mixer logic for specific model families; 46831 adds hook handling to prevent garbage generation under device_map CPU offload in Qwen3.5/Qwen3-Next. These are unrelated runtime issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260624T060017Z/analysis-runs/hybrid-model-20260624t060017z/manifest.json b/snapshots/20260624T060017Z/analysis-runs/hybrid-model-20260624t060017z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ab1736145ba177777140e41ffd88775447b66184 --- /dev/null +++ b/snapshots/20260624T060017Z/analysis-runs/hybrid-model-20260624t060017z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260624t060017z", + "artifacts": { + "hybrid": "snapshots/20260624T060017Z/analysis-runs/hybrid-model-20260624t060017z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260624T060017Z/analysis-runs/hybrid-model-20260624t060017z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-24T06:06:45Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260624T060017Z", + "variant": "hybrid" +} diff --git a/snapshots/20260624T060017Z/manifest.json b/snapshots/20260624T060017Z/manifest.json index 1960545716c6147a1474991505860236768c5b75..ba663733568bff4560f899a9c25e7e129dd58d66 100644 --- a/snapshots/20260624T060017Z/manifest.json +++ b/snapshots/20260624T060017Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 807 }, "extracted_at": "2026-06-24T06:00:17Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260624t060017z", + "runs": { + "hybrid-model-20260624t060017z": { + "analysis_id": "hybrid-model-20260624t060017z", + "artifacts": { + "hybrid": "snapshots/20260624T060017Z/analysis-runs/hybrid-model-20260624t060017z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260624T060017Z/analysis-runs/hybrid-model-20260624t060017z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260624T060017Z/analysis-runs/hybrid-model-20260624t060017z/manifest.json", + "model": null, + "published_at": "2026-06-24T06:06:45Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260624T060017Z", "watermark": {